Music CRS Prediction Audit
Run CoverageRows, trace availability, labels, and leaderboard metadata.
Validity And GapsHard leaks, broader risk flags, and heuristic alternatives.
Judge EvaluationsRecommendation fit, response quality, and state accuracy.
Top-Level Read
- This is a label-free audit: it cannot know hidden leaderboard credit, so it focuses on conversation validity and pipeline gap signals.
- Recommendation fit reviewed 80 label-free rows; weak/bad-fit rows=63 (bad fit=52, strong fit=15, weak fit=11, plausible=2).
- Response quality reviewed 80 label-free rows; thin/misleading responses=24 (clear=54, misleading=13, thin=11, acceptable=2).
- State accuracy reviewed 80 trace-backed rows; partial/inaccurate state rows=36 (accurate=44, inaccurate=34, partial=2).
- 3 rows (3.8%) have a hard top-1 rejection leak; these are the strongest proven-bad cases.
- 28 rows (35.0%) have a top-1 risk flag, including softer branch-out/repetition issues.
- Most common gap labels: ranking_gap=33, state_gap=5, compiler_filter_gap=4, response_self_flag=3.
- Read each row as: latest user request -> top recommendation -> why flagged or credited -> better candidate if one can be inferred.
What the gap labels mean
- Hard leak
- A recommendation violates an explicit rejected track, artist, album, or name. This is the strongest “bad recommendation” signal.
- Flagged row
- A broader warning that can include hard leaks, repeated prior artists after a branch-out request, response self-contradictions, or label misses.
- State gap
- The conversation says something important, but the structured state did not capture it as a usable constraint.
- Compiler/filter gap
- The system knew a rejection but still allowed the item into the final list.
- Ranking gap
- Cleaner candidates existed, but the final ordering placed a worse item above them.
- Fusion Rank
- Where the item appeared in the candidate-fusion trace before final ordering. Lower usually means retrieval already liked it.
- Audit Fit
- A simple metadata/tag/rejection heuristic used for inspection. It is not a leaderboard score.
- Recommendation Fit
- Only available for label-free runs. It reads the conversation and visible candidates, then rates whether the submitted recommendation fits.
- Response Quality
- Only available for label-free runs. It reads the conversation, top recommendation metadata, and generated response, then judges whether the prose grounds and justifies the top recommendation without unsupported claims.
- State Accuracy
- Available for trace-backed runs. It compares raw conversation context against extracted/compiled state to find missing constraints or stale state.
- Label miss
- Only for devset/ground-truth runs: the submitted top 20 did not contain the target track.
Play me some music that makes me want to dance and feel good.
Open row audit
Recommendation fit: strong fit
The top recommendation 'You Make Me Feel Good' directly matches the user's request for danceable, feel-good music with its title and electronic dance style, and no other candidate clearly outperforms it in meeting the user's goal.
The audit did not find a clearly better clean alternative in the inspected list/pool.
Likely cause: no specific pipeline gap was identified.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): strong fit. Best shown candidate: rank 1. The top recommendation 'You Make Me Feel Good' directly matches the user's request for danceable, feel-good music with its title and electronic dance style, and no other candidate clearly outperforms it in meeting the user's goal.
Recommendation Fit
accepted submitted rank #1: You Make Me Feel Good - Original Mix by Satin Jackets
The top recommendation 'You Make Me Feel Good' directly matches the user's request for danceable, feel-good music with its title and electronic dance style, and no other candidate clearly outperforms it in meeting the user's goal.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · strong fitResponse Quality
response quality: clear
The response clearly references the submitted track, explains why its upbeat energy and bouncy beat match the user's request for danceable and feel-good music, and stays coherent with the conversation without any unsupported claims or contradictions.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state correctly captures the user's request for feel-good, danceable music as mood and energy facets, with no missing constraints or stale entities.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
Play me some music that makes me want to dance and feel good.
State
Current request: Music that makes me want to dance and feel good.
Hard rejected names:
Soft avoid names:
Positive terms: play, some, makes, want, dance, feel, good, danceable
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "attribute",
"facet": "mood",
"value": "feel good",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "feel good"
},
{
"type": "attribute",
"facet": "energy",
"value": "danceable",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "dance"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"feel good",
"danceable"
],
"played_track_ids": []
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | You Make Me Feel Good - Original Mix Satin Jackets |
You Make Me Feel Good | 49 | 2 | 2.25 | Electronic, sam rachel king |
| 2 | Give Me Everything (feat. Ne-Yo, Afrojack & Nayer) Pitbull |
Greatest Hits | 90 | 126 | 2.45 | king, energetic, loved, whitney houston, exercise, radiocore |
| 3 | You Make Me Feel... - feat. Sabi Cobra Starship |
Night Shades | 75 | 15 | 2.38 | pop, Dance, 8 of 10 stars, Alternative, Rock |
| 4 | Feel This Moment Pitbull |
Greatest Hits | 84 | 32 | 3.42 | cover, linedance 2013, christina aguilera, dance all night long, playlista rmf fm, english |
| 5 | Good Feelin Capitol 1212 |
Good Feelin | 25 | 51 | 2.12 | Hip-Hop/Rap |
| 6 | Feels (feat. Pharrell Williams, Katy Perry & Big Sean) Big Sean |
Funk Wav Bounces Vol.1 | 79 | 154 | 3.40 | pop, funk, Dance, playlista rmf fm, Electronic, 2017 single |
| 7 | Good Feeling Flo Rida |
Wild Ones | 82 | 7 | 3.41 | pop, southern hip hop, Hip-Hop/Rap, electropop, hip house, hip hop |
| 8 | Secunda Jeremy Soule |
The Elder Scrolls V: Skyrim: Original Game Soundtrack | 67 | 269 | 1.33 | beautiful, the breath of the universe, pure beauty, video game music, minimal, pure melodies of perfection |
| 9 | I Like That SISTAR |
INSANE LOVE | 56 | 419 | 2.28 | bass, kpop, amazing, korean, catchy, k-pop |
| 10 | From Past to Present Jeremy Soule |
The Elder Scrolls V: Skyrim: Original Game Soundtrack | 61 | 332 | 1.30 | nordic, beautiful, the breath of the universe, pure beauty, video game music, rainy day |
| 11 | Feel Sonder |
Into | 69 | 97 | 1.34 | R&B/Soul |
| 12 | Dragonborn Jeremy Soule |
The Elder Scrolls V: Skyrim: Original Game Soundtrack | 61 | 533 | 4.30 | video game music, arrow in my knee, breathtaking, epic, game music, 2010s |
| 13 | You Make Me Feel... - feat. Sabi [Disco Fries Remix] Cobra Starship |
You Make Me Feel... (feat. Sabi) | 28 | 10 | 2.14 | pop, Dance, electropop, dance, Pop, the vampire diaries |
| 14 | Sometimes - Original Mix |
Sometimes | 44 | 828 | 2.22 | Dance, Electronic |
| 15 | That's The Way My Heart Goes - Radio Version Marie Serneholt |
NRJ Hits 7 | 40 | 65 | 1.20 | pop, Pop, Dance |
| 16 | Kyne's Peace Jeremy Soule |
The Elder Scrolls V: Skyrim: Original Game Soundtrack | 60 | 311 | 1.30 | beautiful, video game music, gian-loved, favourites, ambient, favorite songs of all time to play on repeat over and over again |
| 17 | Feels Great (feat. Fetty Wap & CVBZ) CVBZ |
Feels Great (feat. Fetty Wap & CVBZ) | 58 | 36 | 2.29 | pop, electronic, dance, Pop, edm |
| 18 | (You Make Me Feel Like) A Natural Woman Aretha Franklin |
Lady Soul [w/bonus selections] | 71 | 400 | 1.35 | female vocalist, Blues, soul, Vocal, R&B/Soul |
| 19 | Gonna Make You Sweat (Everybody Dance Now) C & C Music Factory |
Super Hits | 72 | 25 | 3.36 | guilty pleasures, Dance, usa, mix, cc music factory, great song |
| 20 | Ancient Stones Jeremy Soule |
The Elder Scrolls V: Skyrim: Original Game Soundtrack | 60 | 211 | 0.30 | beautiful, beautifulstranger, ost, the breath of the universe, pure beauty, video game music |
Predicted Response
You asked for something danceable and feel-good, and this one’s a perfect match — "You Make Me Feel Good" by Satin Jackets is pure energy with a bouncy beat that’s impossible not to move to. It’s got that happy, upbeat vibe you’re after, just like your favorite dance tracks!
I'm trying to remember a track with that distinctive, soulful early 90s hip-hop feel, with smooth flows and a laid-back vibe.
Open row audit
Recommendation fit: weak fit
The user wants a classic early 90s East Coast jazzy hip-hop track with a laid-back vibe, but 'Keep Ya Head Up' is a West Coast political anthem with a more serious tone. 'Jazz (We've Got)' by A Tribe Called Quest (rank 10) perfectly matches the requested jazzy, soulful, laid-back East Coast sound.
The audit did not find a clearly better clean alternative in the inspected list/pool.
Likely cause: no specific pipeline gap was identified.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): weak fit. Best shown candidate: rank 10. The user wants a classic early 90s East Coast jazzy hip-hop track with a laid-back vibe, but 'Keep Ya Head Up' is a West Coast political anthem with a more serious tone. 'Jazz (We've Got)' by A Tribe Called Quest (rank 10) perfectly matches the requested jazzy, soulful, laid-back East Coast sound.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #10: Jazz (We've Got) by A Tribe Called Quest
The user wants a classic early 90s East Coast jazzy hip-hop track with a laid-back vibe, but 'Keep Ya Head Up' is a West Coast political anthem with a more serious tone. 'Jazz (We've Got)' by A Tribe Called Quest (rank 10) perfectly matches the requested jazzy, soulful, laid-back East Coast sound.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · weak fitResponse Quality
response quality: thin
The response does not clearly distinguish the described 90s jazzy hip-hop feel; 'Keep Ya Head Up' is more West Coast G-funk than the requested East Coast jazzy style, and the explanation uses generic adjectives like 'soulful' and 'smooth flow' that could apply to many songs.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state correctly captures the user's request for a soulful early 90s hip-hop track with smooth flows and a laid-back vibe, with no missing or stale constraints.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm trying to remember a track with that distinctive, soulful early 90s hip-hop feel, with smooth flows and a laid-back vibe.
State
Current request: A track with a distinctive, soulful early 90s hip-hop feel, smooth flows, and a laid-back vibe.
Hard rejected names:
Soft avoid names:
Positive terms: i m, trying, remember, distinctive, soulful, early, 90s, hip hop, feel, smooth, flows, laid back, vibe
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "attribute",
"facet": "genre",
"value": "soulful early 90s hip-hop",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "soulful early 90s hip-hop feel"
},
{
"type": "attribute",
"facet": "sonic",
"value": "smooth flows",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "smooth flows"
},
{
"type": "attribute",
"facet": "mood",
"value": "laid-back vibe",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "laid-back vibe"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"soulful early 90s hip-hop",
"smooth flows",
"laid-back vibe"
],
"played_track_ids": []
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Keep Ya Head Up 2Pac |
Strictly 4 My N.I.G.G.A.Z... | 72 | 21 | 3.36 | great beat, classics, political, poetry, truth, soul |
| 2 | Regulate Warren G |
Regulate… G Funk Era | 76 | 3 | 3.38 | west coast rap, hip-hop classics, nate dogg, 213, classic hip-hop, my childhood |
| 3 | C.R.E.A.M. (Cash Rules Everything Around Me) (feat. Method Man, Raekwon, Inspectah Deck & Buddha Monk) Wu-Tang Clan |
Enter The Wu-Tang Clan - 36 Chambers (Deluxe Version) | 76 | 39 | 2.38 | critically acclaimed song, great rap, underground hip-hop, east coast, hip-hop classics, east coast rap |
| 4 | Big Poppa - 2005 Remaster The Notorious B.I.G. |
Ready To Die The Remaster | 82 | 18 | 4.41 | king, big, east coast rap, hen party, dope beat, poetry |
| 5 | It Was A Good Day Ice Cube |
The Predator | 82 | 8 | 3.41 | grand theft auto, great rap, good day, Gangsta Rap, ice cube it was a good day, west coast rap |
| 6 | Juicy - 2005 Remaster The Notorious B.I.G. |
Ready To Die The Remaster | 77 | 34 | 2.38 | king, ready to die 1994, big, east coast rap, rocket shoes mixtapes, dope beat |
| 7 | Check Yo Self - Remix; Ice Cube |
Bootlegs And B-Sides | 72 | 12 | 2.36 | west cube, mayara, west coast rap, classic hip-hop, remix, check |
| 8 | 93 'Til Infinity Souls Of Mischief |
93 'til Infinity | 72 | 9 | 1.36 | pop, funk, Hip-Hop/Rap, west coast rap, epic, downtempo |
| 9 | Real Hip-Hop Das EFX |
Hold It Down | 53 | 1 | 1.26 | chill, Hip-Hop/Rap, hip hop, underground rap, R&B/Soul, Pop |
| 10 | Jazz (We've Got) A Tribe Called Quest |
The Low End Theory | 66 | 351 | 4.33 | experimental, east coast rap, loved, queensbridge, truth, soul |
| 11 | Poison Bell Biv DeVoe |
Poison | 75 | 42 | 5.38 | early 90s, csr 103:9, poison, soul, groove based composition, bbd |
| 12 | Award Tour A Tribe Called Quest |
Midnight Marauders | 65 | 425 | 5.33 | east coast rap, loved, jazz-hop, soul, old school hip hop, favorites |
| 13 | Can I Kick It? A Tribe Called Quest |
Discover A Tribe Called Quest | 69 | 51 | 2.35 | 2003, title is a full sentence, bass, 1990s, hip-hop classics, Dance |
| 14 | DWYCK - Feat. Nice and Smooth Nice & Smooth |
Hard To Earn | 51 | 11 | 3.25 | 1979-2006: a hip-hop odyssey - 800 tracks in a 48 minute mix, olschool hip hop, east coast rap, classic hip-hop, hit, jazz-rap |
| 15 | Never No More Souls Of Mischief |
93 'til Infinity | 35 | 2 | 2.17 | most mellow, underground hip-hop, jazzy hip hop, jazz hip-hop, 90s, mellow shit |
| 16 | They Reminisce Over You (T.R.O.Y.) Pete Rock & C.L. Smooth |
Mecca And The Soul Brother | 64 | 24 | 4.32 | way back when, east coast rap, jazz-hop, soul, life is easy, pete rock |
| 17 | You Know How We Do It Ice Cube |
Lethal Injection | 80 | 27 | 4.40 | low, loved, electric guitars, knowledge, soul, chillin |
| 18 | Make Your Mind Up Souls Of Mischief |
93 'til Infinity | 43 | 111 | 3.21 | underground hip-hop, west coast rap, future funk, classic hip-hop, del the funky homosapien, digital underground |
| 19 | Live and Let Live Souls Of Mischief |
93 'til Infinity | 48 | 276 | 3.24 | great rap, underground hip-hop, oldschool rap, west coast rap, hippity hoppity, like |
| 20 | Lot's Of Lovin' Pete Rock & C.L. Smooth |
Mecca And The Soul Brother | 36 | 44 | 5.18 | strictly for the undergound, what a fucking great day, grown and sexy, rock top, east coast rap, old skool rap |
Predicted Response
You're in the right zone — "Keep Ya Head Up" by 2Pac is a perfect match for that soulful, laid-back early '90s vibe you're after. With its smooth flow, heartfelt lyrics, and that iconic soul sample, it’s a timeless track that blends poetry and truth with a chill, reflective energy.
Can you tell me which song from Peter Doherty's 'Grace/Wastelands' was frequently mentioned as one of the best tracks of 2009?
Open row audit
Recommendation fit: bad fit
The user asks for a specific song from Peter Doherty's 'Grace/Wastelands' that was frequently mentioned as one of the best tracks of 2009, but none of the candidates provide evidence of such recognition (e.g., being an iTunes UK Single of the Week or listed among best tracks of 2009). The submitted top recommendation 'Arcady' and other candidates from the correct album lack tags or metadata indicating critical acclaim or popularity recognition for 2009, and several candidates are from wrong albums or artists.
The audit did not find a clearly better clean alternative in the inspected list/pool.
Likely cause: no specific pipeline gap was identified.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. No valid submitted track was identified. The user asks for a specific song from Peter Doherty's 'Grace/Wastelands' that was frequently mentioned as one of the best tracks of 2009, but none of the candidates provide evidence of such recognition (e.g., being an iTunes UK Single of the Week or listed among best tracks of 2009). The submitted top recommendation 'Arcady' and other candidates from the correct album lack tags or metadata indicating critical acclaim or popularity recognition for 2009, and several candidates are from wrong albums or artists.
Recommendation Fit
no valid submitted recommendation: No valid submitted track
The user asks for a specific song from Peter Doherty's 'Grace/Wastelands' that was frequently mentioned as one of the best tracks of 2009, but none of the candidates provide evidence of such recognition (e.g., being an iTunes UK Single of the Week or listed among best tracks of 2009). The submitted top recommendation 'Arcady' and other candidates from the correct album lack tags or metadata indicating critical acclaim or popularity recognition for 2009, and several candidates are from wrong albums or artists.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: misleading
The response claims 'Arcady' was the critically acclaimed track, but the provided metadata shows a low popularity of 29 and no tags indicating critical acclaim or 'best of 2009' recognition, making the claim unsupported and potentially misleading.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state correctly captures the user's request for a specific song from Peter Doherty's album 'Grace/Wastelands' that was frequently mentioned as one of the best tracks of 2009, with no missing or stale constraints.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
Can you tell me which song from Peter Doherty's 'Grace/Wastelands' was frequently mentioned as one of the best tracks of 2009?
State
Current request: Find the song from Peter Doherty's album Grace/Wastelands that was frequently mentioned as one of the best tracks of 2009.
Hard rejected names:
Soft avoid names:
Positive terms: tell, which, peter, doherty s, grace, wastelands, was, frequently, mentioned, one, best, 2009, find, album, doherty
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "artist",
"facet": null,
"value": "Peter Doherty",
"role": "current_target",
"anchor_use": "must_use",
"relation": "exact_target",
"reuse": "must_reuse",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "Peter Doherty"
},
{
"type": "album",
"facet": null,
"value": "Grace/Wastelands",
"role": "current_target",
"anchor_use": "must_use",
"relation": "exact_target",
"reuse": "must_reuse",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "Grace/Wastelands"
},
{
"type": "attribute",
"facet": "popularity",
"value": "best tracks of 2009",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "best tracks of 2009"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [
"Peter Doherty"
],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"best tracks of 2009"
],
"played_track_ids": []
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Arcady Peter Doherty |
Grace/Wastelands | 29 | 2 | 6.14 | gilbert, beautiful, experimental, my gang 09, pete doherty, folk |
| 2 | I Am The Rain Peter Doherty |
Grace/Wastelands | 30 | 1 | 7.15 | gilbert, my gang 09, folk, loved, gerat, hazz |
| 3 | Sheepskin Tearaway Peter Doherty |
Grace/Wastelands | 36 | 3 | 7.18 | gilbert, experimental, beautiful, my gang 09, folk, sleep |
| 4 | Lady Don't Fall Backwards Peter Doherty |
Grace/Wastelands | 28 | 4 | 6.14 | beautiful, my gang 09, folk, brits, alternative rock, lovely sadness |
| 5 | Oily Boker Peter Doherty |
Hamburg Demonstrations | 0 | 6 | 2.00 | Alternative Rock |
| 6 | I Don't Love Anyone (but You're Not Just Anyone) Peter Doherty |
Hamburg Demonstrations | 0 | 11 | 3.00 | Alternative |
| 7 | New Love Grows On Trees Peter Doherty |
Grace/Wastelands | 25 | 5 | 8.12 | gilbert, beautiful, great lyrics, my gang 09, folk, so beautiful it hurts |
| 8 | Dog Days Are Over Florence + The Machine |
Lungs | 78 | 9 | 2.39 | motherfuckin rabbits ejaculating sunshine, energetic, folk, alternative rock, soul, florence |
| 9 | Monster Skillet |
Monster | 82 | 23 | 2.41 | energetic, as heard on slacker, christian metal, modern rock, alternative rock, workout |
| 10 | You Found Me The Fray |
The Fray | 81 | 27 | 3.40 | so effing sweet, makes my heart melt, loved, alternative rock, easy listening, altrock |
| 11 | Uprising Muse |
The Resistance | 79 | 16 | 4.39 | muse, uprising, energetic, fucking awesome, political, the most epicly epic epicness |
| 12 | So Fine Telepathe |
Dance Mother | 9 | 256 | 3.04 | experimental, lovely ladies, find more from this artist, Alternative, synthpop, arguman-loved tracks |
| 13 | Know Your Enemy Green Day |
21st Century Breakdown | 70 | 24 | 3.35 | Punk, political, modern top40, alternative rock, oh hell yes, punkrock |
| 14 | Grace for Saints and Ramblers Iron & Wine |
Grace for Saints and Ramblers | 23 | 10 | 3.12 | music choice: indie, 2013, fallon, songsof2013, rock, 2010s |
| 15 | Never Say Never The Fray |
The Collection | 70 | 126 | 3.35 | loved, sad days, coldplay, alternative rock, easy listening, bittersweet |
| 16 | Drumming Song Florence + The Machine |
Lungs | 50 | 297 | 4.25 | experimental, energetic, big drums, folk, pretty, zakochana limetka |
| 17 | You Are the Best Thing Ray LaMontagne |
You Are the Best Thing | 72 | 541 | 1.36 | love the lyrics, carefree, folk, alternative rock, soul, lovers |
| 18 | If I Should Fall From Grace With God The Pogues |
If I Should Fall From Grace With God | 51 | 88 | 2.25 | bbc6, loved artists, folk, apocalyptic folk, pogues, irish punk |
| 19 | Howl Florence + The Machine |
Lungs | 55 | 313 | 2.27 | experimental, folk, alternative rock, soul, running down hills and dancing in the rain, vocal music |
| 20 | Fire Kasabian |
Empire / West Ryder Pauper Lunatic Asylum | 68 | 71 | 3.34 | majotag, loved, modern rock, alternative rock, makes me wanna dance, epic |
Predicted Response
You're in luck — "Arcady" is the one everyone was talking about from Peter Doherty's *Grace/Wastelands* in 2009. It’s that dreamy, haunting folk track with a raw edge, like a midnight walk through a quiet forest. Perfect if you love his poetic vibe and that classic Brit indie feel.
YES! 'We Are'! That's exactly the song I was looking for. It perfectly captures that anthemic, unifying spirit. Thank you! What album is this track from? I'd love to explore more songs like it.
Open row audit
Likely wrong
The top recommendation is Taking Off by ONE OK ROCK, but it repeats something the user was trying to move away from: 'ONE OK ROCK'.
From the submitted list, No One Like You - Illuminate Album Version by David Crowder Band looks better because it avoids the top pick's rule violation; fusion stage already ranked it #47; catalog popularity is 38; metadata/tags match: album, one, rock.
Likely cause: final ordering placed a weaker/invalid item over clean candidates.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. No valid submitted track was identified. The user explicitly identified 'We Are' as the song they were looking for and then asked which album it is from. None of the submitted tracks answer that factual question; the candidate list only suggests other songs, not the album name for 'We Are.' Since the user's request is purely informational, recommending another track is inappropriate.
Recommendation Fit
no valid submitted recommendation: No valid submitted track
The user explicitly identified 'We Are' as the song they were looking for and then asked which album it is from. None of the submitted tracks answer that factual question; the candidate list only suggests other songs, not the album name for 'We Are.' Since the user's request is purely informational, recommending another track is inappropriate.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response correctly identifies 'Taking Off' as being from the same album as 'We Are', explains its anthemic and unifying qualities, and directly addresses the user's request for album information and similar songs.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state correctly captures the user's satisfaction with 'We Are' and their request for its album, including the anthemic and unifying attributes. There are no missing constraints or stale artifacts, and the compiled routing is sound for retrieving the exact album.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
Do you know a ONE OK ROCK track that has a strong message about overcoming challenges and standing together? It has a very uplifting, almost arena-rock feel.
Kanzen kankaku Dreamer -- ONE OK ROCK
If you're still in the mood for something super energetic with that powerful J-Rock vibe, you absolutely have to check out "Kanzen kankaku Dreamer" next. It's another absolute banger from ONE OK ROCK!
Oh, I don't think I heard "Liar" yet, but "Kanzen kankaku Dreamer" is a cool song! It's definitely got the energy, but I'm looking for something with a more explicit message about coming together and facing things as a group, not just individual strength. It's more about a collective feeling.
Take Me To The Top -- ONE OK ROCK
Awesome! If "Kanzen kankaku Dreamer" got you hyped, then you definitely need to hear "Take Me To The Top" next. It's got that same intense, addictive energy that ONE OK ROCK is so good at!
Take Me To The Top" is definitely super energetic, and I love that powerful ONE OK ROCK sound! But I'm really looking for something that talks more about people uniting, overcoming things as a team, you know? Like a song that makes you feel like everyone is in it together, with a really big, uplifting chorus.
3xxxv5 -- ONE OK ROCK
Nice! Since you're loving the energy, I've got another ONE OK ROCK track that I think will hit just right: "3xxxv5." It's got that powerful, driving rock sound you've been digging!
Oh, "3xxxv5" is really intense and I love the sound, but it doesn't have any vocals! I'm really searching for a song with powerful lyrics about coming together, like a big, anthem-style song where the message is super clear about unity and fighting together. The lyrics are actually really important for the song I'm thinking of.
We Are -- ONE OK ROCK
That's awesome! Glad you're feeling the vibe. Since you're loving the powerful tracks, you absolutely have to hear "We Are" by ONE OK ROCK next! It's an incredible anthem with a huge sound that I think you'll totally connect with.
YES! 'We Are'! That's exactly the song I was looking for. It perfectly captures that anthemic, unifying spirit. Thank you! What album is this track from? I'd love to explore more songs like it.
State
Current request: Find the album that 'We Are' by ONE OK ROCK is from, to explore more songs like it.
Hard rejected names:
Soft avoid names: We Are, ONE OK ROCK
Positive terms: yes, that s, exactly, was, looking, perfectly, captures, anthemic, unifying, spirit, thank, what, album, i d, love, explore, find, one, rock
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "track",
"facet": null,
"value": "We Are",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 5,
"mentioned_current_turn": true,
"evidence_text": "YES! 'We Are'! That's exactly the song I was looking for"
},
{
"type": "artist",
"facet": null,
"value": "ONE OK ROCK",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 5,
"mentioned_current_turn": true,
"evidence_text": "ONE OK ROCK"
},
{
"type": "attribute",
"facet": "sonic",
"value": "anthemic",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 5,
"mentioned_current_turn": true,
"evidence_text": "anthemic, unifying spirit"
},
{
"type": "attribute",
"facet": "lyrical_theme",
"value": "unifying",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 5,
"mentioned_current_turn": true,
"evidence_text": "unifying spirit"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"anthemic",
"unifying"
],
"played_track_ids": [
"7ce1ed9d-5ec8-4584-aa71-5a67db2781ea",
"8be7129a-8b80-41a5-bd1d-9aaef0ae6ca1",
"f458b2c5-4338-4f07-8232-e7029f835d58",
"ef5bc36d-ea99-4246-beea-a7b5a5f866d4"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Taking Off ONE OK ROCK |
Ambitions | 54 | 26 | 2.27 | avoid_name:ONE OK ROCK pop rock, Rock, j-rock |
| 2 | Cry Out ONE OK ROCK |
35xxxv | 55 | 71 | 2.27 | avoid_name:ONE OK ROCK cryyy outttttttttttt will you teeeeeeeeell me now, Rock, the chorus, masterpiece, alternative rock, japanese rock |
| 3 | Clock Strikes ONE OK ROCK |
JINSEI KAKETE BOKU WA | 60 | 30 | 2.30 | avoid_name:ONE OK ROCK rock, post-hardcore, Rock, jrock, words cant explain how epic this is, pop punk |
| 4 | Wherever you are ONE OK ROCK |
Niche Syndrome | 65 | 22 | 3.33 | avoid_name:ONE OK ROCK queria estar morta, stuff i should be able to inject directly into my blood, favorite, wherever you are, fucking awesome, yeah |
| 5 | Deeper Deeper ONE OK ROCK |
JINSEI KAKETE BOKU WA | 52 | 1 | 2.26 | avoid_name:ONE OK ROCK deeper deeper, rock, if this were a pokemon i would catch it, emo, jrock, yeah |
| 6 | Jibun ROCK ONE OK ROCK |
Niche Syndrome | 47 | 21 | 2.23 | avoid_name:ONE OK ROCK Rock |
| 7 | Answer is near ONE OK ROCK |
Zankyō Reference | 45 | 4 | 2.23 | avoid_name:ONE OK ROCK rock, male vocalist, j-rock, one ok rock, japanese |
| 8 | Take What You Want (feat. 5 Seconds of Summer) ONE OK ROCK |
Ambitions | 58 | 18 | 3.29 | avoid_name:ONE OK ROCK Rock, j-rock |
| 9 | Let's take it someday ONE OK ROCK |
Zankyō Reference | 40 | 2 | 2.20 | avoid_name:ONE OK ROCK rock, Rock, visual kei, male vocalist, j-rock, J-Pop |
| 10 | Listen ONE OK ROCK |
Ambitions | 46 | 81 | 2.23 | avoid_name:ONE OK ROCK pop rock, avril lavigne, amazing, pop rock, Rock, rock |
| 11 | Re:make ONE OK ROCK |
Zankyō Reference | 55 | 6 | 3.27 | avoid_name:ONE OK ROCK stuff i should be able to inject directly into my blood, favorite, 2011, i had to change my pants after this song, one ok rock, awesome |
| 12 | C.h.a.o.s.m.y.t.h. ONE OK ROCK |
Zankyō Reference | 53 | 9 | 2.27 | avoid_name:ONE OK ROCK rock, 4star, jrock, Rock, chaos myth, japan |
| 13 | キミシダイ列車 ONE OK ROCK |
Zankyō Reference | 51 | 491 | 2.25 | avoid_name:ONE OK ROCK J-Pop, Rock |
| 14 | Hard To Love ONE OK ROCK |
Ambitions | 45 | 36 | 3.23 | avoid_name:ONE OK ROCK Rock, pop rock |
| 15 | We Are One The Offspring |
Ignition | 29 | 3 | 3.15 | punk, hard rock, karbauhhhhhh, california punk, hardcore, Punk |
| 16 | Where We Came From These Kids Wear Crowns |
Still Having Fun | 23 | 201 | 1.11 | Pop, Rock |
| 17 | Aquela História Strike |
Desvio de Conduta | 46 | 735 | 1.23 | pop, minha cara1, pop punk, pop hardcore, hardcore, rock |
| 18 | No One Like You - Illuminate Album Version David Crowder Band |
Illuminate | 38 | 47 | 3.19 | cross rhythms, worship music, jesus, no one like you, college worship, c-rock |
| 19 | Are We One Crystal Fighters |
Cave Rave | 9 | 10 | 2.04 | Rock, goeiepoep, Dance, rock |
| 20 | Drowning Crazy Town |
darkhorse | 35 | 728 | 2.17 | radioultra, energetic, rock rap, ultra style, alternative rock, rap metal |
Predicted Response
Since you love the big, unifying energy of "We Are," you’ll vibe with "Taking Off" — it’s from the same album, *Ambitions*, and packs that same bold, anthem-ready spirit. It’s all about pushing forward together, just like your favorite song.
Okay, I really do love The Wood Brothers, but I've now heard plenty from them! I'm genuinely trying to discover *new artists* that have that powerful, authentic roots rock and bluesy Americana sound, the kind that's well-loved in the community but not necessar
Open row audit
Likely wrong
The top recommendation is Spirit by The Wood Brothers, but the artist was explicitly rejected; it matches the hard rejected name 'The Wood Brothers'; it repeats something the user was trying to move away from: 'The Wood Brothers'.
From the submitted list, Ever Loved Once by Blitzen Trapper looks better because it avoids the top pick's rule violation; fusion stage already ranked it #634; metadata/tags match: love, rock, americana, not.
Likely cause: compiler/final filtering let a known rejection through.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. Best shown candidate: rank 6. The top recommendation is by The Wood Brothers, which the user explicitly rejected, and several other candidates like Lord Huron's 'Meet Me in the Woods' better match the request for new artists with a gritty, bluesy Americana sound.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #6: Meet Me in the Woods by Lord Huron
The top recommendation is by The Wood Brothers, which the user explicitly rejected, and several other candidates like Lord Huron's 'Meet Me in the Woods' better match the request for new artists with a gritty, bluesy Americana sound.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: misleading
The response acknowledges the user's explicit request to avoid The Wood Brothers but still submits a track by that artist, directly violating the user's stated constraint.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state correctly captures the exclusion of The Wood Brothers and the genre/mood facets, but it includes an overbroad list of rejected artist IDs and an incorrect count of played tracks, which could mislead retrieval. Additionally, the 'new artist' request is not explicitly modeled as a constraint.
missing: The user explicitly asked for 'new artists' and 'no more Wood Brothers for now', but the state does not capture the 'new artist' constraint as a separate facet.; The user requested 'blues-infused' grit, which is slightly different from just 'gritty' and 'bluesy Americana'.
extra/stale: The 'rejected_artist_ids' list contains many IDs that are not justified by the conversation; only The Wood Brothers should be rejected.; The 'played_track_ids' list includes 6 tracks, but only 3 were played in the conversation (Postcards From Hell, The Muse, Sing About It, Never and Always).; The 'anchor_artist_ids' and 'anchor_track_ids' are empty, but the user has expressed strong affinity for The Wood Brothers' style, which could be used as a positive anchor.
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
Can you recommend a few well-regarded roots rock songs that are favorites among fans of the genre, perhaps by artists like The Wood Brothers or The Delta Saints?
Poor Man's Poison -- Poor Mans Poison
Since you're digging that folk vibe, I think you'll really appreciate "Poor Man's Poison" by Poor Mans Poison. It's got a similar raw, storytelling energy that I think fits perfectly with your taste. Give it a listen!
That's a good track and definitely has a folk vibe I like. To get even closer, can you give me some more tracks that are genuinely popular within the Americana and roots rock communities, maybe with a slightly more pronounced rock edge than pure folk? I'm looking for those well-regarded deep cuts.
On the Road Again -- Jack Broadbent
Awesome, glad you connected with that one! How about we keep that raw, acoustic vibe going? I think you'll really dig "On the Road Again" by Jack Broadbent. It's got that bluesy folk feel that I bet will be right up your alley.
Yes, these feel like authentic picks from dedicated fans, exactly what I was hoping for! This selection perfectly captures the vibe of what's appreciated in those specific music communities. Can you give me a few more tracks in a similar vein, maybe by lesser-known artists but still with that strong roots rock and Americana community appeal?
Postcards From Hell -- The Wood Brothers
Awesome! Happy to hear you're into that rootsy vibe. Sticking with that feel, I think you'll really like "Postcards From Hell" by The Wood Brothers. It blends folk and blues with a really cool, easygoing yet edgy feel.
Another excellent pick from The Wood Brothers! That's exactly the kind of rootsy vibe I'm looking for. Can you suggest a few more tracks from other artists who have that similar deep, authentic roots rock sound that resonates with fans, maybe some slightly grittier blues-infused ones?
The Muse -- The Wood Brothers
Awesome, I love that you're digging The Wood Brothers! Since you enjoyed that one so much, I've got another track from them for you – it's called "The Muse." It really leans into that folk and blues sound you've been liking.
Another great one from The Wood Brothers, but I was hoping for some new artists this time to expand my horizons a bit! Can you suggest tracks by other artists who capture that strong roots rock and Americana community appeal, perhaps with a more pronounced blues-infused grit?
Sing About It -- The Wood Brothers
Awesome, I love how much you're connecting with The Wood Brothers! Since you're such a fan, you absolutely have to check out "Sing About It." It's another fantastic folk-blues track from them that I'm sure you'll appreciate.
The Wood Brothers are fantastic, but I've now heard a few from them! I'm really keen to discover some *new artists* that have that authentic, well-regarded roots rock sound, especially those with a strong, gritty blues influence within the Americana community. Let's branch out a bit!
Never and Always -- The Wood Brothers
Fantastic! It's great to hear you're loving The Wood Brothers so much. Let's keep that momentum going with "Never and Always," another soulful track from them that I think you'll really connect with.
Okay, I really do love The Wood Brothers, but I've now heard plenty from them! I'm genuinely trying to discover *new artists* that have that powerful, authentic roots rock and bluesy Americana sound, the kind that's well-loved in the community but not necessarily topping the charts. Please, no more Wood Brothers for now. Who else embodies that gritty, soulful vibe?
State
Current request: New artists with powerful, authentic roots rock and bluesy Americana sound, gritty and soulful, well-loved in the community but not necessarily chart-topping; no more Wood Brothers.
Hard rejected names: The Wood Brothers
Soft avoid names: The Wood Brothers, Poor Mans Poison, Jack Broadbent
Positive terms: okay, really, love, wood, brothers, but, i ve, now, heard, plenty, i m, genuinely, trying, discover, new, artists, powerful, authentic, roots, rock, bluesy, americana, sound, kind, that s, well loved, community, not, necessarily, topping, charts, who, else, embodies, gritty, soulful, vibe, chart topping
{
"exclusions": [
{
"type": "artist",
"facet": null,
"value": "The Wood Brothers",
"scope": "next_turn_hard",
"source_turn": 7,
"evidence_text": "no more Wood Brothers for now"
}
],
"rejections": [
{
"kind": "artist",
"value": "The Wood Brothers",
"scope": "hard",
"source_turn": 7,
"evidence_text": "no more Wood Brothers for now"
}
],
"explicit_rejections": [
{
"kind": "artist",
"value": "The Wood Brothers",
"source_turn": 7
}
],
"facts": [
{
"type": "artist",
"facet": null,
"value": "The Wood Brothers",
"role": "rejected",
"anchor_use": "do_not_use",
"relation": "exclude",
"reuse": "must_exclude",
"source_turn": 7,
"mentioned_current_turn": true,
"evidence_text": "no more Wood Brothers for now"
},
{
"type": "attribute",
"facet": "genre",
"value": "roots rock",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 7,
"mentioned_current_turn": true,
"evidence_text": "roots rock"
},
{
"type": "attribute",
"facet": "genre",
"value": "bluesy Americana",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 7,
"mentioned_current_turn": true,
"evidence_text": "bluesy Americana sound"
},
{
"type": "attribute",
"facet": "sonic",
"value": "gritty",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 7,
"mentioned_current_turn": true,
"evidence_text": "gritty"
},
{
"type": "attribute",
"facet": "mood",
"value": "soulful",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 7,
"mentioned_current_turn": true,
"evidence_text": "soulful vibe"
},
{
"type": "attribute",
"facet": "popularity",
"value": "well-loved in the community but not necessarily topping the charts",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 7,
"mentioned_current_turn": true,
"evidence_text": "well-loved in the community but not necessarily topping the charts"
},
{
"type": "attribute",
"facet": "sonic",
"value": "powerful authentic",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 7,
"mentioned_current_turn": true,
"evidence_text": "powerful, authentic roots rock"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [
"d083024e-3a63-4380-8125-a5f0cb389583",
"59cdeed4-3ffd-4574-a811-5bdce4e29cfd",
"03276cc6-fdb7-4280-a773-451a002cc74d",
"8c0c4f50-e675-49d3-95e9-dcae9a676be7",
"e901afde-2a51-49aa-af57-6d68f22b227d",
"e5446f4b-924b-40f8-8a9f-64078615d9f0",
"3891a89d-d439-4fc0-8f23-7c38748ee390",
"72a29a1e-2780-42cb-a5fc-b0cb9238ccab",
"664a6103-0172-4cf1-a076-5d8938bcb837",
"e810149a-8806-4da9-9e53-0a3b180d2a4b",
"c83f0e2f-f6b4-441c-a2e9-c1962fdb440b",
"5c5130c1-7c55-49db-bd56-f5f2592d0bcc",
"74f41009-5ba8-479c-ae06-cd5c631b33b0",
"b7e67cb3-9faf-4975-9358-f7fb7301e1d6",
"d38fca73-bf52-48a4-b639-ff29408531c6",
"52da6980-1ad2-4e1a-91bb-74eddfa69560",
"a31bce03-e061-4fba-b011-ebe0738757e9",
"f8d33d8c-58d3-4f4b-8fed-b564c5b0f0c9",
"1fd18602-8cf3-4aff-942f-85d504b15e79",
"be507716-83ea-468e-982e-7ef53fec6be8"
],
"rejected_tags": [],
"positive_tags": [
"roots rock",
"bluesy Americana",
"gritty",
"soulful",
"well-loved in the community but not necessarily topping the charts",
"powerful authentic"
],
"played_track_ids": [
"1e52fdac-0bf8-4892-b86a-448084eab5a1",
"b89e34f1-150b-4e3c-aa8e-8c1e5390f1a2",
"36475e05-b9ac-417f-935d-5f493dee2cb7",
"eb5a2e9d-3331-4eb5-ba29-c7fb71486012",
"684c9a88-2685-43bf-aa6e-75b7d0959f00",
"e26a304d-1b37-4135-a539-26caf366ddf0"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Spirit The Wood Brothers |
Ways Not To Lose | 26 | 524 | 3.13 | rejected_artist_id, rejected_name:The Wood Brothers, avoid_name:The Wood Brothers, prior_artist_after_switch:The Wood Brothers natalie merchant, folk, blues -- good dinner background, sunday morning, Blues |
| 2 | I Got Loaded The Wood Brothers |
The Muse | 50 | 137 | 3.25 | rejected_artist_id, rejected_name:The Wood Brothers, avoid_name:The Wood Brothers, prior_artist_after_switch:The Wood Brothers exuberant folk, bluegrass jam, folk, Blues, Singer/Songwriter, Rock |
| 3 | Angel Band The Wood Brothers |
Ways Not To Lose | 22 | 95 | 3.11 | rejected_artist_id, rejected_name:The Wood Brothers, avoid_name:The Wood Brothers, prior_artist_after_switch:The Wood Brothers exuberant folk, folk, let me play your guitar, sunday morning, Blues, choccie |
| 4 | Wastin' My Mind The Wood Brothers |
The Muse | 36 | 43 | 2.18 | rejected_artist_id, rejected_name:The Wood Brothers, avoid_name:The Wood Brothers, prior_artist_after_switch:The Wood Brothers Singer/Songwriter, Folk, Blues |
| 5 | Who the Devil The Wood Brothers |
The Muse | 25 | 19 | 4.12 | rejected_artist_id, rejected_name:The Wood Brothers, avoid_name:The Wood Brothers, prior_artist_after_switch:The Wood Brothers Folk, Blues, Rock |
| 6 | Meet Me in the Woods Lord Huron |
Strange Trails | 67 | 5 | 3.33 | Indie Rock, Rock, Alternative, americana |
| 7 | Funky Guitar Blues Bryce Janey |
Blues In My Soul | 42 | 74 | 1.21 | blues, somewhat popular, mj - my bluez time, blues rock, modern blues rock, modern blues |
| 8 | Vedauwoo Lowland Hum |
Thin | 39 | 81 | 1.20 | Singer/Songwriter, Rock |
| 9 | Deep River Blues Doc Watson |
Doc Watson | 50 | 332 | 4.25 | critically acclaimed song, blues, folk, country, united states folk, less than 30 |
| 10 | Old Time Religion Parker Millsap |
Parker Millsap | 45 | 76 | 1.23 | Singer/Songwriter, Rock |
| 11 | Feathered Indians Tyler Childers |
Purgatory | 83 | 156 | 1.42 | Singer/Songwriter, Rock, Country |
| 12 | When the Levee Breaks (feat. Jean Jacques Milteau) Cary Morin |
Tiny Town | 0 | 141 | 0.00 | Singer/Songwriter, Blues |
| 13 | Searching Blues Manuel Galvin |
American Heritage | 30 | 14 | 0.15 | Jazz, Blues |
| 14 | So Little Time Honeywater |
Wonder | 29 | 1.15 | Rock |
|
| 15 | Dirty No-Gooder's Blues Amina Claudine Myers |
Salutes Bessie Smith | 35 | 45 | 0.17 | blues, fip, Jazz |
| 16 | Too Old to Die Young Brother Dege |
Folk Songs of the American Longhair | 58 | 294 | 3.29 | young, blues, ageing, folk, country, lafayette indie |
| 17 | Roots Remain Mastodon |
Emperor of Sand | 43 | 1 | 1.22 | Metal, roots bloody roots, gorg, sludge metal, progressive metal |
| 18 | Ever Loved Once Blitzen Trapper |
VII | 0 | 634 | 4.00 | fip, radio as i want it, americana, yet another 4, Alternative, southern rock |
| 19 | Damaged Fiction Family |
Fiction Family Reunion [Spotify Exclusive Version] | 0 | 180 | 0.00 | noisetrade, mellow, m favs, Singer/Songwriter, cruise |
| 20 | oil patch town Chris Knight |
A Pretty Good Guy | 33 | 341 | 3.17 | nowhere town, country, alt-country, americana, Country, kevsfavs |
Predicted Response
I know you're looking to move beyond The Wood Brothers, and while "Spirit" has that soulful, rootsy feel you like, it’s by the artist you’ve specifically asked to avoid. Let me find something with that same gritty authenticity but from a fresh voice in the scene.
Urethane" is a classic! Thanks for that. So 'The Action Is Go' has that raw energy and heavy riffs. Can you tell me more about what specific themes Fu Manchu explores on that album, or any particular musical elements that make it distinct from their other work
Open row audit
Recommendation fit: bad fit
The user explicitly asks for information about the musical style and themes of the album 'The Action Is Go', not for a song recommendation. None of the candidates answer that informational request.
The audit did not find a clearly better clean alternative in the inspected list/pool.
Likely cause: no specific pipeline gap was identified.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. No valid submitted track was identified. The user explicitly asks for information about the musical style and themes of the album 'The Action Is Go', not for a song recommendation. None of the candidates answer that informational request.
Recommendation Fit
no valid submitted recommendation: No valid submitted track
The user explicitly asks for information about the musical style and themes of the album 'The Action Is Go', not for a song recommendation. None of the candidates answer that informational request.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response directly addresses the user's repeated request for details about 'The Action Is Go' by grounding the explanation in the submitted track 'Saturn III', describing its fuzz-drenched groove, psychedelic riffing, and desert-at-midnight theme, which is coherent, personalized, and avoids generic prose.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state correctly captures the user's current request for themes and distinct musical elements of the album 'The Action Is Go' by Fu Manchu, with no missing constraints or stale entities.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
Can you identify a Fu Manchu album with a cover that shows a person on a skateboard mid-air in a skate park?
Evil Eye -- Fu Manchu
How about "Evil Eye"? It's another absolute banger from Fu Manchu with some seriously heavy riffs and that classic stoner rock punch you're after. You'll probably recognise this one if you're a fan!
Yes, Evil Eye is great! 'The Action Is Go' album by Fu Manchu is the one I was thinking of. Thanks! Now that we've found it, can you tell me more about the musical style or themes of 'The Action Is Go'?
King Of The Road -- Fu Manchu
Nice one! Glad you're digging those classic vibes. Since you're keen on *King Of The Road*, you absolutely have to blast the title track, "King Of The Road." It's pure, unadulterated Fu Manchu – heavy, driving, and a total anthem for any stoner rock fan.
King Of The Road" is a killer track, love that album too! But actually, I was hoping to hear more about the *musical style and themes* of 'The Action Is Go' – the album we just identified. What makes that one stand out musically?
Blue Tile Fever -- Fu Manchu
Wicked, glad that hit the spot! Sticking with *King Of The Road*, you absolutely have to check out "Blue Tile Fever." It's got that undeniable Fu Manchu groove and, of course, plenty of cowbell. Proper stoner rock at its finest!
Blue Tile Fever" is a solid track, but I'm really keen to understand the musical style and themes of 'The Action Is Go'. Can you give me some details on that album specifically?
Urethane -- Fu Manchu
Awesome! Glad to hear you're loving the raw energy. To keep that pedal-to-the-metal vibe going, you absolutely have to crank up "Urethane." It's another cracker with those heavy, driving riffs and a proper stoner rock groove that'll get your head nodding.
Urethane" is a classic! Thanks for that. So 'The Action Is Go' has that raw energy and heavy riffs. Can you tell me more about what specific themes Fu Manchu explores on that album, or any particular musical elements that make it distinct from their other work?
State
Current request: Musical themes and distinct elements of Fu Manchu's album 'The Action Is Go'.
Hard rejected names:
Soft avoid names:
Positive terms: urethane, classic, thanks, action, has, raw, energy, heavy, riffs, tell, about, what, specific, themes, manchu, explores, album, any, particular, musical, elements, make, distinct, their, other, work, manchu s
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "album",
"facet": null,
"value": "The Action Is Go",
"role": "current_target",
"anchor_use": "must_use",
"relation": "exact_target",
"reuse": "must_reuse",
"source_turn": 5,
"mentioned_current_turn": true,
"evidence_text": "album 'The Action Is Go'"
},
{
"type": "artist",
"facet": null,
"value": "Fu Manchu",
"role": "current_target",
"anchor_use": "must_use",
"relation": "exact_target",
"reuse": "must_reuse",
"source_turn": 5,
"mentioned_current_turn": true,
"evidence_text": "Fu Manchu"
},
{
"type": "attribute",
"facet": "lyrical_theme",
"value": "themes",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 5,
"mentioned_current_turn": true,
"evidence_text": "themes Fu Manchu explores on that album"
},
{
"type": "attribute",
"facet": "sonic",
"value": "distinct musical elements",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 5,
"mentioned_current_turn": true,
"evidence_text": "musical elements that make it distinct"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [
"Fu Manchu"
],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"themes",
"distinct musical elements"
],
"played_track_ids": [
"fade54a7-aa8c-42ae-b21b-b39e347f4228",
"961d3531-d6c0-4fde-a3e4-2fc1e6889ea4",
"f3b090f1-40d5-464b-90da-591a9515b524",
"d802fa0d-d5b5-420b-bfc3-2b851eff6e00"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Saturn III Fu Manchu |
The Action Is Go | 25 | 1 | 4.12 | hard rock, heavy, bass, psychedelic rock, donkey rock, Metal |
| 2 | Godzilla Fu Manchu |
Godzilla's / Eatin' Dust | 46 | 2 | 5.23 | phat, hard rock, heavy, rock stoner, blue oyster cult cover, usa |
| 3 | Goin' Down On It - album/edited version Hot Action Cop |
BBQ Rock | 47 | 9 | 2.23 | rock, soundtrack, good music to skateboarding, alternative rock, Alternative, alternative |
| 4 | Why Judy - album/edited version Hot Action Cop |
Hot Action Cop (Amended Version) | 21 | 7 | 2.10 | rapcore, Metal, rock, chilling, alternative rock, funk metal |
| 5 | Theme From Shaft - Album - Remastered Isaac Hayes |
Shaft | 59 | 6 | 2.29 | blues, best original song oscar winner, blaxploitation, shaft, loved, top gear |
| 6 | Clint Eastwood Gorillaz |
Gorillaz | 75 | 865 | 0.38 | experimental, alternative rock, rock, downtempo, indie rock, Alternative |
| 7 | Go Film Covenant |
Europa | 13 | 11 | 1.06 | dark, songs haunted by choirs, olde fave, heavy, ebm, Dance |
| 8 | Calmness Rain Sound Rain Sound Studio |
Rain Sounds For Sleeping | 49 | 57 | 1.25 | Others |
| 9 | Calling Muni Yogi |
Winds of Haryana | 36 | 53 | 1.18 | Others |
| 10 | Action Cat Gerard Way |
Action Cat | 46 | 4 | 1.23 | gerard way, alternative rock, american, rock, 2014, punk rock |
| 11 | Actin Crazy Action Bronson |
Actin Crazy | 58 | 297 | 1.29 | 2015, Hip-Hop/Rap, hip hop, action bronson, hip-hop, rap |
| 12 | Manhã Azimuth |
Azimüth | 38 | 130 | 0.19 | Jazz, Rock, R&B/Soul |
| 13 | Gunman Orden Ogan |
Gunman | 53 | 767 | 0.27 | Metal, Rock, progressive metal, german, metal, melodic metal |
| 14 | Green Machine Kyuss |
Blues For The Red Sun | 55 | 305 | 1.27 | hard rock, heavy, 1990s, stone rock, alternative rock, 90s |
| 15 | Smooth Sea Sound The Sound Designers |
Ocean Waves | 47 | 63 | 1.24 | Others |
| 16 | Chefe É Chefe Né Pai DENNIS |
Na Farra | 42 | 39 | 1.21 | Others |
| 17 | Absolutego Boris |
Absolutego | 0 | 117 | 2.00 | experimental, a fucking hour long, trance, easy listening, soul, sludge |
| 18 | Sacrimony (Angel of Afterlife) [feat. Elize Ryd & Alissa White-Gluz] Kamelot |
Silverthorn | 47 | 1.24 | alissa white-gluz, progressive metal, metal, power metal, symphonic metal, elize ryd |
|
| 19 | Bonzai Action Bronson |
Blue Chips 7000 | 53 | 553 | 2.27 | Others |
| 20 | Go The Chemical Brothers |
Born In The Echoes | 59 | 27 | 1.29 | ost, dancing in my underwear, man! i love this song, 2-19-19, house, 2015 |
Predicted Response
Perfect — "Saturn III" from *The Action Is Go* is a deep cut that really captures the album’s signature vibe: that heavy, fuzz-drenched groove and hypnotic, stoner-rock swagger. It’s got that classic Fu Manchu blend of psychedelic riffing and relentless bass, all wrapped in a theme that feels like a low-fi sci-fi ride through a desert at midnight.
Yes, "Fire By Night" is exactly what I was hoping for! The contemplative lyrics and the beautiful acoustic feel really resonate. These songs perfectly capture that reflective and hopeful folk sound for personal growth. I'm very satisfied with this selection! C
Open row audit
Recommendation fit: bad fit
The user explicitly asked for a different artist, but the top recommendation is by Simon & Garfunkel, which is not in the soulful Americana folk vein and does not match the requested warm acoustic sound. Candidate 7 (Colors by Amos Lee) is a better fit as it is soulful, folk, and from a different artist.
From the submitted list, Shadows Of My Name by Emma Ruth Rundle looks better because fusion stage already ranked it #467; catalog popularity is 19; metadata/tags match: what, was, acoustic, folk.
Likely cause: state extraction/structuring missed the user constraint.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. Best shown candidate: rank 7. The user explicitly asked for a different artist, but the top recommendation is by Simon & Garfunkel, which is not in the soulful Americana folk vein and does not match the requested warm acoustic sound. Candidate 7 (Colors by Amos Lee) is a better fit as it is soulful, folk, and from a different artist.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #7: Colors by Amos Lee
The user explicitly asked for a different artist, but the top recommendation is by Simon & Garfunkel, which is not in the soulful Americana folk vein and does not match the requested warm acoustic sound. Candidate 7 (Colors by Amos Lee) is a better fit as it is soulful, folk, and from a different artist.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response clearly references the submitted acoustic version of 'The Sounds of Silence', explains how its intimate warmth and gentle strength match the user's request for quiet, soulful folk reflection, and stays coherent with the conversation's theme of personal growth and hope.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state correctly identifies the pivot to a new artist and captures key facets like genre and mood, but it fails to explicitly exclude Josh Garrels as the artist to avoid, and it carries over stale facts from previous turns that are not relevant to the current request, which could mislead retrieval.
missing: User requested a different artist, but the state does not explicitly mark that the new artist should not be Josh Garrels; The user's request for 'quiet strength' is captured, but the broader theme of 'personal growth' from the conversation goal is not reflected in the state
extra/stale: The fact for 'Million Miles' is marked as 'satisfied_prior' but it was mentioned in turn 2, not the current turn, and is not needed for the current request; The fact for 'inner peace' and 'resilience' from turn 2 are carried over as current_target, but the user's current request focuses on 'quiet strength' and does not explicitly repeat those themes
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm looking for songs that combine reflective lyrics about faith or a personal journey with a warm, acoustic folk sound, something to inspire hope during introspective moments.
Million Miles -- Josh Garrels
How about "Million Miles"? It's got that same introspective, indie folk vibe that I think really aligns with your taste for Americana. Give it a listen and tell me what you think.
Yes, "Million Miles" is a good fit. I appreciate the continuation with Josh Garrels. The introspective and soulful acoustic feel is definitely what I'm looking for. Can you recommend another track with a similar deeply reflective and hopeful tone, perhaps focusing more on themes of inner peace or resilience, maintaining that warm, acoustic folk sound?
Fire By Night -- Josh Garrels
Awesome, I'm glad we're hitting the mark with Josh Garrels! How about "Fire By Night" next? It keeps that thoughtful, folk-infused singer/songwriter feel, which I reckon you'll find quite comforting. Let me know what you think!
Yes, "Fire By Night" is exactly what I was hoping for! The contemplative lyrics and the beautiful acoustic feel really resonate. These songs perfectly capture that reflective and hopeful folk sound for personal growth. I'm very satisfied with this selection! Can you recommend another track that evokes a similar feeling of quiet strength, perhaps from a different artist but still in that soulful Americana folk vein?
State
Current request: Another track from a different artist in the soulful Americana folk vein, with a similar feeling of quiet strength, reflective and hopeful tone, warm acoustic sound.
Hard rejected names:
Soft avoid names: Josh Garrels, Million Miles, Fire By Night
Positive terms: yes, fire, night, exactly, what, was, hoping, contemplative, lyrics, beautiful, acoustic, feel, really, resonate, these, perfectly, capture, reflective, hopeful, folk, sound, personal, growth, i m, very, satisfied, selection, recommend, another, evokes, similar, feeling, quiet, strength, perhaps, different, artist, but, still, soulful
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "artist",
"facet": null,
"value": "Josh Garrels",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "from a different artist"
},
{
"type": "track",
"facet": null,
"value": "Million Miles",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 2,
"mentioned_current_turn": false,
"evidence_text": "good fit"
},
{
"type": "track",
"facet": null,
"value": "Fire By Night",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "exactly what I was hoping for"
},
{
"type": "attribute",
"facet": "genre",
"value": "soulful Americana folk",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "soulful Americana folk vein"
},
{
"type": "attribute",
"facet": "sonic",
"value": "warm acoustic folk",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "warm, acoustic folk sound"
},
{
"type": "attribute",
"facet": "mood",
"value": "reflective and hopeful",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "reflective and hopeful tone"
},
{
"type": "attribute",
"facet": "mood",
"value": "quiet strength",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "quiet strength"
},
{
"type": "attribute",
"facet": "lyrical_theme",
"value": "inner peace",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": false,
"evidence_text": "inner peace or resilience"
},
{
"type": "attribute",
"facet": "lyrical_theme",
"value": "resilience",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": false,
"evidence_text": "inner peace or resilience"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"soulful Americana folk",
"warm acoustic folk",
"reflective and hopeful",
"quiet strength",
"inner peace",
"resilience"
],
"played_track_ids": [
"4ac9a3d8-4d35-4024-9a2b-8369de1bf18f",
"3908be19-2209-4fb5-b5a8-ea7dddaf01c2"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | The Sounds of Silence - Acoustic Version Simon & Garfunkel |
Wednesday Morning, 3 A.M. | 74 | 8 | 3.37 | rumpel oldies, folk, rumpel 60s, folk rock, Singer/Songwriter, Pop |
| 2 | Born Again Josh Garrels |
Home | 2 | 1 | 1.01 | avoid_name:Josh Garrels, prior_artist_after_switch:Josh Garrels Folk |
| 3 | A Far-Off Hope Josh Garrels |
Love & War & The Sea In Between | 0 | 4 | 0.00 | avoid_name:Josh Garrels, prior_artist_after_switch:Josh Garrels Singer/Songwriter, Electronic, relevant magazine, rock |
| 4 | White Owl Josh Garrels |
Love & War & The Sea In Between | 0 | 3 | 2.00 | avoid_name:Josh Garrels, prior_artist_after_switch:Josh Garrels songsof2011, fucking awesome, Folk, lobpreis, like, download tonight |
| 5 | 29 - Acoustic Run River North |
Superstition EP | 0 | 59 | 1.00 | Alternative |
| 6 | Maybe? Green Carnation |
The Acoustic Verses | 0 | 90 | 5.00 | beautiful, my prog rock favs, muse, yazi, alternative rock, progressive metal |
| 7 | Colors Amos Lee |
Amos Lee | 60 | 28 | 5.30 | folk, sleep, accoustic, contemporary folk, easy listening, soul |
| 8 | Genesis Jorma Kaukonen |
Quah | 39 | 49 | 2.19 | blues, folk, warms thy heart, radioparadise, lauf, fabulous listening music |
| 9 | Farther Along Josh Garrels |
Love & War & The Sea In Between | 4 | 2 | 1.02 | avoid_name:Josh Garrels, prior_artist_after_switch:Josh Garrels rock, exuberant folk, Folk, christian, alt-country, like |
| 10 | Feelin' Good Again Robert Earl Keen |
Walking Distance | 51 | 94 | 8.26 | smooth rock, chaser i, texas, i wish i wrote that one, favorite, folk |
| 11 | Fast Car Tracy Chapman |
Tracy Chapman | 83 | 412 | 9.41 | rolling stones top 500 songs of all time, folk, acoustic guitar riffs, classics, acoustic rhythm guitars, contemporary folk |
| 12 | Moving in Slow Motion The Sweet Remains |
Laurel & Sunset | 48 | 50 | 1.24 | struggle, push forward, strength, moving on, mellow, worn |
| 13 | Feel Alright Steve Earle |
I Feel Alright | 50 | 30 | 4.25 | tv shows, streamable track wants, montage, seminal, loved, country |
| 14 | Shadows Of My Name Emma Ruth Rundle |
Some Heavy Ocean | 19 | 467 | 4.09 | :3star, american, folk, songsthatmademestopwhatiwasdoing, female vocalists, Singer/Songwriter |
| 15 | Vagabond Caamp |
Caamp | 1 | 212 | 1.00 | Singer/Songwriter, Folk, Alternative |
| 16 | Hallelujah Ryan Bingham |
Junky Star (International Version) | 62 | 125 | 0.31 | americana, Country, alt-country, singer-songwriter, Singer/Songwriter, Rock |
| 17 | You Are the Best Thing Ray LaMontagne |
You Are the Best Thing | 72 | 8.36 | love the lyrics, carefree, folk, alternative rock, soul, lovers |
|
| 18 | Emmylou - Spotify Sessions First Aid Kit |
Spotify Sessions | 45 | 82 | 0.23 | Alternative |
| 19 | Ease Back Amos Lee |
Last Days At The Lodge | 16 | 13 | 2.08 | voices that i love, relaxing, folk, like, 00s, easy listening |
| 20 | Rise Josh Garrels |
Love & War & The Sea In Between | 0 | 7 | 0.00 | avoid_name:Josh Garrels, prior_artist_after_switch:Josh Garrels Electronic, songsof2011, alternative rock, Singer/Songwriter, relevant magazine |
Predicted Response
You’re in the mood for that quiet, soulful folk reflection—this acoustic version of *The Sounds of Silence* brings the same kind of intimate warmth and gentle strength you’re drawn to. It’s a timeless piece of thoughtful storytelling, where the hush of the guitar meets lyrics that hold both longing and quiet hope, just like your journey.
Yes, this selection perfectly captures that nostalgic, energetic road trip feeling! Thank you. The Bouncing Souls are awesome and this track is exactly what I was looking for. Can you give me a few more tracks with a similar vibe – energetic, catchy punk with
Open row audit
Likely wrong
The top recommendation is True Believers by The Bouncing Souls, but it repeats something the user was trying to move away from: 'The Bouncing Souls'.
From the submitted list, Wasting Time (Eternal Summer) by Four Year Strong looks better because it avoids the top pick's rule violation; fusion stage already ranked it #11; catalog popularity is 46; metadata/tags match: energetic, was, catchy, punk.
Likely cause: final ordering placed a weaker/invalid item over clean candidates.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): weak fit. Best shown candidate: rank 3. The user explicitly thanked for The Bouncing Souls and asked for more tracks with a similar vibe, but the top recommendation is another Bouncing Souls song, which violates the soft avoid flag for that band. A better choice would be 'Right Now' by SR-71, which is energetic, catchy, and tagged with nostalgia and singalong, fitting the request without repeating the same band.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #3: Right Now by SR-71
The user explicitly thanked for The Bouncing Souls and asked for more tracks with a similar vibe, but the top recommendation is another Bouncing Souls song, which violates the soft avoid flag for that band. A better choice would be 'Right Now' by SR-71, which is energetic, catchy, and tagged with nostalgia and singalong, fitting the request without repeating the same band.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · weak fitResponse Quality
response quality: clear
The response clearly references the submitted track, explains why it fits the user's request for energetic, nostalgic punk with a singalong chorus, and stays coherent with the conversation history.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state correctly extracts the user's current attributes (energetic, catchy punk, good-time nostalgia, singalong choruses) but fails to capture the critical 'more like this' intent anchored to The Bouncing Souls' 'Hopeless Romantic', and includes stale references to Defiance, Ohio that could misdirect retrieval.
missing: The user explicitly wants 'a few more tracks with a similar vibe' to 'Hopeless Romantic' by The Bouncing Souls, but the state does not capture this anchor track or artist as a positive example for similarity.; The user's request for 'energetic, catchy punk with that sense of good-time nostalgia and singalong choruses' is partially captured, but the facet 'sonic' for 'singalong choruses' is imprecise; it should be 'lyrical' or 'vocal style'.; The state does not reflect the user's explicit satisfaction with 'Hopeless Romantic' and the request for more tracks 'with a similar vibe', which implies a 'more like this' or 'similar to' retrieval intent.
extra/stale: The 'Defiance, Ohio' artist is marked as 'satisfied_prior' with 'avoid_exact' reuse, but the user has moved on and is now focused on The Bouncing Souls; this may be unnecessary or could cause confusion.; The 'played_track_ids' include three tracks, but only the last one ('Hopeless Romantic') is relevant to the current request; the first two are from Defiance, Ohio and are no longer needed.
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm looking for some energetic punk songs that evoke a feeling of nostalgia for good times, something I can blast on a drive.
Lambs at the Slaughter -- Defiance, Ohio
How about "Lambs at the Slaughter"? It's got that same acoustic, folk-punk feel with a bit of a fierce edge.
This is a great track and I appreciate the Defiance, Ohio pick, but it's still a bit more on the thoughtful, acoustic side. Can you suggest some punk that's more overtly upbeat and energetic, like something with a really strong singalong chorus or even some gang vocals, that still carries that feeling of nostalgic good times?
Letter Home -- Defiance, Ohio
Totally get it, Defiance, Ohio is great! Let's keep the good times rolling with "Letter Home." It's another solid folk punk jam from them that I think you'll really connect with.
Okay, I really appreciate the Defiance, Ohio suggestions – they're one of my favorite bands! But I think we're still missing the mark on the *energetic* and *upbeat good times* for a road trip. I'm looking for something more like melodic punk or pop-punk, with a driving beat, catchy choruses, and maybe even gang vocals that evoke that nostalgic, fun summer vibe, rather than the more reflective folk-punk. Can you try for that?
Hopeless Romantic -- The Bouncing Souls
Okay, since you're really enjoying that Defiance, Ohio vibe, how about we try something a little more classic punk rock? I think you'll dig "Hopeless Romantic" by The Bouncing Souls. It's got that energetic, honest punk feel that's super catchy. Give it a listen!
Yes, this selection perfectly captures that nostalgic, energetic road trip feeling! Thank you. The Bouncing Souls are awesome and this track is exactly what I was looking for. Can you give me a few more tracks with a similar vibe – energetic, catchy punk with that sense of good-time nostalgia and singalong choruses?
State
Current request: More energetic, catchy punk tracks with good-time nostalgia and singalong choruses, similar to The Bouncing Souls.
Hard rejected names:
Soft avoid names: Defiance, Ohio, The Bouncing Souls
Positive terms: yes, selection, perfectly, captures, nostalgic, energetic, road, trip, feeling, thank, bouncing, souls, awesome, exactly, what, was, looking, few, similar, vibe, catchy, punk, sense, good time, nostalgia, singalong, choruses
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "artist",
"facet": null,
"value": "Defiance, Ohio",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 4,
"mentioned_current_turn": true,
"evidence_text": "Defiance, Ohio suggestions"
},
{
"type": "artist",
"facet": null,
"value": "The Bouncing Souls",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 4,
"mentioned_current_turn": true,
"evidence_text": "The Bouncing Souls are awesome"
},
{
"type": "attribute",
"facet": "energy",
"value": "energetic",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 4,
"mentioned_current_turn": true,
"evidence_text": "energetic"
},
{
"type": "attribute",
"facet": "genre",
"value": "catchy punk",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 4,
"mentioned_current_turn": true,
"evidence_text": "catchy punk"
},
{
"type": "attribute",
"facet": "mood",
"value": "good-time nostalgia",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 4,
"mentioned_current_turn": true,
"evidence_text": "good-time nostalgia"
},
{
"type": "attribute",
"facet": "sonic",
"value": "singalong choruses",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 4,
"mentioned_current_turn": true,
"evidence_text": "singalong choruses"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"energetic",
"catchy punk",
"good-time nostalgia",
"singalong choruses"
],
"played_track_ids": [
"61bff533-8fa5-46dd-934d-f2f4e2925c20",
"10a4eb6f-2914-4798-bdef-14360ae154d7",
"aaa5f9c0-97bf-4e22-8184-58787750f5b9"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | True Believers The Bouncing Souls |
How I Spent My Summer Vacation | 52 | 1 | 5.26 | avoid_name:The Bouncing Souls snow, good day, Punk, dirty electric guitar riffs, a vocal-centric aesthetic, punk rocks |
| 2 | Ole The Bouncing Souls |
Hopeless Romantic | 41 | 2 | 3.21 | avoid_name:The Bouncing Souls punk, devils, cover, montreal canadiens, canadiens, 90s |
| 3 | Right Now SR-71 |
Now You See Inside | 62 | 78 | 5.31 | a dynamic male vocalist, karaoke, sr-71, alternative rock, sing along with me, easy listening |
| 4 | If The Kids Are United Sham 69 |
If The Kids Are United: The Best Of | 0 | 13 | 5.00 | Punk, energetic, political, hersham, punkrock, oi punk |
| 5 | Linoleum NOFX |
Punk In Drublic | 60 | 3 | 3.30 | Punk, energetic, songs i can play, hardcore punk, political, alternative rock |
| 6 | Wasting Time (Eternal Summer) Four Year Strong |
Enemy Of The World | 46 | 11 | 5.23 | punk, pop punk, hardcore, energetic, hardcore punk, energiaaa |
| 7 | The Future Freaks Me Out Motion City Soundtrack |
I Am The Movie | 52 | 31 | 4.26 | Punk, energetic, nifty, prog rock, modern rock, alternative rock |
| 8 | American Idiot Green Day |
American Idiot | 85 | 5.42 | energetic, songs i can play, loved, political, 2004, modern rock |
|
| 9 | Basket Case Green Day |
Dookie (U.S. Version) | 84 | 775 | 3.42 | punk, pop punk, hard rock, Punk, 1990s, favorite |
| 10 | Our Time The Suicide Machines |
Destruction By Definition | 28 | 4 | 2.14 | punk, ska punk, ska, Reggae, nostalgia, laxcore |
| 11 | Flavor Of The Weak American Hi-Fi |
American Hi-Fi | 3 | 48 | 4.01 | Punk, a dynamic male vocalist, energetic, loved, alternative rock, rockpop |
| 12 | Lori Meyers NOFX |
Punk In Drublic | 48 | 19 | 4.24 | energetic, hardcore punk, political, one of the best songs ever for me, alternative rock, soul |
| 13 | When I Come Around Green Day |
Dookie (U.S. Version) | 80 | 464 | 5.40 | Punk, energetic, loved, alternative rock, punkrock, english |
| 14 | Fear And Loathing On Long Island Latterman |
No Matter Where We Go..! | 29 | 8 | 3.15 | punk, favorite songs, pop punk, Punk, energetic, soundtrack to my life |
| 15 | Good Good Things Descendents |
I Don't Want To Grow Up | 49 | 9 | 2.25 | i love singing along, punk, pop punk, Punk, 80s hardcore, 80s punk |
| 16 | Bro Hymn - 2005 Remaster Pennywise |
Pennywise | 60 | 349 | 2.30 | Punk, hardcore punk, political, alternative rock, tribute, punk rocks |
| 17 | Punk Out The Suicide Machines |
Destruction By Definition | 26 | 7 | 1.13 | punk, ska-core, Alternative, the suicide machines, Rock, Reggae |
| 18 | Punk Rock Princess Something Corporate |
Leaving Through The Window | 55 | 6 | 8.28 | Punk, loved, good rock, alternative rock, essentials, english |
| 19 | Sugar, We're Goin Down Fall Out Boy |
From Under The Cork Tree | 80 | 457 | 1.40 | punk, rock, Electronic, special, Alternative, Pop |
| 20 | Wake Me Up When September Ends Green Day |
American Idiot (Regular Edition) | 80 | 566 | 5.40 | rock ballad, energetic, 2004, alternative rock, bittersweet, epic |
Predicted Response
You’re in the mood for that high-energy, nostalgic punk feel — and "True Believers" by The Bouncing Souls is a perfect fit. It's got that classic Jersey punk drive, a singalong chorus that hits just right, and a raw, clean guitar sound that feels like a sun-soaked summer day on the boardwalk.
Great start! Now, can you focus on tracks that build tension with deep synth pads and arpeggiated melodies, similar to 'Danger Danger' or 'Abilities'?
Open row audit
Recommendation fit: strong fit
Candidate 1, '6.24' by Danger, is a dark electronic track from a video game soundtrack that builds tension with deep synth pads and arpeggiated melodies, directly matching the user's request for tracks similar to 'Danger Danger' or 'Abilities' in the dark ambient early 80s sci-fi style.
The audit did not find a clearly better clean alternative in the inspected list/pool.
Likely cause: no specific pipeline gap was identified.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): strong fit. Best shown candidate: rank 1. Candidate 1, '6.24' by Danger, is a dark electronic track from a video game soundtrack that builds tension with deep synth pads and arpeggiated melodies, directly matching the user's request for tracks similar to 'Danger Danger' or 'Abilities' in the dark ambient early 80s sci-fi style.
Recommendation Fit
accepted submitted rank #1: 6.24 by Danger
Candidate 1, '6.24' by Danger, is a dark electronic track from a video game soundtrack that builds tension with deep synth pads and arpeggiated melodies, directly matching the user's request for tracks similar to 'Danger Danger' or 'Abilities' in the dark ambient early 80s sci-fi style.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · strong fitResponse Quality
response quality: clear
The response clearly references the submitted track '6.24' by Danger, explains how its deep synth pads and arpeggiated melodies match the user's request for tension-building tracks, and connects it to the desired 80s sci-fi aesthetic without any unsupported claims or contradictions.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state accurately captures the user's request for tension-building tracks with deep synth pads and arpeggiated melodies, references the two example tracks appropriately, and carries forward relevant prior constraints without introducing contradictions or stale entities.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
Can you find me electronic soundtracks that evoke the dark, ambient tones of early 80s sci-fi, similar to what Kyle Dixon and Michael Stein produced for Stranger Things?
Abilities -- Kyle Dixon
Sticking with that Stranger Things vibe and Kyle Dixon & Michael Stein, how about "Abilities"? It's got that same atmospheric, electronic feel you seem to be into.
Great start! Now, can you focus on tracks that build tension with deep synth pads and arpeggiated melodies, similar to 'Danger Danger' or 'Abilities'?
State
Current request: Tracks that build tension with deep synth pads and arpeggiated melodies, similar to 'Danger Danger' or 'Abilities', in the dark ambient early 80s sci-fi style.
Hard rejected names:
Soft avoid names: Abilities, Kyle Dixon, Michael Stein
Positive terms: great, start, now, focus, build, tension, deep, synth, pads, arpeggiated, melodies, similar, danger, abilities, dark, ambient, early, 80s, sci fi, style, electronic, soundtrack
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "track",
"facet": null,
"value": "Abilities",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "style_reference",
"reuse": "may_reuse",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "similar to 'Abilities'"
},
{
"type": "track",
"facet": null,
"value": "Danger Danger",
"role": "current_target",
"anchor_use": "partial_anchor",
"relation": "style_reference",
"reuse": "may_reuse",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "similar to 'Danger Danger'"
},
{
"type": "artist",
"facet": null,
"value": "Kyle Dixon",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "style_reference",
"reuse": "may_reuse",
"source_turn": 1,
"mentioned_current_turn": false,
"evidence_text": "Kyle Dixon"
},
{
"type": "artist",
"facet": null,
"value": "Michael Stein",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "style_reference",
"reuse": "may_reuse",
"source_turn": 1,
"mentioned_current_turn": false,
"evidence_text": "Michael Stein"
},
{
"type": "attribute",
"facet": "genre",
"value": "electronic soundtrack",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": false,
"evidence_text": "electronic soundtracks"
},
{
"type": "attribute",
"facet": "sonic",
"value": "dark ambient",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": false,
"evidence_text": "dark, ambient tones"
},
{
"type": "attribute",
"facet": "era",
"value": "early 80s sci-fi",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": false,
"evidence_text": "early 80s sci-fi"
},
{
"type": "attribute",
"facet": "sonic",
"value": "deep synth pads",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "deep synth pads"
},
{
"type": "attribute",
"facet": "sonic",
"value": "arpeggiated melodies",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "arpeggiated melodies"
},
{
"type": "attribute",
"facet": "mood",
"value": "tension",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "build tension"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"electronic soundtrack",
"dark ambient",
"early 80s sci-fi",
"deep synth pads",
"arpeggiated melodies",
"tension"
],
"played_track_ids": [
"44c48e75-a540-4ae4-866e-b032bec8ffed"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | 6.24 Danger |
Furi (Original Game Soundtrack) | 46 | 39 | 6.23 | dark, electronic, ost, Electronic, instrumental, Soundtracks |
| 2 | Hungry Like The Wolf - 2009 Remastered Version Duran Duran |
Rio [Collector's Edition] | 75 | 122 | 5.38 | guilty pleasures, faves, Dance, great song, loved, wolf |
| 3 | Here Comes the Rain Again - Remastered Version Eurythmics |
Touch | 68 | 147 | 4.34 | dark, beautiful, newzenithspectrum, female, loved, rain |
| 4 | Anything You Synthesize - Ambient The American Dollar |
Ambient One | 46 | 8 | 4.23 | ambient, Electronic, playfor elke83, Ambient, dark ambient, Rock |
| 5 | Deep Blue Day - 2005 Digital Remaster Brian Eno |
Apollo | 53 | 18 | 5.26 | experimental, sleep, minimal, glam, meditate, british i like |
| 6 | Signals - 2005 Digital Remaster Brian Eno |
Apollo | 49 | 225 | 4.25 | beautiful, ambient fantastique, sleep, dark ambient, deep, ambient |
| 7 | Blade Runner Blues Vangelis |
Blade Runner (Music From The Original Soundtrack) | 52 | 23 | 5.26 | classic horror, rainy day, all time hits, ambient, sci-fi, touchmonkey |
| 8 | Girls Just Want to Have Fun Cyndi Lauper |
She's So Unusual | 84 | 56 | 3.42 | guilty pleasures, female, energetic, girls just wanna have fun, Pop, oldies |
| 9 | The Chauffeur - 2009 Remastered Version Duran Duran |
Rio [Collector's Edition] | 57 | 77 | 5.29 | loved, alternative rock, poetry, soul, glam, hypnotic |
| 10 | Save A Prayer - 2009 Remastered Version Duran Duran |
Rio [Collector's Edition] | 68 | 203 | 4.34 | beautiful, save a prayer, poprock, alternative rock, Pop, amazing |
| 11 | Forever Young Alphaville |
Forever Young | 85 | 37 | 4.42 | beautiful, Pop, romantic, 80s, sad, disco |
| 12 | Love Action (I Believe In Love) The Human League |
Dare! | 55 | 6.28 | duck dich wolkewolke, Alternative, favorites, synthpop, electric, the human league |
|
| 13 | Take On Me a-ha |
Hunting High And Low | 88 | 41 | 3.44 | guilty pleasures, aha, a-ha, favorite, alternative rock, oldies |
| 14 | Enola Gay - 2003 - Remaster Orchestral Manoeuvres In The Dark |
Organisation | 70 | 105 | 4.35 | loved, orchestral manoeuvres in the dark, Pop, oldies, 80s, favourites |
| 15 | Inhaler Craig Armstrong |
As If To Nothing | 15 | 233 | 5.08 | strings - organs rubber wind, beautiful sad, experimental, electronic sounds, top gear, moody |
| 16 | A1 Darkside |
Darkside | 0 | 158 | 3.00 | experimental, darkside, minimal, microhouse, 2011, ccut |
| 17 | Crash Dive On Mingo City Queen |
Flash Gordon (Deluxe Edition 2011 Remaster) | 17 | 67 | 5.08 | will, hard rock, soundtrack movie, max rebo band, 80s, george lucas |
| 18 | So In Love Orchestral Manoeuvres In The Dark |
Crush | 61 | 212 | 5.30 | eclectonia, oldies, so in love, spring, goodbye, english |
| 19 | Frozen Lycia |
Cold | 20 | 241 | 6.10 | dark, Dance, sear me, no ambient, winter, ethereal |
| 20 | The Sun Always Shines On T.V. a-ha |
Hunting High And Low (Deluxe Edition) | 70 | 400 | 4.35 | the word sun, beautiful music, loved, alternative rock, rockpop, romantic songs |
Predicted Response
You're in the right zone—'6.24' by Danger pulls that same dark, cinematic tension you're after, with deep synth pads and a slow-building arpeggiated pulse that feels straight out of an early '80s sci-fi nightmare. It’s from the *Furi* soundtrack, but it’s got that retro-futuristic edge and eerie stillness that’ll hit hard if you’re into the moodier side of synth-driven soundtracks.
Oh Honey" is a nice track, and definitely from the right era, but it's a bit more on the mellow side. I'm looking for something with a bit more energy and a stronger, more danceable groove. Can you recommend some funky 70s or 80s tracks?
Open row audit
Recommendation fit: plausible
The top candidate, 'Give Up The Funk (Tear The Roof Off The Sucker)' by Parliament, is a high-energy, funky track from the 70s that matches the user's request for a stronger, more danceable groove than the mellow Delegation song.
The audit did not find a clearly better clean alternative in the inspected list/pool.
Likely cause: no specific pipeline gap was identified.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): plausible. Best shown candidate: rank 1. The top candidate, 'Give Up The Funk (Tear The Roof Off The Sucker)' by Parliament, is a high-energy, funky track from the 70s that matches the user's request for a stronger, more danceable groove than the mellow Delegation song.
Recommendation Fit
accepted submitted rank #1: Give Up The Funk (Tear The Roof Off The Sucker) by Parliament
The top candidate, 'Give Up The Funk (Tear The Roof Off The Sucker)' by Parliament, is a high-energy, funky track from the 70s that matches the user's request for a stronger, more danceable groove than the mellow Delegation song.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · plausibleResponse Quality
response quality: clear
The response directly references the submitted track, explains why it fits the user's request for higher energy and a danceable groove, and stays coherent with the conversation history.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state accurately captures the user's explicit rejection of 'Oh Honey' as too mellow, the request for more energy and a stronger danceable groove, and the genre/era constraints of funky 70s or 80s tracks, with no missing or stale information.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm looking for some music to put me in a good mood, maybe something a bit groovy.
Treat U Rite -- Angela Winbush
How about "Treat U Rite"? It's got that smooth, soulful vibe you're into.
Angela Winbush is always good, but "Treat U Rite" is a bit too laid-back for what I'm looking for right now. Do you have something more upbeat and truly groovy, from the 70s or 80s, to really get me in a good mood?
Mothership Connection (Star Child) -- Parliament
Awesome! Glad those Angela Winbush tracks hit the spot. If you're digging that old-school R&B, you've gotta check out Parliament's "Mothership Connection (Star Child)." It's a classic for a reason!
Yes! Parliament is a great call, "Mothership Connection" is definitely hitting that groovy, uplifting spot! That's more like it. Can you give me a few more tracks with that kind of energetic, feel-good vibe, maybe some from the 80s as well?
Nights Over Egypt -- The Jones Girls
Nice! Glad you dug that funk. For another smooth, feel-good groove from that era, you've got to hear "Nights Over Egypt" by The Jones Girls. It's pure R&B/Soul bliss.
Yes! "Nights Over Egypt" is amazing. That's a perfect example of what I'm looking for – soulful, groovy, and super uplifting from the 80s. This is really hitting the spot! Can you suggest one more track with a similar vibrant, feel-good 70s or 80s groove?
Tonight -- Kleeer
Awesome! Since you're still in that mood for smooth, feel-good grooves, you might really dig "Tonight" by Kleeer. It's got that undeniable 80s R&B vibe!
Yes, this is perfect! "Tonight" by Kleeer is exactly the kind of vibrant, feel-good 80s groove I was looking for. These last few suggestions really hit the spot! They're perfectly uplifting and have that classic groove. Thank you! Can you suggest a few more tracks in this upbeat 70s/80s R&B/funk style?
Oh Honey -- Delegation
Awesome! If you're looking for more smooth and easy-going R&B, you'll definitely want to check out "Oh Honey" by Delegation. It's got that classic romantic soul vibe that's just perfect for chilling out.
Oh Honey" is a nice track, and definitely from the right era, but it's a bit more on the mellow side. I'm looking for something with a bit more energy and a stronger, more danceable groove. Can you recommend some funky 70s or 80s tracks?
State
Current request: Funky 70s or 80s tracks with more energy and a stronger, more danceable groove than the mellow Delegation track.
Hard rejected names:
Soft avoid names: Oh Honey, Delegation
Positive terms: honey, nice, definitely, right, era, but, it s, bit, mellow, side, i m, looking, something, energy, stronger, danceable, groove, recommend, some, funky, 70s, 80s, than, delegation
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "track",
"facet": null,
"value": "Oh Honey",
"role": "contrast",
"anchor_use": "do_not_use",
"relation": "contrast",
"reuse": "avoid_exact",
"source_turn": 6,
"mentioned_current_turn": true,
"evidence_text": "a bit more on the mellow side"
},
{
"type": "artist",
"facet": null,
"value": "Delegation",
"role": "contrast",
"anchor_use": "do_not_use",
"relation": "contrast",
"reuse": "avoid_exact",
"source_turn": 6,
"mentioned_current_turn": true,
"evidence_text": "Oh Honey"
},
{
"type": "attribute",
"facet": "energy",
"value": "more energy",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 6,
"mentioned_current_turn": true,
"evidence_text": "more energy"
},
{
"type": "attribute",
"facet": "sonic",
"value": "stronger danceable groove",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 6,
"mentioned_current_turn": true,
"evidence_text": "stronger, more danceable groove"
},
{
"type": "attribute",
"facet": "genre",
"value": "funky",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 6,
"mentioned_current_turn": true,
"evidence_text": "funky 70s or 80s tracks"
},
{
"type": "attribute",
"facet": "era",
"value": "70s or 80s",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 6,
"mentioned_current_turn": true,
"evidence_text": "70s or 80s"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"more energy",
"stronger danceable groove",
"funky",
"70s or 80s"
],
"played_track_ids": [
"d8baebc1-ade6-4568-83aa-6c780776f9fb",
"fe6ef1cd-577f-4569-85b4-a8820f9cf737",
"7b94fbee-5261-4e3d-b14f-c57d6978793d",
"91dc9803-c2e7-4119-a9e0-87134666e719",
"08ca49f3-6e1b-426e-b12f-9f39fa20a6c4"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Give Up The Funk (Tear The Roof Off The Sucker) Parliament |
Mothership Connection | 61 | 4 | 0.30 | funk, Funk, a seventh law of woo, funk tag, doorchaserfunk, Rock |
| 2 | P-Funk (Wants To Get Funked Up) Parliament |
Mothership Connection | 46 | 8 | 1.23 | funk lift off, rhythm-blues, lap dance, rhythm and blues, funk tag, soul |
| 3 | Play That Funky Music Wild Cherry |
Wild Cherry | 75 | 2 | 5.38 | cowbell, 70's, 70s funk, Pop, soul, oldies |
| 4 | Brother Louie Stories |
About Us | 44 | 36 | 3.22 | critically acclaimed song, blues, race, 1973, rock top, cover |
| 5 | Who Can I Run To The Jones Girls |
The Jones Girls | 50 | 91 | 3.25 | old slow love songs, quiet storm, djpman-loved-tracks, slowjamz, funkpeacesoul, soft ones |
| 6 | Saturday Norma Jean Wright |
Norma Jean | 38 | 59 | 2.19 | funk, Funk, chic, dancefloor classics, Dance, 70s disco |
| 7 | Same Beat - Pt. 2 & 3 Fred Wesley & The J.B.'s |
The Singles Vol. 9 (1973-1975) | 9 | 233 | 1.04 | funk, Funk, funky, rhythum and blues tag, male vocalists, classic soul |
| 8 | Must Be the Music - Master Mix Secret Weapon |
Must Be the Music - EP | 5 | 69 | 0.03 | Funk, Dance, R&B/Soul |
| 9 | Boogie Oogie Oogie - Remastered 2004 A Taste Of Honey |
The Number One's: Party Time | 57 | 44 | 5.29 | experimental, folk, minimal, alternative rock, soul, funk metal |
| 10 | More Bounce To The Ounce Zapp |
All The Greatest Hits | 58 | 9 | 4.29 | cool bounce to the ounce, future funk, female bassist, dope beat, soul, groove based composition |
| 11 | It's Time to Party Now Ray Parker Jr. |
Two Places at the Same Time (Bonus Track Version) | 40 | 118 | 1.20 | funk, Pop, R&B/Soul |
| 12 | Strawberry Letter 23 The Brothers Johnson |
Right On Time | 63 | 85 | 5.32 | relaxing, pulp fiction, cover, jtm 70s, 70's, rhythm and blues |
| 13 | Pop Muzik - Nik Launay '79 12" M |
New York, London, Paris, Munich | 0 | 169 | 2.00 | wber, eclectonia, folk, loved, 1979, oldies |
| 14 | Rock Creek Park The Blackbyrds |
City Life | 47 | 281 | 5.24 | classics, prominent percussion, soul, telecfunknohausindubstrialbreakstep, oldies, funkalicious |
| 15 | I Love The Nightlife (Disco 'Round) Alicia Bridges |
I Love The Nightlife | 53 | 28 | 1.26 | 1978, disco, 70s |
| 16 | Dancing Machine The Jackson 5 |
Dancing Machine | 53 | 12 | 4.26 | rhythm-blues, r & b, energetic, influential, soul, kids |
| 17 | Intimate Connection Kleeer |
Intimate Connection | 40 | 41 | 2.20 | jazz funk, party-groovin, mio preferito, soul, boogie, 80s soul |
| 18 | One Nation Under a Groove Funkadelic |
Young Soul Rebels (Original Soundtrack) [Digitally Remastered] | 44 | 113 | 3.22 | jazz funk, legendary bass, bootyshaker, funkpeacesoul, funk tag, soundtrackgdchill |
| 19 | I Like It DeBarge |
All This Love | 65 | 67 | 6.33 | djpman-loved-tracks, debarge, soul, kss1984 - loved, smooth soul, shelton party |
| 20 | Bustin' Loose Chuck Brown and the Soul Searchers |
Bustin' Loose | 44 | 139 | 3.22 | blues, spoken funk, rhythm and blues, billboard hits to check out - the 70s, double-ender 10, funkpeacesoul |
Predicted Response
Perfect — if you're craving that high-energy, dancefloor-shaking funk from the 70s with a groove that grabs you by the shoulders, "Give Up The Funk (Tear The Roof Off The Sucker)" by Parliament is exactly what you need. It’s pure, wild, and relentless funk with a cosmic edge — the kind of track that turns any room into a party on Mars.
These are perfect! They really capture the thoughtful and meaningful lyrical vibe I was looking for. Can you recommend some more tracks like this, maybe exploring the Electronic side this time, but still keeping those deep, reflective lyrics?
Open row audit
Likely wrong
The top recommendation is Whispers from the Ether by Kognitif, but it repeats something the user was trying to move away from: 'Kognitif'.
From the submitted list, Afterthought - Soundprank's Deep 04 Mix by Parker & Hanson looks better because it avoids the top pick's rule violation; fusion stage already ranked it #15; catalog popularity is 17; metadata/tags match: electronic, deep.
Likely cause: final ordering placed a weaker/invalid item over clean candidates.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. Best shown candidate: rank 4. The top recommendation is by Kognitif, which the user has implicitly moved away from by asking to explore the Electronic side, and it is an instrumental track lacking the requested deep, reflective lyrics. Candidate 4 (Hindsight by DJ Shadow) is a better fit as an Electronic track with potential for thought-provoking lyrics, though its tags are ambiguous.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #4: Hindsight by DJ Shadow
The top recommendation is by Kognitif, which the user has implicitly moved away from by asking to explore the Electronic side, and it is an instrumental track lacking the requested deep, reflective lyrics. Candidate 4 (Hindsight by DJ Shadow) is a better fit as an Electronic track with potential for thought-provoking lyrics, though its tags are ambiguous.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: misleading
The response claims the track has deep, reflective lyrics and themes of resilience, but the submitted track is instrumental with no lyrics, contradicting the user's explicit request for insightful lyrics. It also hallucinates a 'quiet protest' theme not supported by the metadata.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state correctly captures the shift to Electronic genre and the lyrical themes, but it fails to include the user's explicit request to avoid melancholic lyrics and to keep an uplifting/resilient tone, and it incorrectly marks Kognitif as 'do_not_use' when the user actually liked those tracks and wants similar ones in a different genre.
missing: User wants to avoid melancholic tone, but this is not captured as an exclusion; User wants uplifting or resilient tone, but this is not explicitly captured as a constraint
extra/stale: Artist Kognitif is marked as 'satisfied_prior' and 'do_not_use', but user said 'These are perfect' and wants more like them, so Kognitif should not be excluded; Genre Hip-Hop/Rap is not carried over as a current target, but user still wants deep reflective lyrics which were previously associated with both genres
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm in the mood for some tracks with deep lyrics that make you think, maybe about challenges or society.
That's Where It All Started -- Kognitif
You should definitely check out "That's Where It All Started." It's another great one from them with that familiar Hip-Hop/Rap sound. Hope you enjoy!
It's good to hear more Kognitif, I appreciate that. But can you recommend something with lyrics that really hit hard and make you reflect? Not too melancholic, though. Something with a more uplifting or resilient tone in the lyrics would be great.
Letter to My Last Love -- Kognitif
Awesome! Sticking with Kognitif for a bit, how about "Letter to My Last Love"? It's another solid Hip-Hop/Rap track from them that I think you'll appreciate.
Okay, another Kognitif track, nice. "Letter to My Last Love" sounds like it could have some deep personal reflections. But what about tracks that specifically touch on social commentary or reflections on modern life? I'm looking for something that really makes you think about the world around us, with that resilient feel.
Punish Me -- Kognitif
You got it! Sticking with the main man Kognitif, how about "Punish Me"? It's another track with that signature Hip-Hop/Rap vibe that I think you'll appreciate.
Okay, Kognitif is always good, but I'm really trying to find tracks where the lyrics stand out – discussing societal issues or strong messages of resilience. Can you hit me with some tracks, maybe from both Hip-Hop/Rap *and* Electronic, that truly have those insightful, thought-provoking lyrics?
Common Ground (feat. the Mic Jordan) -- Kognitif
Alright, no problem at all! Let's keep the Kognitif vibe going strong. Here's "Common Ground (feat. the Mic Jordan)" – another solid Hip-Hop track from your favorite. Enjoy!
These are perfect! They really capture the thoughtful and meaningful lyrical vibe I was looking for. Can you recommend some more tracks like this, maybe exploring the Electronic side this time, but still keeping those deep, reflective lyrics?
State
Current request: More tracks from the Electronic genre with deep, reflective, thought-provoking lyrics about societal issues or resilience, similar to the liked Kognitif tracks.
Hard rejected names:
Soft avoid names: Kognitif
Positive terms: these, perfect, they, really, capture, thoughtful, meaningful, lyrical, vibe, was, looking, recommend, some, exploring, electronic, side, but, still, keeping, those, deep, reflective, lyrics, genre, thought provoking, about, societal, issues, resilience, similar, liked, kognitif
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "artist",
"facet": null,
"value": "Kognitif",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 5,
"mentioned_current_turn": true,
"evidence_text": "These are perfect"
},
{
"type": "attribute",
"facet": "genre",
"value": "Electronic",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 5,
"mentioned_current_turn": true,
"evidence_text": "Electronic side"
},
{
"type": "attribute",
"facet": "lyrical_theme",
"value": "deep reflective lyrics",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 5,
"mentioned_current_turn": true,
"evidence_text": "deep, reflective lyrics"
},
{
"type": "attribute",
"facet": "lyrical_theme",
"value": "societal issues",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 4,
"mentioned_current_turn": false,
"evidence_text": "societal issues"
},
{
"type": "attribute",
"facet": "lyrical_theme",
"value": "resilience",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 4,
"mentioned_current_turn": false,
"evidence_text": "resilience"
},
{
"type": "attribute",
"facet": "lyrical_theme",
"value": "thought-provoking",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 5,
"mentioned_current_turn": true,
"evidence_text": "thoughtful and meaningful lyrical vibe"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"Electronic",
"deep reflective lyrics",
"societal issues",
"resilience",
"thought-provoking"
],
"played_track_ids": [
"bb9c78ce-b321-4902-9cbb-60c55bf74965",
"03701bdd-7aa7-4d6b-b452-f5b5e35fd1e4",
"85f4e7e0-95e5-466b-9fdb-5d30d87e5226",
"07616e96-7b98-4a43-b4d5-1f03a27f271b"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Whispers from the Ether Kognitif |
Monometric | 0 | 38 | 2.00 | avoid_name:Kognitif Instrumental, Electronic |
| 2 | Electronic World Transmission - Reconstructed by [:SITD:] Rotersand |
Truth Is Fanatic | 9 | 6 | 1.04 | Dance, rotersand, ebm, Electronic, raik2000, roterdsand |
| 3 | #22 Aphex Twin |
Selected Ambient Works Volume II | 0 | 40 | 1.00 | electronic, breakcore, ambient, Dance, Jazz, Classical |
| 4 | Hindsight DJ Shadow |
Pre-Emptive Strike | 0 | 10 | 3.00 | hypno, down beat, minimalism, camp bisco 2008, 1998, sleep |
| 5 | #17 Aphex Twin |
Selected Ambient Works Volume II | 0 | 25 | 0.00 | bw stripes, beautiful, experimental, ambient, mars, niko bellic |
| 6 | Reminder Moderat |
Reminder | 32 | 28 | 1.16 | 2016 single, Electronic, dance, fm4, muzorgasm with anton gossip 2k16, german |
| 7 | Blue Window Duñe |
Blue Window | 54 | 378 | 1.27 | Electronic |
| 8 | 1.0_8-whatsyourask.m4p Mac Quayle |
Mr. Robot, Vol. 1 (Original Television Series Soundtrack) | 45 | 689 | 1.23 | mrrobot, electronic, ambient, soundtrack, instrumental, Soundtracks |
| 9 | Time Hans Zimmer |
Inception (Music From The Motion Picture) | 75 | 5.38 | real fucking deep, sleep, minimal, contemporary, best track on the album, bittersweet |
|
| 10 | 4 Aphex Twin |
Richard D. James Album | 0 | 94 | 1.00 | experimental, ambient, hankie, Electronic, warp, tragic |
| 11 | Next Heap With Aphex Twin |
...I Care Because You Do | 0 | 87 | 2.00 | beautiful, experimental, afx, Dance, favorite, warp |
| 12 | Swallow Me Esthero |
Breath From Another | 31 | 85 | 3.15 | uni, beautiful music, my favorite things, alternative rock, masterful, voice |
| 13 | 1.2_1-IwillbeCTO.m4p Mac Quayle |
Mr. Robot, Vol. 1 (Original Television Series Soundtrack) | 30 | 209 | 0.15 | Soundtracks |
| 14 | 1.0_3-fucksociety.mp3 Mac Quayle |
Mr. Robot, Vol. 1 (Original Television Series Soundtrack) | 39 | 58 | 0.20 | mrrobot, Soundtracks |
| 15 | On Aphex Twin |
On | 0 | 121 | 3.00 | experimental, ambient-electronic, classics, loved, trance, dmi reminds |
| 16 | Future Club Perturbator |
Dangerous Days | 55 | 709 | 2.27 | retro electro, electronic, mainplaylist, Electronic, retrowave, instrumental |
| 17 | 1.0_2-oneincontrol.aiff Mac Quayle |
Mr. Robot, Vol. 1 (Original Television Series Soundtrack) | 37 | 533 | 0.18 | mrrobot, Soundtracks |
| 18 | Lost In Thought Jon Hopkins |
Opalescent | 44 | 1 | 1.22 | n33ons-favs, mos, lost at sea, enlightening, loved, minimal |
| 19 | Afterthought - Soundprank's Deep 04 Mix Parker & Hanson |
Anjunadeep 04 | 17 | 15 | 2.08 | anjunadeep 04 - unmixed and dj ready, Dance, Electronic, progressive house, deep progressive house, Rock |
| 20 | Thoughts Nightmares On Wax |
Mind Elevation | 0 | 3 | 1.00 | superlax, chill, sunny, trip-hop, ambient, electronic |
Predicted Response
Since you're drawn to Kognitif’s deep, reflective electronic sound and themes of resilience, this instrumental cut from *Monometric* is a perfect next listen — it carries the same atmospheric weight and introspective mood, even without lyrics. The way the synths build and swirl feels like a quiet protest, a meditation on what’s beneath the surface of modern life.
Twin Home" is good for a general listen. Since "Light Rain" was so perfect for focus, could you suggest more tracks with that really smooth, ambient electronic vibe, even if it's from different artists? I'm looking for more instrumental soundscapes that are gr
Open row audit
Likely wrong
The top recommendation is Zala by Plaid, but it repeats something the user was trying to move away from: 'Plaid'; the user asked to branch out, but it repeats prior artist 'Plaid'.
From the submitted list, Poa Alpina by Biosphere looks better because it avoids the top pick's rule violation; fusion stage already ranked it #6; catalog popularity is 46; metadata/tags match: listen, ambient, listening.
Likely cause: state extraction/structuring missed the user constraint.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. Best shown candidate: rank 5. The user explicitly asked for tracks from different artists, but the submitted top recommendation (Zala) is by Plaid, the same artist they've been listening to. Additionally, candidate 5 (The Things I Tell You by Biosphere) is a purely instrumental ambient soundscape from a different artist, which better matches the user's request for smooth, non-distracting background music.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #5: The Things I Tell You by Biosphere
The user explicitly asked for tracks from different artists, but the submitted top recommendation (Zala) is by Plaid, the same artist they've been listening to. Additionally, candidate 5 (The Things I Tell You by Biosphere) is a purely instrumental ambient soundscape from a different artist, which better matches the user's request for smooth, non-distracting background music.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response clearly grounds itself in the submitted track 'Zala' by Plaid, justifies its fit for the user's request for smooth, ambient electronic instrumentals for focus, and stays coherent with the latest user turn without any contradictions or unsupported claims.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state incorrectly marks 'Light Rain' and 'Plaid' as exclusions, which would prevent retrieval of similar tracks, and fails to capture the user's explicit request for no vocals and minimal beats, risking recommendations that are too engaging or vocal-heavy.
missing: User explicitly rejects vocals and prominent melodies, but state does not capture 'no vocals' or 'minimal beats' constraints.; User wants tracks similar to 'Light Rain' in being smooth, ambient, and instrumental, but state does not mark 'Light Rain' as a positive anchor for similarity.; User asks for 'more tracks with that really smooth, ambient electronic vibe' and 'instrumental soundscapes' – the state should include a 'similar_to' or 'anchor_track' for 'Light Rain'.
extra/stale: State includes 'Plaid' as a 'do_not_use' artist, but user only said 'even if it's from different artists' – this is a permission to branch out, not a rejection of Plaid.; State lists 'Light Rain' as 'do_not_use' and 'avoid_exact', but user wants more tracks like it, not to avoid it.
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
Can you suggest some mellow electronic tracks to help me focus while I work?
Eyen -- Plaid
I think you'll also really dig 'Eyen.' It has a similar electronic and IDM vibe with a touch more rhythmic complexity and a nice ambient feel. Give it a listen!
This is a good direction! I like the ambient feel, but I need something that is more consistently in the background and not too rhythmically complex. Could you suggest something mostly instrumental and not too distracting, maybe a bit more ambient?
Assault On Precinct Zero -- Plaid
Awesome, glad 'Eyen' hit the spot! How about we try 'Assault On Precinct Zero' next? It's another Plaid gem that delves into their more experimental and atmospheric side, while keeping that signature IDM groove you love. I think you'll appreciate the intricate layers in this one.
This is interesting, and I appreciate the atmospheric elements. However, for focused work, I need something even more subdued. Something with a calm, flowing rhythm that helps concentration, not too energetic or with too many distinct layers that grab attention.
New Family -- Plaid
Fantastic, glad you liked 'Assault On Precinct Zero'! Let's keep that Plaid groove going with 'New Family.' It's another brilliant track from them that I think captures that experimental and melodic IDM feel you're into. Hope you enjoy this one too!
While I appreciate these Plaid tracks, they are still a bit too engaging for true background focus. I'm looking for something much more atmospheric and smooth, with minimal beats or prominent melodies that might distract me. Can you suggest some truly ambient electronic tracks that create a sustained, unobtrusive soundscape?
Manyme -- Plaid
That's wonderful to hear you're loving the Plaid journey! For your next listen, how about 'Manyme'? It's another fantastic Plaid track, this one featuring Mara Carlyle, and it has a beautiful, atmospheric vibe with those lovely female vocals blending perfectly into the IDM soundscape. I think you'll find it quite captivating.
While I appreciate Plaid, the vocals in "Manyme" would be too distracting for focused work. I really need purely instrumental, very subtle ambient electronic tracks. Something that creates a sustained, calm soundscape without any prominent elements that draw attention.
Light Rain -- Plaid
Happy to hear 'Manyme' resonated with you! If you're looking to continue that chill, dreamy Plaid vibe, I'd suggest 'Light Rain' next. It's got a beautiful, atmospheric quality that's perfect for relaxing into the IDM soundscape. Let me know what you think!
Yes, "Light Rain" is much closer to what I'm looking for! This atmospheric, subtle sound is perfect. This selection of ambient electronic tracks creates the ideal atmosphere for deep work. Thank you!
Twin Home -- Plaid
Awesome, glad 'Light Rain' was a hit! How about we dive into 'Twin Home' next? It's another beautiful Plaid track with that signature melodic IDM feel, perfect for continuing your relaxed listening session. Enjoy!
Twin Home" is good for a general listen. Since "Light Rain" was so perfect for focus, could you suggest more tracks with that really smooth, ambient electronic vibe, even if it's from different artists? I'm looking for more instrumental soundscapes that are great for background listening.
State
Current request: More smooth, ambient electronic instrumental tracks for background focus, similar to Light Rain, from different artists.
Hard rejected names:
Soft avoid names: Light Rain, Plaid
Positive terms: twin, home, good, general, listen, since, light, rain, was, perfect, focus, could, suggest, really, smooth, ambient, electronic, vibe, even, it s, different, artists, i m, looking, instrumental, soundscapes, great, background, listening, similar
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "track",
"facet": null,
"value": "Light Rain",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 7,
"mentioned_current_turn": true,
"evidence_text": "Light Rain was so perfect for focus"
},
{
"type": "artist",
"facet": null,
"value": "Plaid",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 7,
"mentioned_current_turn": false,
"evidence_text": "different artists"
},
{
"type": "attribute",
"facet": "genre",
"value": "ambient electronic",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 7,
"mentioned_current_turn": true,
"evidence_text": "ambient electronic vibe"
},
{
"type": "attribute",
"facet": "sonic",
"value": "smooth",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 7,
"mentioned_current_turn": true,
"evidence_text": "smooth"
},
{
"type": "attribute",
"facet": "sonic",
"value": "instrumental soundscapes",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 7,
"mentioned_current_turn": true,
"evidence_text": "instrumental soundscapes"
},
{
"type": "attribute",
"facet": "sonic",
"value": "background focus",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 7,
"mentioned_current_turn": true,
"evidence_text": "great for background focus"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"ambient electronic",
"smooth",
"instrumental soundscapes",
"background focus"
],
"played_track_ids": [
"2e4445d2-f0bd-4d77-bfc3-1396ae47d495",
"2194a589-aeb4-4a82-be8c-23f3887b3613",
"2c998fa6-fbf5-4dfa-b7d3-5eda491a519b",
"167af39c-123a-4fb9-88c5-c78c8b7a3a81",
"3ee683ea-65c1-4559-bdc8-d4f5122a7621",
"6ffa2f40-35de-44c1-8b4f-5682fa31f6c4"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Zala Plaid |
Double Figure | 17 | 9 | 3.08 | avoid_name:Plaid, prior_artist_after_switch:Plaid snow, experimental, Dance, warp, okay, blippy |
| 2 | Silversum Plaid |
Double Figure | 18 | 500 | 4.09 | avoid_name:Plaid, prior_artist_after_switch:Plaid beautiful, emotional, Dance, abstract electro, warp, ambient techno electronica |
| 3 | OH Plaid |
Reachy Prints | 0 | 3 | 2.00 | avoid_name:Plaid, prior_artist_after_switch:Plaid ambient, Dance, dance, ambient techno, a mental attack, Alternative |
| 4 | Zamami Plaid |
Double Figure | 0 | 1 | 4.00 | avoid_name:Plaid, prior_artist_after_switch:Plaid experimental, plaid, uzzis, vibraphone, chimes, sleep |
| 5 | The Things I Tell You Biosphere |
Substrata | 30 | 280 | 3.15 | ambience, relaxing, soundscape, experimental, favorite, sleep |
| 6 | The Warm Familiar Smell of September Slow Dancing Society |
The Sound of Lights When Dim | 40 | 104 | 4.20 | soundscape, experimental, slo, month songs, another planet, free |
| 7 | Leraine Kettel |
Tryshasla | 35 | 98 | 3.17 | Instrumental, Electronic |
| 8 | Fly 7and5 |
Trading Stories | 0 | 47 | 5.00 | romantic slow dance, loved, jtm contemporary instrumental, space music, georgous, dance party |
| 9 | Hydrosphere Plaid |
Heaven's Door: The Soundtrack | 0 | 173 | 1.00 | avoid_name:Plaid, prior_artist_after_switch:Plaid beautiful, Electronic, 5 star, amazing, Alternative, sleeptronica |
| 10 | In Threes Loscil |
Sea Island | 28 | 12 | 1.14 | soundscape, electronic, Electronic, atmospheric, Classical, Rock |
| 11 | Fer Plaid |
Not For Threes | 0 | 841 | 1.00 | avoid_name:Plaid, prior_artist_after_switch:Plaid carmella bing, experimental, 4 stars, electronic, mika tan, Electronic |
| 12 | From Mumbai - Ambient Mix Kaya Project |
The Ambient Mixes | 19 | 36 | 5.09 | umit, 316000, jazzyscafe, 16990, new world music, dolphinmoon |
| 13 | Clouds Are Sleeping The Abbasi Brothers |
Something Like Nostalgia | 18 | 100 | 2.09 | electronic, slow, autumn, Ambient, post-rock |
| 14 | Santa Rosa Trifonic |
Ninth Wave | 39 | 449 | 3.19 | chill, mind, electronic, ambient, Electronic, downtempo |
| 15 | Northern Lights Lux |
Northern Lights | 42 | 356 | 2.21 | chillout, chill out, Electronic |
| 16 | Jetstream Lusine |
Language Barrier | 24 | 41 | 3.12 | early morning music, soundscape, beautiful, voyage to peace of mind, minimalism, winter |
| 17 | Non Hoi Plaid |
Heaven's Door: The Soundtrack | 0 | 26 | 1.00 | avoid_name:Plaid, prior_artist_after_switch:Plaid Electronic, pretty, Alternative, psychoalgie, idm |
| 18 | Poa Alpina Biosphere |
Substrata | 46 | 6 | 7.23 | beruhigend, experimental, sleep, minimal, trance, easy listening |
| 19 | Into The Sea Port Blue |
The Albatross Ep | 30 | 92 | 3.15 | relaxing, adam young, electronic, ambient, Electronic, instrumental |
| 20 | Epikur - Original David August |
Epikur EP | 48 | 555 | 2.24 | time, hamburg, electronic, deep tech house, deep house, elektronic beats |
Predicted Response
If you're looking for smooth, ambient electronic instrumentals to focus with, "Zala" by Plaid is a perfect fit—its gentle, drifting textures and subtle rhythmic pulse create a calm, immersive backdrop, just like the mood you described. The track’s delicate electronic layering and dreamy flow make it ideal for quiet focus, with just the right touch of movement to keep things interesting.
I'm looking for some background music to help me relax and unwind.
Open row audit
Recommendation fit: plausible
Brain Relaxation Sky is a calming rain soundscape that suits the request for relaxing background music; however, candidates like Beyond This Moment or When The Silence Is Speaking might provide even richer ambient textures for unwinding.
The audit did not find a clearly better clean alternative in the inspected list/pool.
Likely cause: no specific pipeline gap was identified.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): plausible. Best shown candidate: rank 1. Brain Relaxation Sky is a calming rain soundscape that suits the request for relaxing background music; however, candidates like Beyond This Moment or When The Silence Is Speaking might provide even richer ambient textures for unwinding.
Recommendation Fit
accepted submitted rank #1: Brain Relaxation Sky by Sample Rain Library
Brain Relaxation Sky is a calming rain soundscape that suits the request for relaxing background music; however, candidates like Beyond This Moment or When The Silence Is Speaking might provide even richer ambient textures for unwinding.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · plausibleResponse Quality
response quality: clear
The response clearly references the submitted track, explains its relaxing qualities in simple terms, and directly addresses the user's request for unwinding background music.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state correctly captures the user's request for relaxing background music to unwind, with appropriate mood and sonic facets, and no missing or contradictory constraints.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm looking for some background music to help me relax and unwind.
State
Current request: Background music to help relax and unwind.
Hard rejected names:
Soft avoid names:
Positive terms: i m, looking, some, background, help, relax, unwind, relaxing, unwinding
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "attribute",
"facet": "mood",
"value": "relaxing",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "relax"
},
{
"type": "attribute",
"facet": "mood",
"value": "unwinding",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "unwind"
},
{
"type": "attribute",
"facet": "sonic",
"value": "background music",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "background music"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"relaxing",
"unwinding",
"background music"
],
"played_track_ids": []
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Brain Relaxation Sky Sample Rain Library |
Rain Sounds | 40 | 5 | 1.20 | Others |
| 2 | Softer Rain Decidic FX |
Sleep | 55 | 16 | 0.28 | Others |
| 3 | Stratos Jonn Serrie |
And the Stars Go with You | 28 | 23 | 3.14 | atmospheric ambient, easy listening, hopeful, ambiance, space music, Alternative |
| 4 | Mice On Venus C418 |
Minecraft - Volume Alpha | 72 | 82 | 1.36 | experimental, folk, experimental pop, background music, ambient, contemporary classical |
| 5 | Quiet Rain Showers & Rolling Thunder Storms Imix for Mom’s Napping Toddler Soothing White Noise for Infant Sleeping and Massage, Crying & Colic Relief |
Calm Baby Nature Sounds: Natural Calming & Sleep Aid for Newborn Babies, Mothers | 41 | 86 | 0.20 | New Age |
| 6 | Beyond This Moment Patrick O'Hearn |
So Flows The Current | 44 | 22 | 3.22 | relaxing, soundscape, background tunes, favorite, ambient 1 - morning, wills chill radio |
| 7 | U Turn Joe Sample |
Spellbound | 40 | 41 | 2.20 | relaxing, take 6, joe sample, instrumental, laid back, Jazz |
| 8 | Relaxation Rain Mother Nature FX |
Rain Sounds | 46 | 1 | 1.23 | Others |
| 9 | Rain Sound : Dark Sky Rain Sounds Factory STHLM |
Rain Sounds For Sleeping | 32 | 3 | 0.16 | New Age |
| 10 | Cozy Rain Sample Rain Library |
Rain Sounds | 59 | 14 | 0.29 | Others |
| 11 | Heavy Rain With Brown Noise Heavy Rain Sounds |
Rain Sounds & White Noise | 53 | 20 | 0.27 | Alternative |
| 12 | Ambiente Lluvia Sample Rain Library |
Rain Sounds | 35 | 6 | 0.17 | Others |
| 13 | When The Silence Is Speaking Koan |
When The Silence Is Speaking | 48 | 101 | 2.24 | relaxing, Electronic, instrumental, my favourite song, pleasure to listen to, i like |
| 14 | Twin Elms Justin Bell |
Pillars of Eternity (Official Soundtrack) | 48 | 100 | 0.24 | Classical, ambient, soundtrack |
| 15 | Aria Math C418 |
Minecraft - Volume Beta | 72 | 178 | 0.36 | chill, electronic, ambient, Electronic, Instrumental, Rock |
| 16 | Rain Sounds Wp Sounds |
Rain Sounds | 65 | 15 | 0.33 | Others |
| 17 | Sleep Easy Rain Rain Storm Sample Library |
Rain Sounds | 39 | 24 | 0.20 | Others |
| 18 | Music For Sleep Thunderstorm, Rain Sounds Of Nature : Thunderstorm, Rain |
Music For Sleep Thunderstorm, Rain - Single | 45 | 7 | 0.23 | New Age |
| 19 | Subwoofer Lullaby C418 |
Minecraft - Volume Alpha | 74 | 690 | 0.37 | chill, mining, electronic, ambient, Electronic, instrumental |
| 20 | Never Ending Rain The Sleep Helpers |
Deep Sleep Rain | 43 | 28 | 1.22 | Others |
Predicted Response
Got it — here’s a calm, soothing track to help you unwind: "Brain Relaxation Sky" by Sample Rain Library. It’s gentle rain sounds layered with soft ambient tones, perfect for relaxing and letting your mind drift.
Yes, "It Is What It Is" was perfect for country, and "So Nice So Smart" is exactly the quirky indie folk sound I was hoping for too! Now, can you suggest some alternative rock songs with strong female vocalists and a darker edge?
Open row audit
Recommendation fit: bad fit
The top recommendation 'Tire Swing' by Kimya Dawson is folk/indie, not alternative rock with a darker edge as requested. Candidate 4 'Jennifer's Body' by Hole is alternative rock with a strong female vocalist and darker edge, making it a clearly better fit.
The audit did not find a clearly better clean alternative in the inspected list/pool.
Likely cause: no specific pipeline gap was identified.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. Best shown candidate: rank 4. The top recommendation 'Tire Swing' by Kimya Dawson is folk/indie, not alternative rock with a darker edge as requested. Candidate 4 'Jennifer's Body' by Hole is alternative rock with a strong female vocalist and darker edge, making it a clearly better fit.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #4: Jennifer's Body by Hole
The top recommendation 'Tire Swing' by Kimya Dawson is folk/indie, not alternative rock with a darker edge as requested. Candidate 4 'Jennifer's Body' by Hole is alternative rock with a strong female vocalist and darker edge, making it a clearly better fit.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: thin
The response acknowledges the mismatch between the requested alternative rock with a darker edge and the submitted folk track, but the justification that 'haunting vulnerability' fits the request is weak and unconvincing.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state correctly extracts the new genre, performer, and mood constraints from the current turn, but it fails to capture the user's positive feedback on the two previously played tracks as confirmed preferences, and it omits one of the two mentioned track IDs, which could lead to incomplete anchor information for future recommendations.
missing: The user's positive feedback on 'It Is What Is It' (country track) and 'So Nice So Smart' (quirky indie folk) is not captured as a confirmed preference or anchor for future retrieval.; The user's request for 'alternative rock songs' is correctly captured, but the state does not reflect that the user is switching from country/indie folk to a new genre, which could affect routing.
extra/stale: The 'played_track_ids' includes only one track ID, but the user mentioned two tracks ('It Is What Is It' and 'So Nice So Smart') that were played or discussed; the missing track ID may be stale or incomplete.; The 'resolver.positive_tags' includes 'alternative rock', 'strong female vocalist', and 'darker edge', which are correct, but the state does not indicate that these are new constraints for a new search direction, not a continuation of the p
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
Find me some country tracks with female singer-songwriters that have a storytelling vibe, similar to Kacey Musgraves.
So Nice So Smart -- Kimya Dawson
For more of that unique female vocal energy, but maybe a bit different vibe, I think you might enjoy "So Nice So Smart" by Kimya Dawson. It's got that indie, alternative folk feel with really distinctive vocals. Let me know what you think!
Yes, "It Is What It Is" was perfect for country, and "So Nice So Smart" is exactly the quirky indie folk sound I was hoping for too! Now, can you suggest some alternative rock songs with strong female vocalists and a darker edge?
State
Current request: Alternative rock songs with strong female vocalists and a darker edge.
Hard rejected names:
Soft avoid names:
Positive terms: yes, what, was, perfect, country, nice, smart, exactly, quirky, indie, folk, sound, hoping, too, now, suggest, some, alternative, rock, strong, female, vocalists, darker, edge, vocalist
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "attribute",
"facet": "genre",
"value": "alternative rock",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "alternative rock songs"
},
{
"type": "attribute",
"facet": "performer",
"value": "strong female vocalist",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "strong female vocalists"
},
{
"type": "attribute",
"facet": "mood",
"value": "darker edge",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "darker edge"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"alternative rock",
"strong female vocalist",
"darker edge"
],
"played_track_ids": [
"969e770c-4c3d-447f-82e7-d7e076874349"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Tire Swing Kimya Dawson |
Remember That I Love You | 0 | 1 | 10.00 | folk, oil, pretty, kimya dawson, you, zero |
| 2 | Loose Lips Kimya Dawson |
Remember That I Love You | 0 | 8 | 10.00 | experimental, folk, political, kimya dawson, you, zero |
| 3 | Bulb, For Later Snowblink |
Long Live | 0 | 104 | 3.00 | Pop, Rock, Alternative |
| 4 | Jennifer's Body Hole |
Live Through This | 59 | 291 | 9.29 | great lyrics, female, the best of the best, jeugdsentiment, hard, rob and gems |
| 5 | In the Rough Anna Nalick |
Wreck of the Day | 24 | 39 | 9.12 | girlie, alternative rock, easy listening, hopeful, contemporary, ily |
| 6 | Girl With One Eye Florence + The Machine |
Lungs | 61 | 524 | 10.30 | drama queen, folk, loved, to buy, alternative rock, soul |
| 7 | Sleep to Dream Fiona Apple |
Tidal | 58 | 8.29 | folk, sleep, hard, alternative rock, easy listening, soul |
|
| 8 | Song For The Rich Tristan Prettyman |
t w e n t y t h r e e | 29 | 14 | 6.14 | vocal, live, great vocals, background, folk, buy |
| 9 | Tymps (The Sick in the Head Song) Fiona Apple |
Extraordinary Machine | 47 | 139 | 5.24 | female, you vs me, female vocalist, lovely, female vocalists, fave |
| 10 | Miles Away Acoustic Edit Years Around The Sun |
Miles Away Acoustic Edit - Single | 48 | 71 | 2.24 | Alternative Rock, Rock, Alternative, rock |
| 11 | Wuthering Heights Kate Bush |
The Kick Inside | 69 | 601 | 10.35 | experimental, folk, prog rock, alternative rock, soul, oldies |
| 12 | Supervixen Garbage |
Garbage | 41 | 27 | 9.21 | experimental, loved, hard, alternative rock, i love this, surf rock |
| 13 | All I Wanna Do Sheryl Crow |
Tuesday Night Music Club | 75 | 8.38 | energetic, folk, alternative rock, easy listening, nostalgia, 1994 |
|
| 14 | Boardwalks - Remastered 2015/ Bonus Track Annie Hamilton |
Boardwalks | 50 | 378 | 6.25 | hottybotty acousitc, folk indie, female vocalist, female vocalists, loved by hottybotty, a long red glare |
| 15 | The Pirate's Gospel Alela Diane |
The Pirate's Gospel | 34 | 286 | 11.17 | folk, sleep, interessant, pirate, vocalist, soul |
| 16 | Edge Of A Broken Heart Vixen |
Vixen | 54 | 72 | 7.27 | chick singer, rocklady, nice elevator music, powerful lyrics, beautiful voices, gothic |
| 17 | Words Darker Than Their Wings Alter Bridge |
AB III | 32 | 4 | 4.16 | hard rock, ab iii, all by myself listening, post grunge, sound storm, progressive metal |
| 18 | Gatekeeper Feist |
Let It Die | 45 | 2 | 9.22 | folk, pretty, sleep, 2004, singer-songwritergdchill, mushaboom |
| 19 | Criminal Fiona Apple |
Tidal | 67 | 458 | 10.34 | experimental, karaoke, folk, loved, alternative rock, female artists |
| 20 | Female Of The Species Space |
Spiders | 50 | 7 | 10.25 | wber, funtasing, my song, classics, loved, alternative rock |
Predicted Response
You're into alternative rock with a bold, dark streak and powerful female voices—while "Tire Swing" by Kimya Dawson is more intimate and folk-leaning, it carries that same haunting vulnerability and raw honesty in the lyrics. Her quiet, piercing delivery gives the song a deeply personal edge that fits your taste, even if the sound is pared back.
Yes, 'Más que ayer' is beautiful too! I love the emotional depth of this album. Can you recommend another song by Laura Pausini that has a similar passionate and romantic feeling?
Open row audit
Recommendation fit: weak fit
The user wants a passionate, romantic Laura Pausini song similar to 'Más que ayer' from the 'Primavera anticipada' album. Candidate 1 'Es la música' is from a different album and less fitting, while candidate 10 'La Solitudine' is a classic passionate ballad that better matches the request.
From the submitted list, Víveme by Laura Pausini looks better because fusion stage already ranked it #15; catalog popularity is 72; metadata/tags match: laura, pausini, romantic.
Likely cause: final ordering placed a weaker/invalid item over clean candidates.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): weak fit. Best shown candidate: rank 10. The user wants a passionate, romantic Laura Pausini song similar to 'Más que ayer' from the 'Primavera anticipada' album. Candidate 1 'Es la música' is from a different album and less fitting, while candidate 10 'La Solitudine' is a classic passionate ballad that better matches the request.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #10: La Solitudine by Laura Pausini
The user wants a passionate, romantic Laura Pausini song similar to 'Más que ayer' from the 'Primavera anticipada' album. Candidate 1 'Es la música' is from a different album and less fitting, while candidate 10 'La Solitudine' is a classic passionate ballad that better matches the request.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · weak fitResponse Quality
response quality: clear
The response clearly references the submitted top recommendation 'Es la música' by Laura Pausini, explains how it matches the user's request for a passionate and romantic song, and stays coherent with the conversation history without any unsupported claims or contradictions.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state correctly captures the user's request for another song by Laura Pausini with passionate and romantic mood, marks the album as satisfied prior, and avoids any contradictions or stale carry-overs.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
Can you identify an album with cover art showing a smiling female artist in black and white, featuring the title 'Primavera Anticipada' and her name 'Laura' in a teal color?
En cambio no -- Laura Pausini
How about "En cambio no" by Laura Pausini next? It's one of her most popular and heartfelt Latin Pop ballads, I think you'll really appreciate it.
Yes, that's it! Laura Pausini's 'Primavera anticipada' is exactly what I was looking for. Now that we've found it, can you play all the songs from this album?
Más que ayer -- Laura Pausini
Absolutely! I love that you're enjoying Laura's music so much. How about "Más que ayer" next? It's another beautiful, emotional Latin Pop track from her that I think you'll really connect with, just like the others.
Yes, 'Más que ayer' is beautiful too! I love the emotional depth of this album. Can you recommend another song by Laura Pausini that has a similar passionate and romantic feeling?
State
Current request: Another Laura Pausini song with a similar passionate and romantic feeling.
Hard rejected names:
Soft avoid names: Primavera anticipada
Positive terms: yes, que, ayer, beautiful, too, love, emotional, depth, album, recommend, another, laura, pausini, has, similar, passionate, romantic, feeling
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "artist",
"facet": null,
"value": "Laura Pausini",
"role": "current_target",
"anchor_use": "must_use",
"relation": "exact_target",
"reuse": "must_reuse",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "another song by Laura Pausini"
},
{
"type": "album",
"facet": null,
"value": "Primavera anticipada",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 2,
"mentioned_current_turn": false,
"evidence_text": "this album"
},
{
"type": "attribute",
"facet": "mood",
"value": "passionate",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "passionate"
},
{
"type": "attribute",
"facet": "mood",
"value": "romantic",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "romantic feeling"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [
"Laura Pausini"
],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"passionate",
"romantic"
],
"played_track_ids": [
"6dc6e8fe-dc68-44a2-9ac5-3fe17cdb0d1e",
"792449c5-04cf-4df2-8847-22fceec1143f"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Es la música Laura Pausini |
Similares | 19 | 2 | 3.10 | Latin Pop, Latin |
| 2 | Del modo más sincero Laura Pausini |
Primavera anticipada | 26 | 10 | 2.13 | avoid_name:Primavera anticipada Latin Pop, Latin |
| 3 | Lado derecho del corazón Laura Pausini |
Similares | 43 | 3 | 3.21 | Latin Pop, Latin |
| 4 | Entre tú y mil mares Laura Pausini |
Entre Tu Y Mil Mares | 70 | 5 | 2.35 | pixie dust, italian, baladas, vocals, laura pausini, Latin |
| 5 | Lo sabías antes tú Laura Pausini |
Similares | 20 | 4 | 3.10 | Latin Pop, Latin |
| 6 | Simili Laura Pausini |
Simili | 49 | 7 | 2.25 | pop, italian, latin, latin pop, Pop |
| 7 | Nuestro amor de cada día Laura Pausini |
Similares | 32 | 6 | 3.16 | Latin Pop, Latin |
| 8 | Yo canto Laura Pausini |
Yo canto | 26 | 13 | 2.13 | female, folk, 00s, non-english warm female vocals, baladas, spanish |
| 9 | Innamorata Laura Pausini |
Simili | 29 | 16 | 2.15 | pop, italian, 2016, 2010s, Pop |
| 10 | La Solitudine Laura Pausini |
Laura Pausini | 65 | 1 | 7.33 | power voice, loved, easy listening, soul, oldies, cry |
| 11 | Per la musica Laura Pausini |
Simili | 22 | 14 | 2.11 | Pop |
| 12 | Escucha atento Laura Pausini |
Escucha atento | 51 | 17 | 3.25 | euro, female, italian pop, pop dance, non-english warm female vocals, mi musica favorita |
| 13 | Víveme Laura Pausini |
Escucha | 72 | 15 | 4.36 | experimental, latino, female, qornvifus quorn-niskix kick ciaz fuckrnr, novela, romantica |
| 14 | 200 notas Laura Pausini |
Similares | 34 | 9 | 3.17 | Latin Pop, Latin |
| 15 | He creído en mí Laura Pausini |
Similares | 35 | 8 | 3.17 | Latin Pop, Latin |
| 16 | Pregúntale al cielo Laura Pausini |
Similares | 35 | 11 | 3.17 | Latin Pop, Latin |
| 17 | Yo No Soy Esa Mujer Paulina Rubio |
Paulina | 71 | 20 | 2.35 | guilty pleasures, bass, female, old school latin pop, mexico, inspirational jam |
| 18 | Con Cada Beso - Salsa Huey Dunbar |
Yo Si Me Enamoré | 39 | 24 | 1.20 | pop, romantic, spanish, Latin, salsa, dlg |
| 19 | Te Dejo en Libertad Ha*Ash |
Te Dejo en Libertad | 73 | 12 | 1.36 | Latin Pop, latin romantic, latin, Latin |
| 20 | Ven Conmigo (Solamente Tú) Christina Aguilera |
Mi Reflejo | 60 | 29 | 1.30 | pop, wonderfull, Latin Pop, live, great song, love songs |
Predicted Response
If you're craving more of Laura Pausini's passionate, romantic spirit, “Es la música” is a perfect next listen—her voice swells with soulful intensity over lush Latin pop rhythms, wrapping you in the same heartfelt longing that makes her music so unforgettable.
Yes, "Stone Cold Sober" is great! It definitely has that raw energy and a more dramatic feel, which starts to capture that unique blend of visual artistry and her distinctive sound. Amazing, I love how the music paints such a vivid picture. Are there any more
Open row audit
Recommendation fit: weak fit
The user explicitly wants a dramatic, theatrical, art-house Paloma Faith song like 'Stone Cold Sober', but 'Upside Down' is an upbeat pop-soul track that doesn't match that mood. 'Only Love Can Hurt Like This' (rank 6) is a better fit with its dramatic, soulful ballad style that evokes a grand stage performance.
The audit did not find a clearly better clean alternative in the inspected list/pool.
Likely cause: no specific pipeline gap was identified.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): weak fit. Best shown candidate: rank 6. The user explicitly wants a dramatic, theatrical, art-house Paloma Faith song like 'Stone Cold Sober', but 'Upside Down' is an upbeat pop-soul track that doesn't match that mood. 'Only Love Can Hurt Like This' (rank 6) is a better fit with its dramatic, soulful ballad style that evokes a grand stage performance.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #6: Only Love Can Hurt Like This by Paloma Faith
The user explicitly wants a dramatic, theatrical, art-house Paloma Faith song like 'Stone Cold Sober', but 'Upside Down' is an upbeat pop-soul track that doesn't match that mood. 'Only Love Can Hurt Like This' (rank 6) is a better fit with its dramatic, soulful ballad style that evokes a grand stage performance.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · weak fitResponse Quality
response quality: clear
The response directly references the user's positive reaction to 'Stone Cold Sober' and explains how 'Upside Down' matches the requested theatrical, dramatic, and cinematic qualities, staying coherent with the conversation and avoiding unsupported claims.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state correctly captures the artist and positive mood tags, but fails to record the user's repeated rejections of upbeat pop tracks and the specific request for songs that evoke a grand stage performance, which could lead to recommending similar rejected songs.
missing: User explicitly wants songs that feel like a grand stage performance, not just any dramatic track; User has repeatedly rejected upbeat pop songs (e.g., 'The Bigger You Love', 'Ready for the Good Life', 'Mouth to Mouth') – these should be marked as rejected or avoided
extra/stale: The 'vivid picture' attribute is redundant with 'grand stage performance' and 'theatrical'; The 'sonic' facet for 'grand stage performance' is mis-categorized; it should be 'mood' or 'theme'
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm looking for Paloma Faith songs that have a dramatic, theatrical vibe, almost like a scene from a movie.
New York - Radio Edit -- Paloma Faith
I think you'll really enjoy "New York - Radio Edit" next. It has that emotional depth and soulful vibe you appreciate from her.
New York" is lovely, and definitely showcases her soulful side! But I'm really looking for something that feels more like a grand stage performance or has a strong visual narrative, like the imagery on the 'Do You Want The Truth Or Something Beautiful?' album cover. Do you have anything more in that vein? Something with strong female vocals and a powerful story.
Trouble with My Baby -- Paloma Faith
Wonderful to hear you're loving the Paloma Faith vibe! For your next listen, I suggest "Trouble with My Baby." It's got that lively, funky pop energy that's just contagious, perfect for keeping the good mood going!
Trouble with My Baby" is catchy, but it's a bit too light for what I'm imagining. I'm looking for something that matches the rich, almost theatrical feel of her album art, like "A Perfect Contradiction." More of that soulful, slightly vintage sound that feels visually opulent and dramatic, almost like a story unfolding.
The Bigger You Love (The Harder You Fall) -- Paloma Faith
That's awesome! Glad you're having fun with the upbeat tracks. Let's keep that energy going with "The Bigger You Love (The Harder You Fall)" – another fantastic Paloma Faith tune that’s just as vibrant and soulful. I bet you'll love it!
While that's a great song, I'm still not quite hitting that dramatic, theatrical, art-house feel. I'm thinking more along the lines of songs that evoke a strong visual scene, maybe something with a darker or more intricate narrative, like a grand opera or a classic film moment. Do you have anything with a more profound, dramatic sweep, reflecting her powerful vocal delivery in a theatrical way?
Ready for the Good Life -- Paloma Faith
That's fantastic to hear! I'm glad you're loving the energy. How about "Ready for the Good Life" next? It's another brilliant Paloma Faith track with that undeniable pop-soul zest to keep you grooving!
These tracks are certainly vibrant, and Paloma Faith always brings that soulful sound. However, I'm still searching for something that truly captures that unique blend of visual artistry and her distinctive sound, specifically in a dramatic, theatrical way. Can you recommend any more songs that *feel* like a grand stage performance or have that art-house aesthetic, beyond just being upbeat pop?
Mouth to Mouth -- Paloma Faith
So glad you're loving the Paloma Faith party! Let's keep the energy high with "Mouth to Mouth." It's another vibrant, soulful track that I think will fit right in with your current mood!
Mouth to Mouth" is fun, but I'm still really hoping for something that feels more like a grand stage performance. I'm looking for music that paints a truly vivid, dramatic picture, matching her powerful vocals with a theatrical, art-house mood. Do you have any tracks that genuinely evoke that kind of scene, rather than just being upbeat?
Stone Cold Sober -- Paloma Faith
That's awesome to hear! Nothing beats a good vibe, right? Let's keep that going with "Stone Cold Sober." It's another fantastic Paloma Faith track with plenty of energy and attitude that I think you'll really dig!
Yes, "Stone Cold Sober" is great! It definitely has that raw energy and a more dramatic feel, which starts to capture that unique blend of visual artistry and her distinctive sound. Amazing, I love how the music paints such a vivid picture. Are there any more like these that feel like a grand stage performance?
State
Current request: More Paloma Faith songs with a dramatic, theatrical, art-house feel like Stone Cold Sober, evoking a grand stage performance.
Hard rejected names:
Soft avoid names: Stone Cold Sober
Positive terms: yes, stone, cold, sober, great, definitely, has, raw, energy, dramatic, feel, which, starts, capture, unique, blend, visual, artistry, her, distinctive, sound, amazing, love, how, paints, such, vivid, picture, there, any, these, grand, stage, performance, paloma, faith, theatrical, art house, evoking
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "artist",
"facet": null,
"value": "Paloma Faith",
"role": "current_target",
"anchor_use": "must_use",
"relation": "exact_target",
"reuse": "must_reuse",
"source_turn": 7,
"mentioned_current_turn": true,
"evidence_text": "Paloma Faith"
},
{
"type": "track",
"facet": null,
"value": "Stone Cold Sober",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 7,
"mentioned_current_turn": true,
"evidence_text": "Stone Cold Sober is great"
},
{
"type": "attribute",
"facet": "mood",
"value": "dramatic",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 7,
"mentioned_current_turn": true,
"evidence_text": "dramatic feel"
},
{
"type": "attribute",
"facet": "mood",
"value": "theatrical",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 7,
"mentioned_current_turn": true,
"evidence_text": "theatrical, art-house mood"
},
{
"type": "attribute",
"facet": "sonic",
"value": "grand stage performance",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 7,
"mentioned_current_turn": true,
"evidence_text": "grand stage performance"
},
{
"type": "attribute",
"facet": "visual",
"value": "vivid picture",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 7,
"mentioned_current_turn": true,
"evidence_text": "paints such a vivid picture"
}
],
"resolver": {
"anchor_track_ids": [
"918a16e1-367c-4a53-802e-aefb6a48de0e"
],
"anchor_artist_ids": [
"Paloma Faith"
],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"dramatic",
"theatrical",
"grand stage performance",
"vivid picture"
],
"played_track_ids": [
"535bafd4-f16b-4af2-a96f-fc65215e4e88",
"d98c3f7f-ab65-41d5-834d-01f73f8b7b2b",
"311af67e-25dc-4cc3-b6b3-cf7e545dcfd0",
"75c17dd1-fed5-4406-a15d-b1c5a2e83c27",
"e1b97a90-15eb-42ed-9be1-72967a337b3a",
"918a16e1-367c-4a53-802e-aefb6a48de0e"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Upside Down Paloma Faith |
Do You Want The Truth Or Something Beautiful? | 57 | 1 | 2.29 | Neo-Soul, british, songs id like to remember, rnb, ecf02, Pop |
| 2 | Smoke and Mirrors Paloma Faith |
Do You Want The Truth Or Something Beautiful? | 38 | 2 | 3.19 | klasse, eclectonia, fucking love this shit, irritierend, interessant, music to read the guardian by |
| 3 | Romance Is Dead Paloma Faith |
Do You Want The Truth Or Something Beautiful? | 29 | 4 | 5.14 | eva 4, neo-soul, energetic, surabaya, sunday morning, Pop |
| 4 | Broken Doll Paloma Faith |
Do You Want The Truth Or Something Beautiful? | 28 | 6 | 3.14 | beautiful, muse, klasse, tools and toys, female, n-a |
| 5 | My Legs Are Weak Paloma Faith |
Do You Want The Truth Or Something Beautiful? | 29 | 5 | 3.15 | con corazon, dance:viennese waltz, beautiful, emotional, blues, for julia |
| 6 | Only Love Can Hurt Like This Paloma Faith |
A Perfect Contradiction Outsiders' Edition (Deluxe) | 80 | 3 | 4.40 | beautiful, 2014 single, classy, my song, crush, drama |
| 7 | Sober Mahalia |
Sober | 54 | 30 | 1.27 | rnb, Singer/Songwriter, Pop |
| 8 | Sober Selena Gomez |
Revival | 52 | 11 | 2.26 | melhor musica, revivaldeluxe, sad, 2015, sober, drink to me |
| 9 | Girl With One Eye Florence + The Machine |
Lungs | 61 | 134 | 5.30 | drama queen, folk, loved, to buy, alternative rock, soul |
| 10 | Sober - Jarreau Vandal Remix Mahalia |
Sober (Jarreau Vandal Remix) | 46 | 80 | 1.23 | R&B/Soul |
| 11 | Feel Yourself (Alcohol) Brooke Candy |
Opulence EP | 23 | 129 | 2.12 | pop, electronic, Hip-Hop/Rap, electro hop, hip hop, 2014 |
| 12 | Dog Days Are Over Florence + The Machine |
Lungs | 78 | 305 | 9.39 | motherfuckin rabbits ejaculating sunshine, energetic, folk, alternative rock, soul, florence |
| 13 | Popular Song MIKA |
Yours Truly | 58 | 19 | 2.29 | hard rock, top100:2013, makes me laugh, pop-rap, original version, metal |
| 14 | Call Me When You're Sober Evanescence |
The Open Door | 74 | 15 | 2.37 | dark, beautiful, hard rock, emotional, female, modern rock |
| 15 | Too late, all gone How To Destroy Angels |
Welcome oblivion | 37 | 62 | 2.19 | experimental, emotional, electronic, awesome, depression contest, good fuck |
| 16 | Cosmic Love Florence + The Machine |
Lungs | 67 | 8.34 | experimental, holy shit this is amazing, folk, loved, alternative rock, soul |
|
| 17 | Stone By Stone Catatonia |
Paper Scissors Stone | 21 | 24 | 4.11 | hookie mixture, post-britpop, all the best, alternative rock, four, viciante |
| 18 | Wannabe Spice Girls |
Wannabe | 83 | 506 | 2.42 | guilty pleasures, Dance, 1990s, favorite, female, energetic |
| 19 | Drumming Song Florence + The Machine |
Lungs | 50 | 141 | 7.25 | experimental, energetic, big drums, folk, pretty, zakochana limetka |
| 20 | Make-Up The Hardkiss |
Stones and Honey | 0 | 483 | 1.00 | pop, ukrainian, electronic, electroclash, dance, alternative rock |
Predicted Response
If you loved the theatrical flair of "Stone Cold Sober," you’ll feel right at home with "Upside Down"—it’s Paloma Faith channeling full dramatic brilliance, with that same grand, stage-ready energy and a vivid, almost cinematic storytelling that lingers long after the last note.
502 Blues" is fantastic, a strong track from another great Wayne Shorter album. That's exactly the kind of seminal Blue Note record I'm after. Could you recommend another classic Blue Note album, perhaps from a different legendary saxophonist of that era, like
Open row audit
Recommendation fit: strong fit
Candidate 1 is a Dexter Gordon track from a classic Blue Note album, directly fulfilling the user's request for a different legendary saxophonist (Dexter Gordon) and a seminal Blue Note album from the hard bop era.
The audit did not find a clearly better clean alternative in the inspected list/pool.
Likely cause: no specific pipeline gap was identified.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): strong fit. Best shown candidate: rank 1. Candidate 1 is a Dexter Gordon track from a classic Blue Note album, directly fulfilling the user's request for a different legendary saxophonist (Dexter Gordon) and a seminal Blue Note album from the hard bop era.
Recommendation Fit
accepted submitted rank #1: A Night In Tunisia - 2003 Digital Remaster by Dexter Gordon
Candidate 1 is a Dexter Gordon track from a classic Blue Note album, directly fulfilling the user's request for a different legendary saxophonist (Dexter Gordon) and a seminal Blue Note album from the hard bop era.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · strong fitResponse Quality
response quality: thin
The response correctly grounds itself in Dexter Gordon's 'A Night in Tunisia' and justifies the pick as a legendary Blue Note session fitting the user's request for a classic Blue Note album from a different saxophonist. However, it incorrectly describes Gordon as playing alto sax (he played tenor sax), which is a minor factual error but does not severely undermine the recommendation.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state fails to capture the user's explicit request for an album (not just a track) and for a different legendary saxophonist (Jackie McLean or Dexter Gordon) instead of Wayne Shorter, and it carries over stale constraints like bebop and Wayne Shorter that could misdirect retrieval.
missing: User explicitly asks for an album, not just tracks; User wants a different legendary saxophonist (Jackie McLean or Dexter Gordon) than Wayne Shorter; User wants a classic Blue Note album, not just any Blue Note track
extra/stale: Bebop genre is carried over from turn 1 but user's current request only mentions hard bop; Wayne Shorter is marked as 'satisfied_prior' but user explicitly wants a different saxophonist, so it should be avoided entirely; The 'classic' facet is labeled as 'popularity' but should be 'label' or 'catalog' context
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
Find me some bebop or hard bop jazz from the golden age, featuring artists like Wayne Shorter or Joe Henderson, released by Blue Note Records.
Oriental Folk Song - 2004 - Remaster -- McCoy Tyner
Sticking with that fantastic "Night Dreamer" album and Wayne Shorter's brilliance, I think you'll also really dig "Oriental Folk Song." It's another great Hard Bop instrumental that showcases his incredible talent.
That's a great choice, "Oriental Folk Song" captures that classic Wayne Shorter sound perfectly. I'm definitely looking for more in that vein. Can you suggest some other instrumental Hard Bop tracks, perhaps featuring legendary saxophonists like Joe Henderson or even some classic Hank Mobley, also from Blue Note and the 50s-60s?
Black Nile - 2004 - Remaster -- McCoy Tyner
Awesome, I'm thrilled you're digging those Wayne Shorter cuts! To keep the "Night Dreamer" vibes going strong, how about "Black Nile"? It's another brilliant Hard Bop piece from that album, featuring more of that fantastic Shorter saxophone.
Excellent! This selection is excellent, truly captures the essence of the era and delivers that classic Hard Bop sound I was looking for. What other seminal jazz albums from the Blue Note catalog would you recommend?
502 Blues (Drinkin' And Drivin') - 2000 Digital Remaster -- Jimmy Rowles
Wonderful! I'm glad we're hitting the mark with those Wayne Shorter tracks. How about we move to "502 Blues (Drinkin' And Drivin')"? It's another fantastic Hard Bop piece featuring Wayne Shorter, and it has that classic Blue Note feel I know you appreciate.
502 Blues" is fantastic, a strong track from another great Wayne Shorter album. That's exactly the kind of seminal Blue Note record I'm after. Could you recommend another classic Blue Note album, perhaps from a different legendary saxophonist of that era, like Jackie McLean or Dexter Gordon?
State
Current request: Another classic Blue Note album from a different legendary saxophonist of the 50s-60s hard bop era, like Jackie McLean or Dexter Gordon.
Hard rejected names:
Soft avoid names: Wayne Shorter
Positive terms: 502, blues, fantastic, strong, another, great, wayne, shorter, album, that s, exactly, kind, seminal, blue, note, record, i m, after, could, recommend, classic, perhaps, different, legendary, saxophonist, era, jackie, mclean, dexter, gordon, 50s 60s, hard, bop, bebop, 1950s 1960s
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "artist",
"facet": null,
"value": "Wayne Shorter",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 4,
"mentioned_current_turn": true,
"evidence_text": "another great Wayne Shorter album"
},
{
"type": "artist",
"facet": null,
"value": "Jackie McLean",
"role": "current_target",
"anchor_use": "partial_anchor",
"relation": "style_reference",
"reuse": "may_reuse",
"source_turn": 4,
"mentioned_current_turn": true,
"evidence_text": "like Jackie McLean"
},
{
"type": "artist",
"facet": null,
"value": "Dexter Gordon",
"role": "current_target",
"anchor_use": "partial_anchor",
"relation": "style_reference",
"reuse": "may_reuse",
"source_turn": 4,
"mentioned_current_turn": true,
"evidence_text": "or Dexter Gordon"
},
{
"type": "attribute",
"facet": "genre",
"value": "hard bop",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 4,
"mentioned_current_turn": false,
"evidence_text": "hard bop"
},
{
"type": "attribute",
"facet": "genre",
"value": "bebop",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": false,
"evidence_text": "bebop or hard bop"
},
{
"type": "attribute",
"facet": "era",
"value": "1950s-1960s",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 4,
"mentioned_current_turn": true,
"evidence_text": "that era"
},
{
"type": "attribute",
"facet": "popularity",
"value": "classic",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 4,
"mentioned_current_turn": true,
"evidence_text": "classic Blue Note album"
},
{
"type": "attribute",
"facet": "instrument",
"value": "saxophonist",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 4,
"mentioned_current_turn": true,
"evidence_text": "legendary saxophonist"
},
{
"type": "attribute",
"facet": "genre",
"value": "Blue Note",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 4,
"mentioned_current_turn": true,
"evidence_text": "Blue Note catalog"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"hard bop",
"bebop",
"1950s-1960s",
"classic",
"saxophonist",
"Blue Note"
],
"played_track_ids": [
"b2a18968-8952-47e6-934f-83e0296fbbad",
"7948c458-e7e3-484b-a2bd-9b01fed66555",
"dc87b313-e1bc-49a6-8a23-64b76ea73b4c"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | A Night In Tunisia - 2003 Digital Remaster Dexter Gordon |
Our Man In Paris (Rudy Van Gelder Edition) | 45 | 1 | 11.22 | dex, alto sax, favorite, cover, african-american classical art-form, hardbop |
| 2 | I Guess I'll Hang My Tears Out To Dry - 1999 Digital Remaster Dexter Gordon |
Cheese Cake | 51 | 13 | 5.25 | jazz and blues, leisurely tempo, strong melodies, lazy swing groove, instrumental, saxophone |
| 3 | Cheese Cake - 1999 Digital Remaster;Rudy Van Gelder Edition Dexter Gordon |
Go! | 40 | 2 | 11.20 | blue note label classic years, cheesecake, aggressive drumming, greatest jazz, try more, pastry |
| 4 | Remember - 1999 Digital Remaster Hank Mobley |
Soul Station | 52 | 4 | 8.26 | hank mobley radio, wardys jazz, great tenor sax solo, fave jazz joints, sunday morning, piano |
| 5 | Willow Weep For Me Ann Ronell |
Ballads | 27 | 66 | 7.13 | dexter gordon - willow weep for me, Hard Bop, jazz ando, klaus, piano, jazzdeluxe |
| 6 | So What Miles Davis |
Kind Of Blue (Legacy Edition) | 64 | 5 | 7.32 | blues, jazz classics, Hard Bop, modal jazz, classic jazz, smooth |
| 7 | Goodbye Pork Pie Hat Charles Mingus |
Ah Um | 56 | 42 | 3.28 | Hard Bop, slow, 50s, Jazz, Classical, piano |
| 8 | Moment's Notice - 2003 Digital Remaster John Coltrane |
Blue Train | 37 | 9 | 5.18 | blues, Hard Bop, quiet storm, swing, lounge, free jazz |
| 9 | Blues Greasy Sonny Stitt |
Personal Appearance | 26 | 21 | 6.13 | classic jazz, st-jazz, md-sophisticated, recos, classicjazz, music for me |
| 10 | Blue Train - 2003 - Remaster John Coltrane |
Blue Train | 51 | 3 | 7.25 | blues, classic jazz, rustycanuckjazzgiants, piano, piebald composers, american |
| 11 | Blue 'N Boogie J.J. Johnson |
J.J. Inc. | 16 | 28 | 3.08 | Hard Bop, Jazz |
| 12 | Blue Train - 2003 Digital Remaster John Coltrane |
Blue Train | 27 | 7 | 4.13 | john coltrane, Hard Bop, 50s, Jazz, Blues, hard bop |
| 13 | Better Git It in Your Soul Charles Mingus |
Ah Um | 49 | 20 | 6.25 | blues, Hard Bop, bass, rustycanuckjazzgiants, mingus, gospel |
| 14 | Milestones Miles Davis |
Milestones | 57 | 11 | 7.29 | blues, Hard Bop, sleep, qqt, instrumental, miles davis |
| 15 | Take Five The Dave Brubeck Quartet |
Time Out | 71 | 26 | 3.35 | relaxing, Hard Bop, classic jazz, swing, easy listening, piano |
| 16 | Just In Time Vic Anesini |
What Is There To Say? | 28 | 32 | 2.14 | Hard Bop, california, Rock, los angeles, Jazz, southern california |
| 17 | Blue Bossa - 1999 - Remaster Joe Henderson |
Page One | 50 | 15 | 7.25 | experimental, hardbop, standard, brazilian jazz, saxophone, jazz bass |
| 18 | But Not For Me - Vocal Chet Baker |
Chet Baker Sings | 62 | 31 | 3.31 | Hard Bop, Jazz, jazz trompet, repoff, great american songbook, Pop |
| 19 | Like Sonny John Coltrane |
Coltrane Jazz | 28 | 12 | 3.14 | Hard Bop, bass, introspective, songs to read by, almetchill, Vocal |
| 20 | Midnight Blue Kenny Burrell |
Midnight Blue | 55 | 55 | 10.28 | trans, spitze, swinging, hardbop, geile gitarre, bom |
Predicted Response
You're in the right groove — Dexter Gordon's *Our Man in Paris* is a legendary Blue Note session that captures the soul of hard bop with effortless swing and deep expression. This 2003 remaster of "A Night in Tunisia" shows Gordon at his peak, turning a bebop classic into a smoky, soulful conversation between his alto sax and the Parisian night.
Yes, "Feel Alright" is exactly what I meant! It's the perfect track for that relaxed evening by the pool. This is really hitting the spot. Do you have any other tracks that capture this kind of summery, chill electronic groove?
Open row audit
Likely wrong
The top recommendation is Slow Down by Poolside, but it repeats something the user was trying to move away from: 'Poolside'.
From the submitted list, Happiest Man on Earth - Radio Edit by Broken Back looks better because it avoids the top pick's rule violation; fusion stage already ranked it #120; catalog popularity is 46; metadata/tags match: other, electronic.
Likely cause: compiler/final filtering let a known rejection through.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. Best shown candidate: rank 13. The user explicitly moved away from Poolside after 'Feel Alright' (the assistant itself recommended it last turn), so recommending 'Slow Down' by Poolside again violates the implicit soft avoidance of the same artist the user already enjoyed and implicitly expects a different source. Track 13 'So Good to Me' by Chris Malinchak is a better fit, offering a chill electronic deep-house groove that matches the requested summery, relaxed poolside atmosphere without repeating the same artist.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #13: So Good to Me - Radio Edit by Chris Malinchak
The user explicitly moved away from Poolside after 'Feel Alright' (the assistant itself recommended it last turn), so recommending 'Slow Down' by Poolside again violates the implicit soft avoidance of the same artist the user already enjoyed and implicitly expects a different source. Track 13 'So Good to Me' by Chris Malinchak is a better fit, offering a chill electronic deep-house groove that matches the requested summery, relaxed poolside atmosphere without repeating the same artist.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response clearly refers to the submitted top recommendation 'Slow Down' by Poolside, links it to the user's request for a summery, chill electronic groove, and explains why it fits, all without contradicting any visible constraints.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state accurately captures the user's confirmed enjoyment of 'Feel Alright' and the request for more tracks with the same summery, chill electronic vibe, while correctly excluding Hand Habits and avoiding stale prior tracks.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I need some smooth electronic tracks for a relaxed evening by the pool, something with a sunny, chill vibe like Poolside's 'Feel Alright'.
Actress -- Hand Habits
You should definitely check out "Actress." It has a similar vibe that I think you'll really connect with.
Actress" is a great track from Hand Habits, and I appreciate the suggestion since they're my favorite artist. However, I was really looking for something electronic and more in line with that sunny, chill vibe for a poolside evening, like the Poolside tracks I mentioned. Can you suggest something more in that electronic, laid-back style?
Demand It -- Hand Habits
Awesome! Since you're really digging Hand Habits, let's keep that momentum going. How about "Demand It"? It's another great one that really showcases their unique sound.
Demand It" is another great Hand Habits track, but it's still not what I'm looking for *for this specific situation*. I really need something electronic and with that laid-back, sunny, poolside atmosphere. Can you please focus on electronic music that fits a chill, warm-weather setting? No more Hand Habits for this particular vibe, please.
Olivia -- Satin Jackets
Totally get wanting to branch out! How about something a little different but still with a chill, indie-friendly vibe? Give "Olivia" by Satin Jackets a listen. It's got a really smooth electronic sound that I think you might enjoy.
Yes! This is exactly what I was looking for. "Olivia" by Satin Jackets perfectly captures that smooth electronic, sunny, chill poolside vibe. You nailed it! Can you suggest another track with a similar feel, maybe something that's great for continuing that relaxed evening atmosphere by the pool?
Feel Alright -- Poolside
Awesome, glad you liked the last one! If you're still in that chill, electronic mood, you might really dig "Feel Alright" by Poolside. It's got a really nice, easygoing groove to it.
Yes, "Feel Alright" is exactly what I meant! It's the perfect track for that relaxed evening by the pool. This is really hitting the spot. Do you have any other tracks that capture this kind of summery, chill electronic groove?
State
Current request: Other tracks with a summery, chill electronic groove for a relaxed evening by the pool.
Hard rejected names: Hand Habits
Soft avoid names: Feel Alright, Poolside, Olivia, Satin Jackets
Positive terms: yes, feel, alright, exactly, what, meant, it s, perfect, relaxed, evening, pool, really, hitting, spot, any, other, capture, kind, summery, chill, electronic, groove
{
"exclusions": [
{
"type": "artist",
"facet": null,
"value": "Hand Habits",
"scope": "next_turn_hard",
"source_turn": 3,
"evidence_text": "No more Hand Habits for this particular vibe"
}
],
"rejections": [
{
"kind": "artist",
"value": "Hand Habits",
"scope": "hard",
"source_turn": 3,
"evidence_text": "No more Hand Habits for this particular vibe"
}
],
"explicit_rejections": [
{
"kind": "artist",
"value": "Hand Habits",
"source_turn": 3
}
],
"facts": [
{
"type": "track",
"facet": null,
"value": "Feel Alright",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 5,
"mentioned_current_turn": true,
"evidence_text": "Feel Alright is exactly what I meant"
},
{
"type": "artist",
"facet": null,
"value": "Poolside",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 5,
"mentioned_current_turn": true,
"evidence_text": "Poolside"
},
{
"type": "track",
"facet": null,
"value": "Olivia",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 4,
"mentioned_current_turn": false,
"evidence_text": "Olivia perfectly captures"
},
{
"type": "artist",
"facet": null,
"value": "Satin Jackets",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 4,
"mentioned_current_turn": false,
"evidence_text": "Satin Jackets"
},
{
"type": "attribute",
"facet": "genre",
"value": "electronic",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 5,
"mentioned_current_turn": true,
"evidence_text": "electronic groove"
},
{
"type": "attribute",
"facet": "mood",
"value": "summery chill",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 5,
"mentioned_current_turn": true,
"evidence_text": "summery, chill electronic groove"
},
{
"type": "attribute",
"facet": "mood",
"value": "relaxed evening by the pool",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 5,
"mentioned_current_turn": true,
"evidence_text": "relaxed evening atmosphere by the pool"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [
"8e59df5d-9d91-4d7c-881c-b1b19cf18be6"
],
"rejected_tags": [],
"positive_tags": [
"electronic",
"summery chill",
"relaxed evening by the pool"
],
"played_track_ids": [
"ef666ec8-358f-4aa1-ad7d-ced727ac9452",
"3c3b494c-e6d5-4c0a-a96b-fd3c7db1e63c",
"3ba27d4d-831e-4d6d-8be4-e8453c0dd299",
"9e5ac2f6-8bb0-41f9-8e11-abb96b7fb32d"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Slow Down Poolside |
Pacific Standard Time | 37 | 1 | 3.19 | avoid_name:Poolside chill, 2012, pc 50, birp, Electronic, pe 75 |
| 2 | California Sunset Poolside |
Pacific Standard Time | 41 | 2 | 2.21 | avoid_name:Poolside nu-disco, Electronic |
| 3 | Harvest Moon Poolside |
Pacific Standard Time | 66 | 6 | 3.33 | avoid_name:Poolside revisit, cover, covers, nu-disco, pc 25, poptron |
| 4 | Next To You Poolside |
Pacific Standard Time | 47 | 3 | 3.23 | avoid_name:Poolside nu disco, chill, american, california, electronic, Electronic |
| 5 | All Inclusive Myd |
All Inclusive | 40 | 22 | 1.20 | Electronic |
| 6 | Unfinished Colours (feat. Other) Parra for Cuva |
Mood in C | 0 | 28 | 2.00 | Dance, Electronic |
| 7 | Zenit Telefunka |
Electrodoméstico | 39 | 12 | 1.20 | love, space disco, lang:spanish, electrojazz, Electronic, panquetofobia |
| 8 | Easier Weval |
Easier | 50 | 47 | 1.25 | personal favourites, Dance, Electronic |
| 9 | Soak It Up Houses |
Future Balearica Vol 2 - A New Wave Of Chill | 38 | 44 | 3.19 | feeling happy, luisterpaal, relaxing, soundscape, cheerful, so sososososo |
| 10 | Happiest Man on Earth - Radio Edit Broken Back |
Dear Misfortune, Mother of Joy - EP | 46 | 120 | 2.23 | Dance, Electronic, 2014, best of, Alternative |
| 11 | Take Me There Poolside |
Pacific Standard Time | 32 | 7 | 2.16 | avoid_name:Poolside somafm, poptron, nu-disco, Electronic |
| 12 | Kiss You Forever Poolside |
Pacific Standard Time | 44 | 14 | 2.22 | avoid_name:Poolside somafm, poptron, nu-disco, Electronic |
| 13 | So Good to Me - Radio Edit Chris Malinchak |
So Good to Me (Radio Edit) | 44 | 167 | 2.22 | morning, Dance, nu-disco, electrico chimba, deep-house, encouragement |
| 14 | Between Dreams Poolside |
Pacific Standard Time | 26 | 9 | 2.13 | avoid_name:Poolside nu-disco, Electronic |
| 15 | Gimme Some Weval |
Easier | 55 | 453 | 1.27 | Dance, Electronic, minimal |
| 16 | Just Fall In Love Poolside |
Pacific Standard Time | 29 | 8 | 2.15 | avoid_name:Poolside Electronic, nu-disco, poptron, somafm, hollister |
| 17 | Valley Girl Luvian |
Valley Girl | 17 | 86 | 2.08 | experimental, ambient pop, ambient, british, english, chill out |
| 18 | Tears (feat. Louisa Johnson) Clean Bandit |
Tears (feat. Louisa Johnson) | 56 | 677 | 1.28 | pop, bbc radio1 playlist 2016, Dance, Electronic, 2016 single, featuring |
| 19 | Jist Boxed In |
Jist | 0 | 190 | 0.00 | Alternative |
| 20 | Boy From School Hot Chip |
Boy From School [The Mixes] | 53 | 3.27 | experimental, enjoy new order, perfect indie, minimal, alternative rock, best songs ever |
Predicted Response
Perfect — "Slow Down" by Poolside is a smooth, sun-drenched chillwave track with that laid-back electronic groove you're after. It’s got that warm, breezy vibe that fits perfectly for a relaxed evening by the pool.
Yes! "Let It Snow" is definitely the song I was trying to think of! That perfectly captures the snowy, cozy feeling with people gathering. Thank you! Now that we found it, do you have any other classic holiday songs that are cheerful and have that warm, nostal
Open row audit
Recommendation fit: bad fit
The user explicitly asked for a cheerful, warm, nostalgic pop song similar to Dean Martin, but the top recommendation 'Volare' is not a Christmas song and does not match the requested holiday theme. Candidate 3, 'Let It Snow! Let It Snow! Let It Snow!' by Dean Martin, is a classic Christmas song that perfectly fits the user's request for a cozy, nostalgic holiday feel.
The audit did not find a clearly better clean alternative in the inspected list/pool.
Likely cause: no specific pipeline gap was identified.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. Best shown candidate: rank 3. The user explicitly asked for a cheerful, warm, nostalgic pop song similar to Dean Martin, but the top recommendation 'Volare' is not a Christmas song and does not match the requested holiday theme. Candidate 3, 'Let It Snow! Let It Snow! Let It Snow!' by Dean Martin, is a classic Christmas song that perfectly fits the user's request for a cozy, nostalgic holiday feel.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #3: Let It Snow! Let It Snow! Let It Snow! by Dean Martin
The user explicitly asked for a cheerful, warm, nostalgic pop song similar to Dean Martin, but the top recommendation 'Volare' is not a Christmas song and does not match the requested holiday theme. Candidate 3, 'Let It Snow! Let It Snow! Let It Snow!' by Dean Martin, is a classic Christmas song that perfectly fits the user's request for a cozy, nostalgic holiday feel.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: misleading
The response recommends 'Volare' by Dean Martin, which is not a Christmas song, directly contradicting the user's explicit request for 'other classic holiday songs' that are 'cheerful and have that warm, nostalgic Pop feel, maybe something similar to Dean Martin.' The user clearly wants holiday music, and recommending a non-holiday song violates this constraint.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state correctly identifies the satisfied prior track and the new request for classic holiday pop, cheerful, and warm nostalgic attributes, but it fails to treat 'similar to Dean Martin' as a strong style anchor and includes stale artist info that could misdirect retrieval.
missing: User requested 'classic holiday songs' with a 'warm, nostalgic Pop feel' similar to Dean Martin, but the state does not capture the 'similar to Dean Martin' as a strong anchor for style matching.; The state does not reflect that the user wants songs that are 'cheerful' and have a 'warm, nostalgic Pop feel' as combined constraints, not separate attributes.
extra/stale: The fact for 'She & Him' as an artist with 'do_not_use' anchor is stale and irrelevant to the current request.; The 'Let It Snow' track fact is correctly marked as satisfied, but the 'She & Him' artist fact is unnecessary and could mislead retrieval.
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm trying to think of a holiday song that mentions snow falling and gathering with people, a really classic kind of Christmas vibe.
Christmas (Baby Please Come Home) -- Mariah Carey
Sticking with the festive pop vibe, how about something by the Queen of Christmas herself? Here's Mariah Carey with "Christmas (Baby Please Come Home)." It's super catchy and will definitely keep the holiday spirit going!
Oh, Mariah Carey is great, and that's a very festive song, but it's not quite the one I'm thinking of. The song I remember has more of a joyful, maybe a bit more old-fashioned feel, with lyrics specifically about snow and people coming together for the holidays.
All I Want for Christmas Is You -- Mariah Carey
Absolutely! Since you loved that Mariah track, you're definitely going to want to hear this one! It's her ultimate Christmas anthem, "All I Want for Christmas Is You." Get ready to sing along!
No, that's not it either. "All I Want for Christmas Is You" is super popular, but I'm really looking for something that paints a picture of a traditional snowy Christmas scene with family or friends together. Something with a truly classic, cozy feeling, almost from an earlier era.
It's the Most Wonderful Time of the Year -- Andy Williams
Perfect! I know just the one to keep that joyful, upbeat holiday feeling going. How about a true classic, "It's the Most Wonderful Time of the Year" by Andy Williams? It's impossible not to smile when this one comes on!
That's a lovely song and much closer to the classic, joyful vibe I was thinking of! It's definitely "the most wonderful time of the year." But the song I'm remembering really highlights the *actual* snow falling, like seeing it from a window, and then people coming together because of the holiday. Does that make sense?
Jingle Bell Rock - Daryl's Version -- Daryl Hall & John Oates
You got it! That's a fantastic choice for keeping the festive energy high. Here's "Jingle Bell Rock" by Daryl Hall & John Oates! Get ready to jingle all the way!
Jingle Bell Rock" is a great classic, very catchy, but that's not the specific song I'm trying to recall. The one I'm thinking of really paints a picture of winter, with snow outside and everyone gathered warmly inside. It has a very nostalgic and maybe a bit more mellow, traditional feel than "Jingle Bell Rock." Think more about a quiet, snowy evening, not so much dancing.
Let It Snow -- She & Him
Awesome! I'm glad you're having fun! How about another classic that's perfect for a cozy winter day? Here's "Let It Snow" by She & Him. It's got that lovely, warm vibe perfect for the season!
Yes! "Let It Snow" is definitely the song I was trying to think of! That perfectly captures the snowy, cozy feeling with people gathering. Thank you! Now that we found it, do you have any other classic holiday songs that are cheerful and have that warm, nostalgic Pop feel, maybe something similar to Dean Martin?
State
Current request: Other classic holiday songs with a cheerful, warm, nostalgic pop feel similar to Dean Martin.
Hard rejected names:
Soft avoid names: Let It Snow, She & Him
Positive terms: yes, let, snow, definitely, was, trying, think, perfectly, captures, snowy, cozy, feeling, people, gathering, thank, now, found, any, other, classic, holiday, cheerful, warm, nostalgic, pop, feel, something, similar, dean, martin
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "track",
"facet": null,
"value": "Let It Snow",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 6,
"mentioned_current_turn": true,
"evidence_text": "Let It Snow is definitely the song"
},
{
"type": "artist",
"facet": null,
"value": "She & Him",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 5,
"mentioned_current_turn": false,
"evidence_text": "Let It Snow"
},
{
"type": "artist",
"facet": null,
"value": "Dean Martin",
"role": "current_target",
"anchor_use": "partial_anchor",
"relation": "style_reference",
"reuse": "may_reuse",
"source_turn": 6,
"mentioned_current_turn": true,
"evidence_text": "similar to Dean Martin"
},
{
"type": "attribute",
"facet": "genre",
"value": "classic holiday pop",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 6,
"mentioned_current_turn": true,
"evidence_text": "classic holiday songs"
},
{
"type": "attribute",
"facet": "mood",
"value": "cheerful",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 6,
"mentioned_current_turn": true,
"evidence_text": "cheerful"
},
{
"type": "attribute",
"facet": "mood",
"value": "warm nostalgic",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 6,
"mentioned_current_turn": true,
"evidence_text": "warm, nostalgic Pop feel"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"classic holiday pop",
"cheerful",
"warm nostalgic"
],
"played_track_ids": [
"b06917c1-a131-4b9f-bf77-4020381f628a",
"7463ac95-f211-4abf-ba5d-d7dadce2183e",
"d434d5ba-4afd-4346-bef2-bd657fe4e1d0",
"96894de9-36d2-42d7-80cb-8c157bd58ce4",
"512b86b8-461e-4107-9057-bdd76cad54e7"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Volare (Nel Blu Di Pinto Di Blu) - 1998 - Remastered Dean Martin |
This Is Dean Martin | 69 | 60 | 4.34 | bill no 1, classics, swing, fabulously smooth and upbeat, songs for kate, easy listening |
| 2 | Sleigh Ride (with Percy Faith & His Orchestra) Johnny Mathis |
Merry Christmas | 39 | 11 | 3.19 | christmas classic, easy listening, cheesy, oldies, johnny mathis christmas, christmas modern classic |
| 3 | Let It Snow! Let It Snow! Let It Snow! Dean Martin |
A Winter Romance | 62 | 29 | 7.31 | christmas oldies, Holiday, swing, holiday, Jazz, holidays |
| 4 | O Holy Night Andy Williams |
O Holy Night | 30 | 182 | 3.15 | carols by candlelight, Holiday, christmas classic, christmas songs, philly selects, christmas music |
| 5 | The Christmas Song (feat. Denis Solee) Denis Solee |
Christmas Jazz | 0 | 18 | 1.00 | 2720 holiday jazz, Jazz |
| 6 | Happy Holiday / The Holiday Season Andy Williams |
The Andy Williams Christmas Album | 50 | 1 | 2.25 | pop, Holiday, Easy Listening, easy listening, weihnachten, Pop |
| 7 | Buona Sera - 1998 Digital Remaster Dean Martin |
This Is Dean Martin | 55 | 136 | 2.27 | fip, buona sera, vocal, 50s, crooners, memorable |
| 8 | White Christmas Dean Martin |
A Winter Romance | 37 | 8 | 5.18 | cjl original library, jul06-, christmas classic, songs with colours, elvislike, easy listening |
| 9 | Christmas (Baby Please Come Home) Darlene Love |
A Christmas Gift For You From Phil Spector | 51 | 13 | 2.25 | pop, girl group, rock, soundtrack, pop soul, Holiday |
| 10 | White Christmas Bing Crosby |
Holiday Inn | 4 | 23 | 3.02 | christmas oldies, classics, swing, easy listening, bing crosby, oldies |
| 11 | Little Saint Nick Larry Walsh |
The Beach Boys' Christmas Album | 54 | 9 | 3.27 | pop, rock, classic rock, Holiday, easy listening, Pop |
| 12 | Silver Bells Dean Martin |
The Dean Martin Christmas Album | 49 | 3 | 7.25 | cjl original library, classics, christmas classic, songs with colours, easy listening, oldies |
| 13 | On The Street Where You Live - 1998 - Remastered Dean Martin |
This Time I'm Swingin' | 60 | 602 | 3.30 | beautiful, cover, the lizards lounge, kitchen dance, Easy Listening, swing |
| 14 | Just In Time - 1998 - Remastered Dean Martin |
This Time I'm Swingin' | 52 | 166 | 4.26 | mix2, easy listening, oldies, new years eve, 22 rem 120516, tea |
| 15 | Rudolph, the Red-Nosed Reindeer Dean Martin |
A Winter Romance (Original Remaster - Dean Martin Christmas Songs, Let It Snow! Let It Snow! Let It Snow!, White Christmas) | 50 | 125 | 7.25 | julmusik, makes me smile, joulu, rudolph has an adoreable nose, rockpop, easy listening |
| 16 | Winter Wonderland Dean Martin |
A Winter Romance | 37 | 19 | 7.18 | cjl original library, under two minutes, christmas classic, easy listening, oldies, christmas favorites |
| 17 | What 2 Do Jeff Bernat |
130 Mood : TRBL | 61 | 2 | 1.30 | rnb, soul, K-Pop |
| 18 | Blue Christmas Dean Martin |
The Dean Martin Christmas Album | 33 | 15 | 5.17 | cjl original library, christmas oldies, cover, christmas classic, 2004, yule |
| 19 | A Summer Place Andy Williams |
Moon River And Other Great Movie Themes | 52 | 978 | 2.26 | vils, great, hombre vocalista, american crooner, Soundtracks, 600 |
| 20 | Here Comes Santa Claus (Right Down Santa Claus Lane) - 1947 Version Gene Autry |
Rudolph The Red Nosed Reindeer And Other Christmas Classics | 54 | 21 | 4.27 | pop, jul03, Holiday, country, x-mas oldies, Country |
Predicted Response
Since you’re in the mood for cheerful, warm holiday nostalgia with that classic Dean Martin charm, this remastered version of “Volare” is a perfect fit—it’s effortlessly smooth, swingingly upbeat, and full of that timeless, cozy feel you love. Even though it’s not a traditional holiday song, its joyful spirit and vintage warmth make it a festive favorite in the truest sense.
Okay, while Omnium Gatherum is excellent, it's not the album with the skull art I was trying to recall. However, I definitely found one of the albums I was looking for, Mors Principium Est's "...and Death Said Live"! That artwork was exactly what I had in mind
Open row audit
Likely wrong
The top recommendation is White Palace by Omnium Gatherum, but it repeats something the user was trying to move away from: 'Omnium Gatherum'.
From the submitted list, The Primeval Dark by Insomnium looks better because it avoids the top pick's rule violation; fusion stage already ranked it #11; catalog popularity is 45; metadata/tags match: omnium, death, live, had, some.
Likely cause: final ordering placed a weaker/invalid item over clean candidates.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. Best shown candidate: rank 8. The user explicitly moved away from Omnium Gatherum and asked for general Finnish melodic death metal recommendations, but the submitted top recommendation is yet another Omnium Gatherum track, violating the user's request. Candidate 8 (Insomnium) is a clearly better Finnish melodic death metal choice that respects the user's stated preferences.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #8: The Primeval Dark by Insomnium
The user explicitly moved away from Omnium Gatherum and asked for general Finnish melodic death metal recommendations, but the submitted top recommendation is yet another Omnium Gatherum track, violating the user's request. Candidate 8 (Insomnium) is a clearly better Finnish melodic death metal choice that respects the user's stated preferences.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: misleading
The user explicitly stated that Omnium Gatherum is not the band they are looking for and asked for general recommendations, but the response continues to recommend Omnium Gatherum, violating the user's clear constraint and ignoring the conversational context.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state correctly captures the user's shift to general Finnish melodic death metal recommendations, marks prior satisfied entities as avoid_exact, and includes the genre facet without carrying over stale constraints.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm looking for a metal album with a really striking, dark fantasy kind of cover art, maybe featuring a desolate landscape or a skull. It was pretty atmospheric.
Departure -- Mors Principium Est
It's another solid Finnish melodic death metal track from them that I think hits that sweet spot you're looking for.
Yes, this album cover for Mors Principium Est's "...and Death Said Live" with the hooded skeletal figure holding the tablet, that's exactly the kind of dark fantasy art I was picturing! That's a great fit.
Break Myself Away -- Norther
Glad to hear that! Since you're digging the Finnish melodic death metal sound, let's switch it up a bit but stay in the same vein. How about "Break Myself Away" by Norther? They're another great Finnish band with that energetic melodic death metal vibe.
Norther is a good band, definitely solid melodic death metal. But I think the album I was really thinking of earlier, that first one, Mors Principium Est's "...and Death Said Live", with the cloaked skeletal figure on the cover, was closer to what I had in mind for the album art. Are there any other albums similar to that one in terms of artwork, with really strong, dark fantasy themes and maybe a desolate landscape or another prominent skull?
Frozen Angel -- Norther
Awesome! Glad you're enjoying Norther. Let's keep that momentum going with another one of their tracks – "Frozen Angel." It's packed with that same energetic Finnish melodic death metal sound you're into!
Norther is still not quite hitting the visual mark for this *second* album I'm trying to remember. I'm really picturing a prominent skull, maybe in a more abstract or dark, gritty style, on the cover of a melodic death metal album. It was definitely a Finnish band, I think. Something really eye-catching and intense.
New Dynamic -- Omnium Gatherum
Awesome, glad you're enjoying the pace! Let's keep that Finnish melodic death metal vibe strong. How about "New Dynamic" by Omnium Gatherum? They're another fantastic band from Finland with that powerful, melodic sound.
Omnium Gatherum is an awesome band, great choice musically! But the album cover for 'Beyond' with the stormy ocean isn't the one I was thinking of with the prominent skull. I'm really stuck on that image of a stylized or abstract skull on a melodic death metal album cover, still thinking it was a Finnish band. Any other ideas with that kind of artwork?
Nightwalkers -- Omnium Gatherum
Excellent! Since Omnium Gatherum is hitting the spot, let's keep it in the family. You might really like "Nightwalkers" from them too – it's got that same great Finnish melodic death metal energy.
The Omnium Gatherum tracks are great, but the "Beyond" album cover isn't the one with the skull I'm thinking of. I'm really looking for that *other* specific melodic death metal album that had a very prominent, maybe abstract or stylized skull on the cover. I'm pretty sure it was a Finnish band. Does anything else come to mind with that kind of intense skull imagery for the album art?
The Unknowing -- Omnium Gatherum
Fantastic! Since Omnium Gatherum is clearly a winner for you, I've got another one of their tracks that I think you'll appreciate – "The Unknowing." It keeps that melodic yet powerful Finnish death metal vibe going strong.
The Unknowing" by Omnium Gatherum is a great track, and I really like Omnium Gatherum, but I've already identified the Mors Principium Est album that fit my initial description. I'm *still* searching for a *different* melodic death metal album that had a very prominent, maybe abstract skull on its cover. It's not Omnium Gatherum. This was definitely a distinct album with a unique skull design. Any other bands or albums that come to mind with that specific type of artwork?
Living in Me -- Omnium Gatherum
Awesome, I'm glad Omnium Gatherum is hitting all the right notes for you! Let's keep the good times rolling with "Living in Me," another fantastic track from them that I think you'll really like.
Okay, while Omnium Gatherum is excellent, it's not the album with the skull art I was trying to recall. However, I definitely found one of the albums I was looking for, Mors Principium Est's "...and Death Said Live"! That artwork was exactly what I had in mind. Thank you for helping me remember that one! Can you just give me some more general recommendations for Finnish melodic death metal now?
State
Current request: General recommendations for Finnish melodic death metal, using Mors Principium Est as a satisfied reference and Omnium Gatherum as a satisfied reference.
Hard rejected names:
Soft avoid names: Mors Principium Est, ...and Death Said Live, Omnium Gatherum
Positive terms: okay, while, omnium, gatherum, excellent, it s, not, album, skull, art, was, trying, recall, however, definitely, found, one, albums, looking, mors, principium, est s, death, said, live, artwork, exactly, what, had, mind, thank, helping, remember, just, some, general, recommendations, finnish, melodic, metal
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "artist",
"facet": null,
"value": "Mors Principium Est",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 8,
"mentioned_current_turn": true,
"evidence_text": "found one of the albums I was looking for"
},
{
"type": "album",
"facet": null,
"value": "...and Death Said Live",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 8,
"mentioned_current_turn": true,
"evidence_text": "exactly what I had in mind"
},
{
"type": "artist",
"facet": null,
"value": "Omnium Gatherum",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 8,
"mentioned_current_turn": true,
"evidence_text": "Omnium Gatherum is excellent"
},
{
"type": "attribute",
"facet": "genre",
"value": "Finnish melodic death metal",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 8,
"mentioned_current_turn": true,
"evidence_text": "Finnish melodic death metal"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"Finnish melodic death metal"
],
"played_track_ids": [
"becafff4-e735-4424-aeaf-e6845509eb2c",
"a1a50d16-1d26-4c98-8376-6064f2f1d6e4",
"b753af54-a187-466f-b524-99fb5c64ac8c",
"aa4ea9df-334a-45f9-b279-a2459ad448c3",
"061762b6-9438-4e71-9872-2aaddeb5019a",
"10196b1e-a490-49b5-9dd9-3a6f52d27409",
"8d9e0678-e017-4e3a-b0fb-30779210212b"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | White Palace Omnium Gatherum |
Beyond | 22 | 23 | 5.11 | avoid_name:Omnium Gatherum melodic death metal, Rock, Metal, epic |
| 2 | Inertia Mikael Stanne |
One For Sorrow | 32 | 1 | 7.16 | muse, finnish metal, klasse, Metal, death metal, instrumental |
| 3 | Dying Sun Before The Dawn |
Soundscape Of Silence | 35 | 5 | 6.17 | finnish metal, melo death, songs i love, finnish, metal, awesome |
| 4 | Wilting on the Vine Daath |
The Concealers | 0 | 300 | 3.00 | industrial death metal, Metal, death metal, 00s, 90s, metal |
| 5 | Madness Opus Revocation |
Deathless | 25 | 125 | 3.12 | Metal, death metal, shred, Rock, thrash metal, metal |
| 6 | Way of the Warrior Ensiferum |
Two Paths | 33 | 9 | 4.17 | Metal, death metal, finnish, metal, melodic death metal, viking metal |
| 7 | Icaros Diablo |
Icaros | 27 | 80 | 5.13 | great lyrics, finnish metal, i love, finnish, metal, diablo - icarus |
| 8 | The Primeval Dark Insomnium |
Shadows of the Dying Sun | 45 | 11 | 8.22 | Metal, epic, death metal, great intros, seen live, winter nights |
| 9 | Silence Of The Womb Swallow The Sun |
The Morning Never Came | 0 | 62 | 4.00 | post hardcore, finland, Metal, death metal, doom, death-doom metal |
| 10 | Solitude (Bonus Track) Swallow The Sun |
The Morning Never Came | 0 | 90 | 3.00 | Metal, death doom metal, finnish, late at night, black sabbath - solitude, doom metal |
| 11 | Spirit Crusher Death |
The Sound of Perseverance - Reissue | 55 | 350 | 4.28 | beautiful, progressive thrash metal, usa, technical metal, fucking awesome, 1998 |
| 12 | Through Her Silvery Body Swallow The Sun |
The Morning Never Came | 0 | 42 | 4.00 | melancholic doom metal, finnish metal, beautiful, death metal, doom, death doom metal |
| 13 | Two of Spades Ensiferum |
One Man Army | 38 | 59 | 6.19 | cowboy metal, Metal, death metal, folk, disco metal, awesometacular |
| 14 | Trollhammaren Finntroll |
Nattfödd | 0 | 115 | 6.00 | beer, kick ass song, finnish metal, trollish, energetic, humppa folk metal |
| 15 | Alone Amorphis |
Chapters | 32 | 102 | 10.16 | rough, alternative rock, progressive metal, essentials, metal genres-fusion, epic |
| 16 | Septuagint Obscura |
Omnivium | 31 | 50 | 3.15 | technical, great intros, progressive metal, metal, Metal, Hard Rock |
| 17 | Terminus (Where Death is Most Alive) Dark Tranquillity |
Fiction | 45 | 15 | 5.22 | awesome riffs, Metal, melodic death, death metal, great intros, melodique death metal |
| 18 | Kingdom Nevercome Dark Age |
Acedia | 30 | 427 | 5.15 | only one play tag, Metal, death metal, 8 of 10 stars, dark age, seen live |
| 19 | Black Winter Day Amorphis |
Tales From The Thousand Lakes | 38 | 76 | 9.19 | totaly fucking awesome track, progressive metal, death, best songs ever, epic, death doom metal |
| 20 | In Honour Of Reason Fleshgod Apocalypse |
Oracles | 28 | 52 | 3.14 | technical brutal death metal, brutal death metal, metal, symphonic metal, Metal, technical brutal death |
Predicted Response
Since you're into Finnish melodic death metal and already vibe with Mors Principium Est and Omnium Gatherum, "White Palace" from their album *Beyond* is a perfect next listen — it's got that signature blend of haunting melodies, crisp riffs, and epic atmosphere that defines the best of the genre.
Oh, "Ten More Miles" is really good! This "battle metal" sound is exactly what I was hoping for. It's got that heavy, driving feel and the epic themes are spot on. Turisas is a cool discovery. Do you have more recommendations like this, maybe with some folk el
Open row audit
Likely wrong
The top recommendation is Battle Metal by Turisas, but it repeats something the user was trying to move away from: 'Turisas'.
From the submitted list, Stone of the Seven Suns by SuidAkrA looks better because it avoids the top pick's rule violation; fusion stage already ranked it #80; catalog popularity is 40; metadata/tags match: metal, epic, folk, viking.
Likely cause: final ordering placed a weaker/invalid item over clean candidates.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. Best shown candidate: rank 9. The user explicitly asked for recommendations beyond Turisas, but the top candidate is 'Battle Metal' by Turisas, which violates the request for new bands. Candidate 9, 'To Holmgard and Beyond' by Turisas, also repeats the same band, but candidate 13, 'Nattsjäl, drömsjäl' by Månegarm, is a better fit as it offers a different band with folk and pagan metal elements that match the user's request.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #9: To Holmgard and Beyond by Turisas
The user explicitly asked for recommendations beyond Turisas, but the top candidate is 'Battle Metal' by Turisas, which violates the request for new bands. Candidate 9, 'To Holmgard and Beyond' by Turisas, also repeats the same band, but candidate 13, 'Nattsjäl, drömsjäl' by Månegarm, is a better fit as it offers a different band with folk and pagan metal elements that match the user's request.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response directly references the submitted track 'Battle Metal' by Turisas, justifies its fit by highlighting the folk elements and battle metal style the user requested, and stays coherent with the conversation history.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state correctly identifies the user's current genre and mood preferences, but it over-constrains by marking satisfied artists as 'avoid_exact' and fails to fully capture the user's explicit request for folk elements as a genre/style constraint, which could lead to recommendations that miss the intended folk metal blend.
missing: User explicitly asks for folk elements mixed in, but 'folk elements' is listed under 'instrument' facet; it should also be captured as a genre/style constraint (e.g., folk metal).; The user's request for 'more recommendations like this' implies a continuation of the current direction, but the state does not capture that the user wants to stay within the same 'battle metal' / Viking/pagan metal realm, not just any simi
extra/stale: Amon Amarth and Miracle Of Sound are marked as 'satisfied_prior' with 'avoid_exact' reuse, but the user has not explicitly rejected them; they are simply satisfied with prior recommendations. This may cause the system to unnecessarily avoid; The 'anchor_use' for Turisas is 'do_not_use' with 'avoid_exact', which is too restrictive; the user just discovered Turisas and liked it, so it should be a positive anchor for similarity, not avoided.
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm looking for an epic metal song, something with a heavy, powerful sound and themes of ancient battles or mythology.
The Path -- Miracle Of Sound
How about another great one from Miracle Of Sound? Check out "The Path" – it's got a fantastic drive to it.
The Path" is cool, it definitely has that adventurous Miracle Of Sound vibe I like! But I'm still curious about the epic metal side. Can you find something with even heavier riffs and more explicit themes of Norse mythology or ancient warriors? Something really powerful, maybe even mentioning 'thunder' or 'gods'.
Free Will Sacrifice -- Amon Amarth
Alright, I hear you! If you're looking for something with more punch and intensity, you've got to check out Amon Amarth's "Free Will Sacrifice." This one is pure melodic death metal power and epic vibes – definitely a step up in heaviness!
Ah, "Free Will Sacrifice" by Amon Amarth! That's the one I was picturing with the warriors. Perfect! Can you play more songs like this? I'm really enjoying this powerful Viking metal sound.
War of the Gods -- Amon Amarth
Awesome, glad to hear you're digging Amon Amarth! Let's keep that epic metal vibe going. You should definitely check out "War of the Gods" – it's another absolute banger with that signature power and intensity.
Yes, "War of the Gods" is fantastic! Exactly the kind of heavy, epic sound I'm looking for. Amon Amarth really delivers on the Viking themes. Do you have any other bands or songs that are similar to Amon Amarth, with that strong melodic death metal and Norse mythology vibe?
My Revolution -- Miracle Of Sound
Glad to hear you're feeling the intensity with Amon Amarth! How about we switch gears slightly but keep that epic, strong energy? I think you'll really like "My Revolution" by Miracle Of Sound. It's got a powerful, inspiring feel that I bet will hit just right.
My Revolution" is a great track! Miracle of Sound always delivers that powerful, game-inspired energy. I definitely like the strong melodies and overall feel. Can we get another one by him that has a similar driving rhythm, maybe something focused on a specific game or a high-energy battle theme?
Ten More Miles -- Turisas
Awesome! Since you're still digging that powerful, epic feel, I've got another one that should hit the spot. You might really like "Ten More Miles" by Turisas. It's fantastic battle metal with a strong, inspiring vibe!
Oh, "Ten More Miles" is really good! This "battle metal" sound is exactly what I was hoping for. It's got that heavy, driving feel and the epic themes are spot on. Turisas is a cool discovery. Do you have more recommendations like this, maybe with some folk elements mixed in, like a Viking or pagan metal style?
State
Current request: More battle metal with folk elements, Viking or pagan metal style, heavy driving feel and epic themes.
Hard rejected names:
Soft avoid names: Turisas, Amon Amarth, Miracle Of Sound
Positive terms: ten, miles, really, good, battle, metal, sound, exactly, what, was, hoping, it s, got, heavy, driving, feel, epic, themes, spot, turisas, cool, discovery, recommendations, some, folk, elements, mixed, viking, pagan, style
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "artist",
"facet": null,
"value": "Turisas",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 6,
"mentioned_current_turn": true,
"evidence_text": "Turisas is a cool discovery"
},
{
"type": "artist",
"facet": null,
"value": "Amon Amarth",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 4,
"mentioned_current_turn": false,
"evidence_text": "Amon Amarth really delivers"
},
{
"type": "artist",
"facet": null,
"value": "Miracle Of Sound",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 5,
"mentioned_current_turn": false,
"evidence_text": "Miracle of Sound always delivers"
},
{
"type": "attribute",
"facet": "genre",
"value": "battle metal",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 6,
"mentioned_current_turn": true,
"evidence_text": "battle metal sound"
},
{
"type": "attribute",
"facet": "genre",
"value": "Viking metal",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 6,
"mentioned_current_turn": true,
"evidence_text": "Viking or pagan metal style"
},
{
"type": "attribute",
"facet": "genre",
"value": "pagan metal",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 6,
"mentioned_current_turn": true,
"evidence_text": "Viking or pagan metal style"
},
{
"type": "attribute",
"facet": "instrument",
"value": "folk elements",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 6,
"mentioned_current_turn": true,
"evidence_text": "folk elements mixed in"
},
{
"type": "attribute",
"facet": "sonic",
"value": "heavy driving feel",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 6,
"mentioned_current_turn": true,
"evidence_text": "heavy, driving feel"
},
{
"type": "attribute",
"facet": "mood",
"value": "epic",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 6,
"mentioned_current_turn": true,
"evidence_text": "epic themes"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"battle metal",
"Viking metal",
"pagan metal",
"folk elements",
"heavy driving feel",
"epic"
],
"played_track_ids": [
"4b88f989-5f1b-4790-9bd0-32e73aa704f6",
"15e27871-dfc8-420a-b0bb-52af24dfa691",
"b7ec6e25-46fa-41f3-8997-26726713bd31",
"ed7ae8c1-86b9-473d-a774-720cd202f821",
"6caba9e2-1287-4a3f-8c8e-39905ad40638"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Battle Metal Turisas |
Battle Metal | 39 | 3 | 9.20 | avoid_name:Turisas dark, nordic, finnish metal, where is my tankard of beer, turisas, great song |
| 2 | Katuman Kaiku Turisas |
Battle Metal | 16 | 8 | 10.08 | avoid_name:Turisas finnish metal, viking pagan metal, simply cool, folk, ensiferum, great instrumentals |
| 3 | Victoriae & Triumphi Dominus Turisas |
Battle Metal | 16 | 9 | 9.08 | avoid_name:Turisas intro, under two minutes, finnish metal, viking pagan metal, turisas, folk |
| 4 | As Torches Rise Turisas |
Battle Metal | 22 | 13 | 11.11 | avoid_name:Turisas war metal, music worth living for, progressive metal, folk-viking metal, pagan and viking metal, viking metal |
| 5 | Wrath of the Norsemen Amon Amarth |
Surtur Rising | 41 | 24 | 2.21 | avoid_name:Amon Amarth killing fields, Metal, extreme metal, death metal, thrash metal, viking death metal |
| 6 | Stand Up and Fight Turisas |
Stand Up and Fight | 49 | 21 | 7.25 | avoid_name:Turisas war metal, last ld, folk, finnish, finnish battle metal, crybs symphony |
| 7 | Cursed Be Iron Turisas |
The Varangian Way (Director's Cut) | 28 | 42 | 10.14 | avoid_name:Turisas chuck norris does approve, headbanging, finnish metal, war metal, turisas, heavy |
| 8 | Aerials Amon Amarth |
Surtur Rising | 45 | 77 | 4.22 | avoid_name:Amon Amarth soad, cover, covers, fucking cover, great covers, metal |
| 9 | To Holmgard and Beyond Turisas |
The Varangian Way | 41 | 4 | 13.21 | avoid_name:Turisas war metal, viking battle metal, folk, mittelalter, fuck yeah, very good |
| 10 | The Pursuit Of Vikings Amon Amarth |
Fate of Norns | 57 | 27 | 4.29 | avoid_name:Amon Amarth swedish death metal, headbanging, beautiful, live, hard rock, watn geiles riff |
| 11 | For Victory or Death Amon Amarth |
Surtur Rising | 40 | 18 | 3.20 | avoid_name:Amon Amarth Metal, death metal, northern metal, viking death metal, viking metal, wrathful beard metal |
| 12 | Take the Day! Turisas |
Stand Up and Fight | 37 | 40 | 7.18 | avoid_name:Turisas turisas, power metal, epic, Metal, Rock, battle metal |
| 13 | Nattsjäl, drömsjäl Månegarm |
Nattväsen (Re-Mastered) | 31 | 63 | 4.16 | Metal, 8 of 10 stars, folk, folk metal, metal, viking metal |
| 14 | Twilight Of The Thunder God Amon Amarth |
Twilight Of The Thunder God | 61 | 5 | 5.30 | avoid_name:Amon Amarth viking death, fucking awesome, songs with awesome solos, only metal gods like these people can make this, more viking than erik the fucking viking, metal |
| 15 | Slaves of Fear Amon Amarth |
Surtur Rising | 41 | 29 | 5.21 | avoid_name:Amon Amarth Metal, svensk, sounds good, death metal, nelose, viking death metal |
| 16 | Varyags Of Miklagaard Amon Amarth |
Twilight Of The Thunder God | 45 | 6 | 9.22 | avoid_name:Amon Amarth swedish death metal, metal top, awesomeness in form of sound, viking death, yeah, z3po like this |
| 17 | Miklagard Overture Turisas |
The Varangian Way (Director's Cut) | 27 | 62 | 10.13 | avoid_name:Turisas beautiful, finnish metal, turisas, klass, moving, finnish |
| 18 | The Last Stand of Frej Amon Amarth |
Surtur Rising | 35 | 15 | 4.17 | avoid_name:Amon Amarth awesome, Metal, extreme metal, epic, death metal, northern metal |
| 19 | A Beast Am I Amon Amarth |
Surtur Rising | 34 | 32 | 3.17 | avoid_name:Amon Amarth over 5 minutes long, awesome, Metal, death metal, wrathful beard metal, great ending |
| 20 | Stone of the Seven Suns SuidAkrA |
Book Of Dowth | 40 | 80 | 4.20 | Metal, death metal, celtic metal, german, metal, melodic death metal |
Predicted Response
Perfect — if you're into epic Viking battles with folk flair and a driving, relentless energy, Turisas’ *Battle Metal* is exactly the kind of track you’re after. It’s got that full-throated, battle-ready intensity with traditional Finnish instruments and lyrics that scream "run to the shield wall," all wrapped in a sound that’s as icy as a Nordic winter.
Yes, this is much better! The instrumental and atmospheric quality of "A Thousand-Yard Stare" is exactly what I need for focusing. Do you have more tracks in a similar ambient, instrumental vein?
Open row audit
Likely wrong
The top recommendation is Watching As She Reels by Rafael Anton Irisarri, but it repeats something the user was trying to move away from: 'Rafael Anton Irisarri'.
From the submitted list, The Plateaux Of Mirror - 2004 Digital Remaster by Brian Eno looks better because it avoids the top pick's rule violation; fusion stage already ranked it #2; catalog popularity is 46; metadata/tags match: instrumental, ambient.
Likely cause: final ordering placed a weaker/invalid item over clean candidates.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. Best shown candidate: rank 3. The user explicitly asked for more tracks similar to Rafael Anton Irisarri's ambient instrumental style, but the submitted top recommendation is by the same artist, which the user already has and wants more like, not the same. Candidate 3, 'Dungtitled (In a Major)' by Stars Of The Lid, is a better fit as it is instrumental, atmospheric, and tagged as background music suitable for focusing.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #3: Dungtitled (In a Major) by Stars Of The Lid
The user explicitly asked for more tracks similar to Rafael Anton Irisarri's ambient instrumental style, but the submitted top recommendation is by the same artist, which the user already has and wants more like, not the same. Candidate 3, 'Dungtitled (In a Major)' by Stars Of The Lid, is a better fit as it is instrumental, atmospheric, and tagged as background music suitable for focusing.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response clearly references the user's positive reaction to Rafael Anton Irisarri's 'A Thousand-Yard Stare' and explains how 'Watching As She Reels' shares the same ambient, instrumental qualities needed for focus, without making unsupported claims or contradicting any constraints.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state correctly captures the user's positive reference to 'A Thousand-Yard Stare' and the requested ambient/instrumental/atmospheric/background focus attributes, along with the prior exclusion of vocally driven and avant-garde content, all based on the conversation.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I need some background music that helps me focus while I'm working, nothing too distracting.
Walls of Silence -- John Maus
How about another one from him? Check out "Walls of Silence." It's got that signature electronic vibe you seem to enjoy.
It's good to hear John Maus, but this one is a bit too much in the foreground for working. I need something more in the background, maybe instrumental, to help me focus without being distracting.
Get Around To It -- Arthur Russell
Glad to hear you're enjoying John Maus! If you're looking for something with a similar experimental electronic vibe, you might really like "Get Around To It" by Arthur Russell. It's got that avant-garde, dance-oriented electronic sound that I think you'll appreciate.
This is a bit too avant-garde and vocally driven for what I need to focus. Could we try something more strictly instrumental and perhaps more atmospheric or ambient? I really need something that can fade into the background.
A Thousand-Yard Stare -- Rafael Anton Irisarri
Totally get it, you want something a bit darker and maybe with that raw, lo-fi edge, like Maus. You should check out "A Thousand-Yard Stare" by Rafael Anton Irisarri. It’s pretty atmospheric and has a haunting, melancholic feel that might hit just right.
Yes, this is much better! The instrumental and atmospheric quality of "A Thousand-Yard Stare" is exactly what I need for focusing. Do you have more tracks in a similar ambient, instrumental vein?
State
Current request: More tracks with a similar ambient, instrumental, atmospheric quality for focusing, using Rafael Anton Irisarri as a style reference.
Hard rejected names: vocally driven, avant-garde, vocally driven, avant-garde
Soft avoid names: A Thousand-Yard Stare, Rafael Anton Irisarri
Positive terms: yes, much, better, instrumental, atmospheric, quality, thousand yard, stare, exactly, what, need, focusing, similar, ambient, vein, using, rafael, anton, irisarri, style, reference, background, focus
{
"exclusions": [
{
"type": "attribute",
"facet": "sonic",
"value": "vocally driven",
"scope": "soft_preference",
"source_turn": 3,
"evidence_text": "too vocally driven"
},
{
"type": "attribute",
"facet": "sonic",
"value": "avant-garde",
"scope": "soft_preference",
"source_turn": 3,
"evidence_text": "too avant-garde"
}
],
"rejections": [
{
"kind": "tag",
"value": "vocally driven",
"scope": "soft",
"source_turn": 3,
"evidence_text": "too vocally driven"
},
{
"kind": "tag",
"value": "avant-garde",
"scope": "soft",
"source_turn": 3,
"evidence_text": "too avant-garde"
}
],
"explicit_rejections": [
{
"kind": "tag",
"value": "vocally driven",
"source_turn": 3
},
{
"kind": "tag",
"value": "avant-garde",
"source_turn": 3
}
],
"facts": [
{
"type": "track",
"facet": null,
"value": "A Thousand-Yard Stare",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "style_reference",
"reuse": "may_reuse",
"source_turn": 4,
"mentioned_current_turn": true,
"evidence_text": "this is much better"
},
{
"type": "artist",
"facet": null,
"value": "Rafael Anton Irisarri",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "style_reference",
"reuse": "may_reuse",
"source_turn": 3,
"mentioned_current_turn": false,
"evidence_text": "similar ambient"
},
{
"type": "attribute",
"facet": "genre",
"value": "ambient",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 4,
"mentioned_current_turn": true,
"evidence_text": "ambient"
},
{
"type": "attribute",
"facet": "sonic",
"value": "instrumental",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 4,
"mentioned_current_turn": true,
"evidence_text": "instrumental"
},
{
"type": "attribute",
"facet": "mood",
"value": "atmospheric",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 4,
"mentioned_current_turn": true,
"evidence_text": "atmospheric quality"
},
{
"type": "attribute",
"facet": "mood",
"value": "background focus",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 4,
"mentioned_current_turn": true,
"evidence_text": "focusing"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [
"vocally driven",
"avant-garde"
],
"positive_tags": [
"ambient",
"instrumental",
"atmospheric",
"background focus"
],
"played_track_ids": [
"9cb0a873-0f5f-4dc5-a58d-6f7845182a32",
"c36d2f97-8afe-47a8-8397-f6a16e3e2c0c",
"03e2e1a0-222a-4b30-993f-883d1cb88226"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Watching As She Reels Rafael Anton Irisarri |
Hopes And Past Desires | 28 | 1 | 6.14 | avoid_name:Rafael Anton Irisarri experimental, modern classical, sleep, minimal, silkred-lovedall, trance |
| 2 | Arabesque 2 Harold Budd |
Avalon Sutra | 23 | 121 | 4.12 | relaxing, beautiful, sleep music, notes on loss, writing music, ambient piano |
| 3 | Dungtitled (In a Major) Stars Of The Lid |
and Their Refinement of the Decline | 41 | 5.21 | low, experimental, background, too subtle for noisy environments, loved, pretty |
|
| 4 | Overture (For Other Halfs) Brian McBride |
When the Detail Lost its Freedom | 37 | 9 | 3.19 | feels so, macenight, beautiful, soundscape, study music, songs in the key of glass |
| 5 | Stratos Jonn Serrie |
And the Stars Go with You | 28 | 14 | 4.14 | atmospheric ambient, easy listening, hopeful, ambiance, space music, Alternative |
| 6 | In Threes Loscil |
Sea Island | 28 | 13 | 1.14 | soundscape, electronic, Electronic, atmospheric, Classical, Rock |
| 7 | Zephyr Loscil |
Plume | 24 | 22 | 4.12 | low, background, loved, sleep, minimal, heavily affected synths |
| 8 | The Plateaux Of Mirror - 2004 Digital Remaster Brian Eno |
Ambient 2/The Plateaux Of Mirror | 46 | 2 | 2.23 | ambient piano, modern classical, minimalism, piano, contemporary, ambient electronica |
| 9 | Brohm Ridge Loscil |
Coast / Range / Arc | 0 | 228 | 2.00 | early morning music, ambient, Electronic, atmospheric, winter, Ambient |
| 10 | Angle of List Loscil |
Sea Island | 40 | 104 | 1.20 | Ambient, Electronic |
| 11 | The Crusades Cusco |
Ancient Journeys | 5 | 116 | 3.02 | relaxing, ambient world, beautiful, bass, cool and relaxing music, loved |
| 12 | The Daughters of Quiet Minds Stars Of The Lid |
and Their Refinement of the Decline | 32 | 16 | 3.16 | pretty, sleep, minimal, rustycanuckambient, stately, kellplanet |
| 13 | Fantasy Passages Jonn Serrie |
And the Stars Go with You | 22 | 402 | 2.11 | ambient, new age, electronic, atmospheric, space music, Electronic |
| 14 | Frozen Twilight God Is An Astronaut |
A Moment Of Stillness (2011 Remastered Edition) | 42 | 269 | 3.21 | drugs mix well with this song, ambient easy listening, beautiful, god is an astronaut, edward, motherfuckin rabbits ejaculating sunshine |
| 15 | Farewell Julien Neto |
Le Fumeur De Ciel | 7 | 375 | 2.04 | relaxing, soundscape, beautiful, ambient space noise, minimal, sunday morning |
| 16 | At the Mercy of the Waves Clem Leek |
Holly Lane | 40 | 4 | 3.20 | ambient piano, experimental, zone minimal, modern classical, minimalism, sleep |
| 17 | Late October - 2005 Digital Remaster Harold Budd |
The Pearl | 42 | 74 | 3.21 | ambient piano, zone minimal, minimalism, experimental-ambient, Pop, ethereal |
| 18 | Forever Lost God Is An Astronaut |
All Is Violent, All Is Bright (2011 Remastered Edition) | 43 | 6.21 | experimental, beautiful, god is an astronaut, Instrumental, amazing, piano |
|
| 19 | A Meaningful Moment Through a Meaning(less) Process Stars Of The Lid |
and Their Refinement of the Decline | 46 | 329 | 2.23 | somafm, experimental, ambient, electronic, Electronic, downtempo |
| 20 | Mullholland Stars Of The Lid |
The Tired Sounds of Stars of the Lid | 27 | 547 | 3.13 | experimental, modern classical, reverb, minimal, blissful, contemporary |
Predicted Response
Given your focus on ambient, instrumental atmospheres—especially tracks like Rafael Anton Irisarri’s work—this one’s a natural fit. "Watching As She Reels" from *Hopes And Past Desires* carries that same hushed, drifting quality, with delicate textures and a slow-building sense of space that’s perfect for concentration without distraction.
I'm looking for songs with a rebellious spirit or a sense of breaking free.
Open row audit
Recommendation fit: strong fit
Killing In The Name by Rage Against The Machine is a classic rebellious anthem that directly matches the user's request for songs with a rebellious spirit or sense of breaking free.
The audit did not find a clearly better clean alternative in the inspected list/pool.
Likely cause: no specific pipeline gap was identified.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): strong fit. Best shown candidate: rank 1. Killing In The Name by Rage Against The Machine is a classic rebellious anthem that directly matches the user's request for songs with a rebellious spirit or sense of breaking free.
Recommendation Fit
accepted submitted rank #1: Killing In The Name by Rage Against The Machine
Killing In The Name by Rage Against The Machine is a classic rebellious anthem that directly matches the user's request for songs with a rebellious spirit or sense of breaking free.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · strong fitResponse Quality
response quality: clear
The response clearly references the submitted track, explains why it fits the user's request for rebellious spirit, and uses accessible language without any unsupported claims or contradictions.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state correctly captures the user's request for songs with a rebellious spirit or breaking free as lyrical theme facets, with no missing constraints or stale entities.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm looking for songs with a rebellious spirit or a sense of breaking free.
State
Current request: Songs with a rebellious spirit or a sense of breaking free.
Hard rejected names:
Soft avoid names:
Positive terms: i m, looking, rebellious, spirit, sense, breaking, free
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "attribute",
"facet": "lyrical_theme",
"value": "rebellious spirit",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "rebellious spirit"
},
{
"type": "attribute",
"facet": "lyrical_theme",
"value": "breaking free",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "sense of breaking free"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"rebellious spirit",
"breaking free"
],
"played_track_ids": []
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Killing In The Name Rage Against The Machine |
Rage Against The Machine (Alben für die Ewigkeit) | 83 | 266 | 1.42 | energetic, good rock, political, alternative rock, funk metal, radio x |
| 2 | Wake Up - Remastered Rage Against The Machine |
Rage Against The Machine | 67 | 472 | 0.34 | hard core, political, hard, alternative rock, progressive metal, funk metal |
| 3 | Freedom - Remastered Rage Against The Machine |
Rage Against The Machine | 58 | 23 | 1.29 | political, hard, alternative rock, progressive metal, funk metal, tim commerford |
| 4 | Free Kidswaste |
Free | 43 | 15 | 1.22 | Electronic |
| 5 | Land of the Free? Pennywise |
Land Of The Free? | 44 | 6 | 1.22 | punk, covers, political, alternative rock, rise, pennywise - land of the free |
| 6 | Stickin In My Eye NOFX |
White Trash ...... | 53 | 203 | 0.27 | Punk, Alternative, Rock, hardcore |
| 7 | Bob NOFX |
White Trash ...... | 54 | 85 | 0.27 | punk, pop punk, hard rock, Punk, hardcore punk, alternative rock |
| 8 | Fuck Authority Pennywise |
Land Of The Free? | 61 | 26 | 1.30 | Punk, hardcore punk, political, was auf die ohren, alternative rock, valmarus - various punk |
| 9 | Break Free Of Mice & Men |
Restoring Force | 0 | 1 | 1.00 | im not angry, Metal, awesome screaming, Hard Rock, metalcore, post-hardcore |
| 10 | Please Play This Song On The Radio NOFX |
White Trash ...... | 46 | 17 | 0.23 | punk, 1990s, really good stuff, status quo, loved, hardcore punk |
| 11 | Rebel Girl Bikini Kill |
The Punk Singer (Original Motion Picture Soundtrack) | 58 | 67 | 0.29 | les femmes, bad girl, female singer-songwriters, political, alternative rock, girl |
| 12 | Misery Business Paramore |
RIOT! | 78 | 25 | 0.39 | energetic, loved, modern rock, alternative rock, english, my dance room |
| 13 | Renegade Paramore |
Singles Club | 54 | 227 | 0.27 | emocore, punk, pop punk, old paramore, sett live, i think we have an emergency |
| 14 | Rebeldes Alex Anwandter |
Rebeldes | 0 | 20 | 0.00 | miau, mi amado, Alternative, Latin Pop, Latin |
| 15 | Pressure Paramore |
All We Know Is Falling | 72 | 825 | 0.36 | love is this song, loved, hayley williams is hot, albums i want to own, alternative rock, warped tour |
| 16 | Set Me Free Pennywise |
Land Of The Free? | 29 | 2 | 1.15 | punk, circle pit, hardcore, this is some shit i added, energetic, skatepunk |
| 17 | The Diary of Jane Breaking Benjamin |
Phobia | 78 | 970 | 1.39 | hard rock, awesome, rock, alternative metal, great song, Metal |
| 18 | Weird Fishes / Arpeggi Umphrey's McGee |
Live from Beacon Theatre | 26 | 42 | 0.13 | banned, Rock |
| 19 | Rebellion (feat. Daron Malakian) Daron Malakian |
Rebellion [feat. Daron Malakian] | 54 | 55 | 0.27 | alternative metal, nu metal, alternative rock, progressive metal, progressive rock, Alternative |
| 20 | Closer to Free Bodeans |
Go Slow Down | 46 | 81 | 1.23 | live, on the blackberry, american rock, 1990s, country, hear more |
Predicted Response
Perfect — if you're looking for that raw, unapologetic rebellious energy, "Killing In The Name" by Rage Against The Machine is exactly the kind of anthem that breaks the rules before the first note hits. It’s not just music, it’s a declaration of defiance, with that iconic chorus that still ignites crowds 30 years later.
Time for Tea" is superb! The theatricality and storytelling are just mesmerizing. I'm completely drawn into it. Do you have another recommendation that's equally dramatic and theatrical, but perhaps with a really strong, driving beat or more prominent industri
Open row audit
Recommendation fit: bad fit
The user explicitly asks for an Emilie Autumn track that is dramatic, theatrical, and has a strong driving beat or prominent industrial rhythm. Candidate 1 'Girls! Girls! Girls!' is a punk cabaret track that lacks the strong industrial rhythm requested, while candidate 2 'Opheliac' is a dark cabaret track with a driving beat and industrial edge that better matches the request.
The audit did not find a clearly better clean alternative in the inspected list/pool.
Likely cause: no specific pipeline gap was identified.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. Best shown candidate: rank 2. The user explicitly asks for an Emilie Autumn track that is dramatic, theatrical, and has a strong driving beat or prominent industrial rhythm. Candidate 1 'Girls! Girls! Girls!' is a punk cabaret track that lacks the strong industrial rhythm requested, while candidate 2 'Opheliac' is a dark cabaret track with a driving beat and industrial edge that better matches the request.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #2: Opheliac by Emilie Autumn
The user explicitly asks for an Emilie Autumn track that is dramatic, theatrical, and has a strong driving beat or prominent industrial rhythm. Candidate 1 'Girls! Girls! Girls!' is a punk cabaret track that lacks the strong industrial rhythm requested, while candidate 2 'Opheliac' is a dark cabaret track with a driving beat and industrial edge that better matches the request.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response directly references the user's request for a dramatic, theatrical track with a strong industrial rhythm, and justifies how 'Girls! Girls! Girls!' fits that description with its bold, driving beat and cabaret-punk energy, all while staying grounded in the submitted recommendation.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state captures the key user preferences from this turn (dramatic, theatrical, strong beat, industrial rhythm) but fails to note the 'equally' constraint and treats 'same_artist' as explicit when the user did not say it, potentially leading to overly narrow or misdirected retrieval.
missing: User requested 'equally dramatic and theatrical' but with 'more prominent industrial rhythm'; the state captures 'theatrical' and 'dramatic' as separate moods, but does not capture the requirement that the track be 'equally' matching that t; User's request conveys continuation of same exploration without explicit 'same_artist' intent; the state's 'request_type' as 'same_artist' is not explicitly stated by the user in this turn.; The 'dramatic' mood appears twice in facts (as 'dramatic' and 'theatrical') but 'theatrical' is listed as an attribute value instead of being under mood properly—this could cause confusion.
extra/stale: The 'retrieval_profile' is 'continuation' but the intent_mode is 'refinement'; these may conflict as refinement often implies significant change rather than pure continuation.; The 'explicit_rejections' and 'exclusions' are empty, but in prior turns the user switched focus from industrial to dark cabaret, then to classical, and now back to industrial rhythm—this might indicate implicit rejection of some previous s; Multiple positive_tags are listed without any suppressed repetition of earlier 'dark cabaret' or 'classical' moods that were explored in previous turns but not carried forward.
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm really intrigued by Emilie Autumn's music. Can you recommend more of her songs?
Shalott -- Emilie Autumn
I think you'll also love "Shalott." It’s from the same album and has a really captivating, almost haunting feel that I think you'll find quite enchanting.
Shalott" is fantastic! It really captures that dramatic, haunting atmosphere. I'm enjoying the blend of gothic and classical elements. Do you have more tracks that lean into her dark cabaret or industrial rock sound, specifically?
306 -- Emilie Autumn
I'm so glad you liked the haunting vibe of "Shalott"! If you're looking for more of that creepy atmosphere, I think "306" will be right up your alley. It has a really intense, dark industrial feel that's very signature Emilie Autumn.
306" is incredible! The dark industrial feel is spot on. I'm loving this intense side of her music. Could you recommend something that brings in more of her theatrical dark cabaret style, maybe with prominent violin, but still has that underlying industrial strength?
Swallow -- Emilie Autumn
Glad you found "306" so intense! If you're looking for another track with that signature Emilie Autumn blend of dark cabaret and industrial sounds, you might really connect with "Swallow." It has a similar haunting quality and lyrical depth that I think you'll appreciate.
Swallow" is beautifully haunting and theatrical, I really enjoy it! It definitely has that distinctive Emilie Autumn feel. Now that I've explored some of her dark cabaret and industrial side, can you recommend a track that really showcases her classical violin and orchestral gothic influences?
Castle Down -- Emilie Autumn
I'm glad you found "Swallow" to be both dark and lovely! Keeping with that captivating blend, I think you'll appreciate "Castle Down." It has a beautiful, orchestral sound that still carries that signature gothic and dramatic feel you love from Emilie Autumn.
This is perfect! "Castle Down" is exactly what I was hoping for to round out my exploration of her orchestral gothic style. I've discovered so many new favorite Emilie Autumn songs through this conversation, covering her dark cabaret, industrial, and classical elements. Thank you! I'm still eager to hear more. Do you have any other recommendations that capture the theatrical and dramatic flair of her music, perhaps with a slightly more upbeat tempo?
Time for Tea -- Emilie Autumn
I'm delighted you felt "Castle Down" told a whole story! If you appreciate that narrative quality, you absolutely have to listen to "Time for Tea." It's incredibly theatrical and rich with storytelling, truly embodying the dark cabaret experience. It's an adventure in itself!
Time for Tea" is superb! The theatricality and storytelling are just mesmerizing. I'm completely drawn into it. Do you have another recommendation that's equally dramatic and theatrical, but perhaps with a really strong, driving beat or more prominent industrial rhythm?
State
Current request: Another Emilie Autumn track that is dramatic and theatrical with a strong driving beat or prominent industrial rhythm.
Hard rejected names:
Soft avoid names:
Positive terms: tea, superb, theatricality, storytelling, just, mesmerizing, i m, completely, drawn, another, recommendation, that s, equally, dramatic, theatrical, but, perhaps, really, strong, driving, beat, prominent, industrial, rhythm, emilie, autumn
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "artist",
"facet": null,
"value": "Emilie Autumn",
"role": "current_target",
"anchor_use": "must_use",
"relation": "exact_target",
"reuse": "must_reuse",
"source_turn": 6,
"mentioned_current_turn": false,
"evidence_text": "another recommendation"
},
{
"type": "attribute",
"facet": "mood",
"value": "dramatic",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 6,
"mentioned_current_turn": true,
"evidence_text": "dramatic and theatrical"
},
{
"type": "attribute",
"facet": "mood",
"value": "theatrical",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 6,
"mentioned_current_turn": true,
"evidence_text": "dramatic and theatrical"
},
{
"type": "attribute",
"facet": "sonic",
"value": "strong driving beat",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 6,
"mentioned_current_turn": true,
"evidence_text": "strong, driving beat"
},
{
"type": "attribute",
"facet": "sonic",
"value": "prominent industrial rhythm",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 6,
"mentioned_current_turn": true,
"evidence_text": "prominent industrial rhythm"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [
"Emilie Autumn"
],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"dramatic",
"theatrical",
"strong driving beat",
"prominent industrial rhythm"
],
"played_track_ids": [
"1e20b21e-75b3-4d96-9cc4-093333627ccc",
"46eda0e7-4e48-4fc6-abfb-780f6cb39381",
"60fd71b1-c45f-496c-957a-04364da9d64d",
"82088dc4-8068-4140-af55-7edc9a59ab30",
"1599aa9f-09d3-4ef4-8079-2cccb1d73423"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Girls! Girls! Girls! Emilie Autumn |
Fight Like a Girl | 31 | 7 | 3.15 | ghotic cabaret, Electronic, lacrimaindarkness, punk cabaret, dark cabaret, akirahoshi unsure |
| 2 | Opheliac Emilie Autumn |
Opheliac -- The Deluxe Edition | 37 | 1 | 4.18 | dark, beautiful, great lyrics, great vocals, fav888, favorite |
| 3 | The Art of Suicide Emilie Autumn |
Opheliac -- The Deluxe Edition | 30 | 8 | 4.15 | great titles, dark cabaret, loved, 3 star, pretty, easy listening |
| 4 | Gothic Lolita Emilie Autumn |
Opheliac -- The Deluxe Edition | 27 | 2 | 4.13 | musical, dark cabaret, loved, everything i need, filtered, emilie autumn |
| 5 | Dead Is The New Alive - Manipulator Mix By Dope Stars Inc. Emilie Autumn |
Liar, Dead Is The New Alive (Double Feature EP) | 35 | 4 | 3.17 | electro-industrial, Jazz, Alternative, Electronic |
| 6 | Misery Loves Company Emilie Autumn |
Opheliac -- The Deluxe Edition | 33 | 5 | 4.17 | experimental, eclectonia, dark cabaret, loved, pretty, everything i need |
| 7 | Best Safety Lies In Fear - Exclusive Track Emilie Autumn |
Liar, Dead Is The New Alive (Double Feature EP) | 9 | 3 | 3.04 | Electronic, Jazz, ethereal, Alternative, industrial |
| 8 | I Want My Innocence Back Emilie Autumn |
Opheliac -- The Deluxe Edition | 28 | 6 | 3.14 | experimental, dark cabaret, folk, easy listening, soul, emilie autumn |
| 9 | Megalomaniac KMFDM |
Symbols | 70 | 14 | 4.35 | wber, energetic, loved, trance, braindustrial, artist |
| 10 | Wiser Old Man Canyon |
Phantoms & Friends | 0 | 104 | 3.00 | alternate-country, driving, fast beat, shameless, folk, strong beat |
| 11 | Mirror Kat Dahlia |
My Garden | 34 | 19 | 0.17 | legend, beautiful, very good, electropop, mirror, rnb |
| 12 | Beat Bowery Electric |
Beat | 38 | 52 | 1.19 | relaxing, beautiful, minimal, recos, somafm, orange label chlorine dreams |
| 13 | Falling Gravity Kills |
Perversion | 23 | 164 | 1.11 | test drive 5, hard rock, hardcore, rock, soundtrack, ost |
| 14 | Empte Skinny Puppy |
The Greater Wrong of the Right (Remastered) | 19 | 9 | 2.10 | experimental, new beat, ebm, pirates club lounge, Dance, daily skinny puppy |
| 15 | Get Your Body Beat Combichrist |
What The F**k Is Wrong With You People? | 0 | 42 | 2.00 | metropolis, experimental, energetic, essentials, kawasaki, best songs ever |
| 16 | Autumn Prins Emanuel |
La Diferencia | 29 | 29 | 1.15 | House, Dance, Electronic |
| 17 | Nineveh E.S. Posthumus |
Unearthed | 20 | 221 | 4.10 | dark, epico, big, top gear, trailers, trance |
| 18 | Shelter - Single Edit Icon Of Coil |
Shelter | 0 | 159 | 1.00 | electronic, ebm, industrial and ebm, Metal, darkwave industrial, darkwave |
| 19 | Silence Theatre Of Tragedy |
Storm | 34 | 575 | 1.17 | dark, theatre of tragedy, female metal, maz35rated4, 00s, metal |
| 20 | Open Heart Surgery Beth Ditto |
EP | 28 | 119 | 0.14 | mix, voyage of the rock aliens, bbcjack11, look, 2011, amazing |
Predicted Response
If you're craving more of Emilie Autumn’s dramatic, theatrical flair with a punchy industrial edge, “Girls! Girls! Girls!” is a perfect match — it’s got that bold, driving rhythm and wild, cabaret-meets-punk energy you love, wrapped in her signature theatrical intensity.
Good! "Dressed For Space" is definitely in the right direction, continuing that darker, synth-driven electronic vibe. Now, let's transition to electronic tracks that have a more melancholic or gothic feel, perhaps leaning towards early 2010s darkwave or EBM.
Open row audit
Recommendation fit: strong fit
Shoom by TR/ST is a dark, synth-driven track from 2012 that fits the requested early 2010s darkwave/EBM style and continues the melancholic, gothic transition from the previous recommendation.
The audit did not find a clearly better clean alternative in the inspected list/pool.
Likely cause: no specific pipeline gap was identified.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): strong fit. Best shown candidate: rank 1. Shoom by TR/ST is a dark, synth-driven track from 2012 that fits the requested early 2010s darkwave/EBM style and continues the melancholic, gothic transition from the previous recommendation.
Recommendation Fit
accepted submitted rank #1: Shoom by TR/ST
Shoom by TR/ST is a dark, synth-driven track from 2012 that fits the requested early 2010s darkwave/EBM style and continues the melancholic, gothic transition from the previous recommendation.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · strong fitResponse Quality
response quality: clear
The response clearly grounds itself in the submitted track 'Shoom' by TR/ST, justifies its fit by highlighting the darkwave, gothic edge, and nihilistic pulse that match the user's request for melancholic/gothic electronic music, and stays coherent with the conversation's progression from energetic electroclash to darker synthpop.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state correctly extracts the new constraints (darkwave, EBM, melancholic, gothic, synth-driven, early 2010s) but misses the user's explicit continuation from the previous turn and the overarching journey goal, which could lead to retrieval that ignores the desired progression.
missing: The user's request to transition from the previous darker synth-driven vibe is not captured as a continuation or shift intent.; The user's approval of 'Dressed For Space' and the direction is not reflected as a positive anchor.; The user's initial request for French electroclash and the gradual progression goal is not carried forward as context.
extra/stale: The 'open_explore' intent mode may be too broad; the user is providing specific genre/mood constraints.; The 'feature_search' retrieval profile may not capture the transition intent and the user's journey goal.
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I want to start with something energetic and danceable, like French electroclash from artists such as Sexy Sushi, and then gradually move towards darker, synth-driven electronic music.
Dressed For Space -- TR/ST
How about "Dressed For Space"? It's another solid one from them that I think you'll appreciate.
Good! "Dressed For Space" is definitely in the right direction, continuing that darker, synth-driven electronic vibe. Now, let's transition to electronic tracks that have a more melancholic or gothic feel, perhaps leaning towards early 2010s darkwave or EBM.
State
Current request: Electronic tracks with a melancholic or gothic feel, leaning towards early 2010s darkwave or EBM.
Hard rejected names:
Soft avoid names:
Positive terms: good, dressed, space, definitely, right, direction, continuing, darker, synth driven, electronic, vibe, now, let s, transition, melancholic, gothic, feel, perhaps, leaning, towards, early, 2010s, darkwave, ebm
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "attribute",
"facet": "genre",
"value": "darkwave",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "darkwave"
},
{
"type": "attribute",
"facet": "genre",
"value": "EBM",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "EBM"
},
{
"type": "attribute",
"facet": "mood",
"value": "melancholic",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "melancholic"
},
{
"type": "attribute",
"facet": "mood",
"value": "gothic",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "gothic feel"
},
{
"type": "attribute",
"facet": "sonic",
"value": "synth-driven",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "synth-driven"
},
{
"type": "attribute",
"facet": "era",
"value": "early 2010s",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "early 2010s"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"darkwave",
"EBM",
"melancholic",
"gothic",
"synth-driven",
"early 2010s"
],
"played_track_ids": [
"99ec929b-ecf4-4328-8109-4dd69d7bfdae"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Shoom TR/ST |
TRST | 45 | 28 | 3.23 | synthwave, 2012, 4 stars, Electronic, 2010s, darkwave |
| 2 | AmoK Diary Of Dreams |
The Anatomy of Silence | 26 | 3 | 5.13 | dark, emotional, ebm, electrogoth, cgn, pathos |
| 3 | Rain Project Pitchfork |
Black | 46 | 13 | 3.23 | electronic, Dance, Electronic, fewtrem1, status - banned, darkwave |
| 4 | Deeper Beyond the Machines The Synthetic Dream Foundation |
Where Drowned Suns Still Glimmer | 2 | 11 | 5.01 | experimental, drag, epic, neoclassical darkwave, gothic, synthpop |
| 5 | A Strange Thing to Say Sopor Aeternus & The Ensemble Of Shadows |
A Strange Thing to Say | 34 | 23 | 3.17 | all-time faves, cabaret, art, makes me wanna dance, Metal, perfect |
| 6 | Loyal To My Hate :Wumpscut: |
Siamese | 27 | 44 | 2.13 | Dance, ebm, Electronic, energetic, darklight, revengeful |
| 7 | Summoning Her Iron Golem The Synthetic Dream Foundation |
Where Drowned Suns Still Glimmer | 3 | 8 | 5.01 | dark, beautiful, emotional, experimental, ebm, down-tempo |
| 8 | Ever After God Module |
Empath 2.0 | 6 | 2 | 4.03 | Dance, ebm, critty, lucipro, dark electro, tanz muzik |
| 9 | Gallowdance Lebanon Hanover |
Tomb for Two | 68 | 57 | 2.34 | Alternative Rock, Electronic, darkwave, minimal wave, minimal synth, Alternative |
| 10 | Bis das Blut gefriert Agonoize |
Reborn in Darkness - The Bloody Years 2003-2014: Vol. 1 - The Best Of | 0 | 30 | 3.00 | hammer, ebm, martial, qwerot1989, martial industrial synthpop, elektro |
| 11 | Synthesize Me Diorama |
A different life | 41 | 1 | 5.21 | dark, ebm, electrogoth, iamalone, angstwave, dark electro |
| 12 | Withering Resolve (feat. Susan Siren) The Synthetic Dream Foundation |
Where Drowned Suns Still Glimmer | 1 | 82 | 7.00 | experimental, dark cabaret, modern classical, drag, ethereal new age, epic |
| 13 | Bulbform TR/ST |
TRST | 43 | 5 | 3.21 | ebm, Electronic, darkwave, nihilistic dance music, Alternative, pure aural bliss |
| 14 | Medusa's Lair The Synthetic Dream Foundation |
Where Drowned Suns Still Glimmer | 2 | 21 | 5.01 | new age ambiant, dark, beautiful, emotional, dnb, ebm |
| 15 | Burn Witch Burn Ego Likeness |
The Order of the Reptile | 24 | 19 | 4.12 | Dance, ebm, madderz, female vocals, smaaaaawr, dance-alicious |
| 16 | Ignite Diorama |
Cubed | 31 | 4 | 3.15 | ebm, Electronic, radio - dunklemacht, seen live, darkwave, awesomely cool |
| 17 | The Nights Avicii |
The Days / Nights | 87 | 68 | 2.44 | Dance, 2014 releases, 2014 single, Pop, pop dance, house |
| 18 | The Source God Module |
Viscera | 32 | 39 | 7.16 | dxsfx, critty, energetic, bleepy shite, Industrial, gothic |
| 19 | Bring Me Violence Tactical Sekt |
United Vol. 1 | 35 | 35 | 5.17 | noise electro, loudness, trance, favorite albums, current favorites, high-pitched |
| 20 | Darkflow Assemblage 23 |
Bruise | 8 | 25 | 2.04 | electronic, ebm, Electronic, Dance, industrial, futurepop |
Predicted Response
Perfect — "Shoom" by TR/ST is a razor-sharp slice of early 2010s darkwave with that cold, pulsing synth drive and a hauntingly detached vibe that fits your mood exactly. It’s got the gothic edge and nihilistic pulse you’re after, wrapped in a sleek, danceable package from 2012 — a true standout from that era.
This is lovely and has a really nice contemplative atmosphere! The "indie girl vibes" are definitely working for me. Can you suggest more songs with lyrics that are really introspective and delve into personal feelings or silent struggles?
Open row audit
Recommendation fit: bad fit
The top recommendation 'Introspection' by MGMT is an experimental psychedelic rock track that does not match the user's request for introspective lyrics and 'indie girl vibes'. Candidate 8, 'Sullen Girl' by Fiona Apple, is a much better fit with its quiet, emotional, and introspective style.
From the submitted list, Sullen Girl by Fiona Apple looks better because fusion stage already ranked it #2; catalog popularity is 55; metadata/tags match: indie, girl.
Likely cause: final ordering placed a weaker/invalid item over clean candidates.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. Best shown candidate: rank 8. The top recommendation 'Introspection' by MGMT is an experimental psychedelic rock track that does not match the user's request for introspective lyrics and 'indie girl vibes'. Candidate 8, 'Sullen Girl' by Fiona Apple, is a much better fit with its quiet, emotional, and introspective style.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #8: Sullen Girl by Fiona Apple
The top recommendation 'Introspection' by MGMT is an experimental psychedelic rock track that does not match the user's request for introspective lyrics and 'indie girl vibes'. Candidate 8, 'Sullen Girl' by Fiona Apple, is a much better fit with its quiet, emotional, and introspective style.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: thin
The response describes the song's introspective and dreamlike qualities, which aligns with the user's request, but it incorrectly claims the song has an 'indie girl vibe' when MGMT is a male-fronted band, and the justification relies on generic atmospheric language rather than specific lyrical or personalization details.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state accurately captures the user's current request for introspective, personal, and contemplative songs with 'indie girl vibes', correctly marks prior tracks and artists as satisfied and to be avoided, and includes no contradictory or stale information.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
Can you recommend some tracks that delve into deep personal feelings or quiet contemplation?
Lost It All -- Jill Andrews
I think you might really connect with "Lost It All" by Jill Andrews. It's got a heartfelt, emotional feel with incredible vocals that I think you'll appreciate.
Lost It All" is beautiful, the emotional depth is definitely there. I appreciate the direction! Could you recommend more songs where the lyrics really explore inner thoughts or quiet, personal struggles?
In for the Kill -- Billie Marten
Awesome! You're definitely on the right track with those "indie girl vibes." How about "In for the Kill" by Billie Marten next? She has such a unique, ethereal voice, and I think you'll love the atmospheric feel of this one.
This is lovely and has a really nice contemplative atmosphere! The "indie girl vibes" are definitely working for me. Can you suggest more songs with lyrics that are really introspective and delve into personal feelings or silent struggles?
State
Current request: More songs with introspective lyrics exploring personal feelings or silent struggles, maintaining the contemplative atmosphere and indie girl vibes.
Hard rejected names:
Soft avoid names: Lost It All, Jill Andrews, In for the Kill, Billie Marten
Positive terms: lovely, has, really, nice, contemplative, atmosphere, indie, girl, vibes, definitely, working, suggest, lyrics, introspective, delve, personal, feelings, silent, struggles, exploring, maintaining
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "track",
"facet": null,
"value": "Lost It All",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 2,
"mentioned_current_turn": false,
"evidence_text": "Lost It All is beautiful"
},
{
"type": "artist",
"facet": null,
"value": "Jill Andrews",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 1,
"mentioned_current_turn": false,
"evidence_text": "Lost It All"
},
{
"type": "track",
"facet": null,
"value": "In for the Kill",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "This is lovely"
},
{
"type": "artist",
"facet": null,
"value": "Billie Marten",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 2,
"mentioned_current_turn": false,
"evidence_text": "In for the Kill"
},
{
"type": "attribute",
"facet": "lyrical_theme",
"value": "introspective",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "introspective"
},
{
"type": "attribute",
"facet": "lyrical_theme",
"value": "personal feelings",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "personal feelings"
},
{
"type": "attribute",
"facet": "lyrical_theme",
"value": "silent struggles",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "silent struggles"
},
{
"type": "attribute",
"facet": "mood",
"value": "contemplative atmosphere",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "contemplative atmosphere"
},
{
"type": "attribute",
"facet": "performer",
"value": "indie girl vibes",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "indie girl vibes"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"introspective",
"personal feelings",
"silent struggles",
"contemplative atmosphere",
"indie girl vibes"
],
"played_track_ids": [
"6a2537f1-5a99-4937-8d6f-87c094de8a0a",
"6ce8f027-c4ea-4bbb-8bbd-f0b8ca1f9957"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Introspection MGMT |
MGMT | 34 | 10 | 1.17 | experimental, acido, rock, faine jade, cover, mgmt |
| 2 | Cursive Billie Marten |
As Long As - EP | 52 | 4 | 0.26 | avoid_name:Billie Marten Singer/Songwriter |
| 3 | La Lune Billie Marten |
La Lune | 64 | 1 | 0.32 | avoid_name:Billie Marten Singer/Songwriter |
| 4 | drugs EDEN |
drugs | 59 | 345 | 1.29 | indietronica, Alternative Rock, electropop, indie pop, Alternative, indie |
| 5 | Milk & Honey Billie Marten |
Milk & Honey | 48 | 3 | 1.24 | avoid_name:Billie Marten Singer/Songwriter, eclectonia, indie |
| 6 | Sad Girl Lana Del Rey |
Ultraviolence | 81 | 12 | 2.40 | blues, amazing melody, beautiful, fire walk with me, brittany o neil, softly |
| 7 | Feel It Still Portugal. The Man |
Feel It Still | 82 | 11 | 2.41 | favorite, lp-woodstock, conan, 2017, new, similar to mgmt |
| 8 | Sullen Girl Fiona Apple |
Tidal | 55 | 2 | 6.28 | folk, pretty, soul, favorite albums, quiet, Alternative |
| 9 | Doubt Twenty One Pilots |
Blurryface | 83 | 998 | 1.42 | experimental, dont forget about me, rainy day, winter, emo pop, 2015 |
| 10 | Silent My Song Lykke Li |
Wounded Rhymes | 23 | 6 | 4.12 | love the lyrics, songs i listen to especially when i shouldnt, beautiful, emotional, songs to sing at the top of my lungs, poetic |
| 11 | Bird Billie Marten |
Bird | 45 | 7 | 0.23 | avoid_name:Billie Marten nocne wyciszenie, Singer/Songwriter, british, 2015 single, tv show music, bbc radio1 playlist 2015 |
| 12 | Live Billie Marten |
Writing of Blues and Yellows (Deluxe Version) | 39 | 5 | 0.20 | avoid_name:Billie Marten Singer/Songwriter, bbc radio1 playlist 2016, 2016 single |
| 13 | Lionhearted Billie Marten |
Writing of Blues and Yellows (Deluxe Version) | 38 | 8 | 0.19 | avoid_name:Billie Marten Singer/Songwriter, bbc radio1 playlist 2016, 2016 single |
| 14 | Secret For The Mad dodie |
You - EP | 45 | 60 | 0.23 | Singer/Songwriter, Alternative Rock |
| 15 | Roots Billie Marten |
As Long As - EP | 31 | 16 | 0.15 | avoid_name:Billie Marten Singer/Songwriter |
| 16 | Brooklyn Baby Lana Del Rey |
Ultraviolence | 85 | 924 | 3.42 | city song, flawless, lovers, 2010s, strings, like it |
| 17 | Habits Of My Heart Jaymes Young |
Habits Of My Heart EP | 57 | 68 | 1.28 | pop, american, Alternative Rock, 2014 single, Alternative, indie |
| 18 | Somebody Else The 1975 |
I like it when you sleep, for you are so beautiful yet so unaware of it | 74 | 685 | 1.37 | beautiful, emotional, bbc radio1 playlist 2016, 2016 single, geniestreiche, favorite |
| 19 | Bury Me Face Down grandson |
Bury Me Face Down | 58 | 62 | 1.29 | Alternative Rock, rock, Alternative, indie, alternative |
| 20 | Art Deco Lana Del Rey |
Honeymoon | 82 | 1.41 | ethereal, azealia banks, banned, zeze, american, trap |
Predicted Response
You’re in the mood for something quietly deep and emotionally raw—this one’s a perfect match. "Introspection" by MGMT wraps your thoughts in a hazy, dreamlike soundscape, where the lyrics drift like unanswered questions, echoing that quiet ache of self-reflection. It’s got that indie girl vibe you love, but with a layered, atmospheric edge that feels both intimate and expansive.
Crown" is beautiful and definitely has that haunting feel. But what about the moments in her music where those raw, heavy metal parts meet with really serene, almost ancient-sounding folk melodies or traditional instrumentation? That contrast is what truly fas
Open row audit
Recommendation fit: bad fit
The user is asking for an explanation of the contrast between heavy metal and folk elements in Myrkur's music, not for another track recommendation; a descriptive response is needed. Among the candidates, 'De Tre Piker' (track 3) best illustrates this contrast with its dark folk and metal tags, making it the most suitable track to point to if a song example is given.
The audit did not find a clearly better clean alternative in the inspected list/pool.
Likely cause: no specific pipeline gap was identified.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. Best shown candidate: rank 3. The user is asking for an explanation of the contrast between heavy metal and folk elements in Myrkur's music, not for another track recommendation; a descriptive response is needed. Among the candidates, 'De Tre Piker' (track 3) best illustrates this contrast with its dark folk and metal tags, making it the most suitable track to point to if a song example is given.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #3: De Tre Piker by Myrkur
The user is asking for an explanation of the contrast between heavy metal and folk elements in Myrkur's music, not for another track recommendation; a descriptive response is needed. Among the candidates, 'De Tre Piker' (track 3) best illustrates this contrast with its dark folk and metal tags, making it the most suitable track to point to if a song example is given.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response directly references the submitted track 'Gladiatrix' and clearly explains how it embodies the contrast between heavy metal and ancient folk that the user is fascinated by, using vivid imagery that a non-expert can understand.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state correctly extracts the artist and attributes, but fails to capture the user's explicit interest in the contrast between raw heavy metal and serene folk melodies, which is the core of the request.
missing: The user's fascination with the contrast between heavy metal and folk elements is not captured as a key constraint.
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
There's something about Myrkur's sound, especially tracks like "Ulvinde", that I find really compelling. Can you help me understand what it is?
Mareridt -- Myrkur
If you're looking for something a bit darker but still in that atmospheric vein, you've got to hear "Mareridt." It's another fantastic track from Myrkur that really delves into those deep, melancholic atmospheres you seem to enjoy.
Mareridt" is a fantastic track, and it definitely has that melancholic atmosphere. But it's not just the darkness, there's also a certain beauty, almost an ethereal or folk-like quality woven into it. How would you describe that specific contrast in her music?
Crown -- Myrkur
Awesome, glad you liked "Mareridt"! If you're looking for another dark, atmospheric gem from Myrkur, you should definitely check out "Crown." It carries that same haunting and gothic feel, I think you'll really dig it.
Crown" is beautiful and definitely has that haunting feel. But what about the moments in her music where those raw, heavy metal parts meet with really serene, almost ancient-sounding folk melodies or traditional instrumentation? That contrast is what truly fascinates me.
State
Current request: Describe the contrast in Myrkur's music where raw heavy metal parts meet serene, ancient-sounding folk melodies or traditional instrumentation.
Hard rejected names:
Soft avoid names:
Positive terms: crown, beautiful, definitely, has, haunting, feel, but, what, about, moments, her, where, those, raw, heavy, metal, parts, meet, really, serene, almost, ancient sounding, folk, melodies, traditional, instrumentation, contrast, truly, fascinates, describe, myrkur s, myrkur
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "artist",
"facet": null,
"value": "Myrkur",
"role": "current_target",
"anchor_use": "must_use",
"relation": "exact_target",
"reuse": "must_reuse",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "her music"
},
{
"type": "attribute",
"facet": "sonic",
"value": "raw heavy metal",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "raw, heavy metal parts"
},
{
"type": "attribute",
"facet": "sonic",
"value": "serene ancient-sounding folk melodies",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "serene, almost ancient-sounding folk melodies"
},
{
"type": "attribute",
"facet": "instrument",
"value": "traditional instrumentation",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "traditional instrumentation"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [
"Myrkur"
],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"raw heavy metal",
"serene ancient-sounding folk melodies",
"traditional instrumentation"
],
"played_track_ids": [
"050f591a-035c-41db-bd51-57839f635705",
"04451621-ccc4-48bb-96da-b1f6e5d526d3"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Gladiatrix Myrkur |
Mareridt (Deluxe Version) | 22 | 3 | 4.11 | dark folk, Metal, atmospheric, folk, gothic, post-metal |
| 2 | The Serpent Myrkur |
Mareridt (Deluxe Version) | 28 | 7 | 4.14 | dark folk, Metal, atmospheric, spellbound, post-metal, dark metal |
| 3 | De Tre Piker Myrkur |
Mareridt (Deluxe Version) | 28 | 4 | 4.14 | dark folk, Metal, atmospheric, folk, gothic, Rock |
| 4 | Kætteren Myrkur |
Mareridt (Deluxe Version) | 27 | 2 | 3.13 | instrumental, Rock, Metal, folk |
| 5 | Måneblôt Myrkur |
Mareridt (Deluxe Version) | 29 | 9 | 2.15 | Rock, Metal |
| 6 | Ulvinde Myrkur |
Mareridt (Deluxe Version) | 34 | 11 | 4.17 | dark folk, Metal, atmospheric, vučica vučića, post-black metal, metal |
| 7 | Norn Myrkur |
M (Deluxe Version) | 25 | 13 | 4.12 | Metal, atmospheric, folk, instrumental, nordic folk, piano |
| 8 | Kvindelil - Bonus Track Chelsea Wolfe |
Mareridt (Deluxe Version) | 22 | 5 | 3.11 | dark folk, Metal, atmospheric, folk, eerie, Rock |
| 9 | Nordlys Myrkur |
M (Deluxe Version) | 32 | 6 | 4.16 | vocal, Metal, atmospheric, folk, instrumental, piano |
| 10 | Byssan Lull Myrkur |
M (Deluxe Version) | 25 | 8 | 4.12 | myrkur, dark folk, Metal, atmospheric, folk, swedish |
| 11 | Frosne Vind Myrkur |
Myrkur | 26 | 12 | 4.13 | myrkur, Metal, black metal for hipsters, folk, atmospheric black metal, black metal |
| 12 | Onde Børn Myrkur |
M (Deluxe Version) | 28 | 15 | 2.14 | Metal |
| 13 | Två Konungabarn (Single) Myrkur |
Två Kongungabarn | 43 | 17 | 1.22 | Singer/Songwriter |
| 14 | Skaði Myrkur |
M (Deluxe Version) | 16 | 18 | 2.08 | Metal |
| 15 | Jeg Er Guden, I Er Tjenerne Myrkur |
M (Deluxe Version) | 19 | 10 | 4.09 | myrkur, dark folk, Metal, folk, post-black metal, gothic |
| 16 | Dybt I Skoven Myrkur |
M (Deluxe Version) | 22 | 14 | 3.11 | black metal, myrkur, Metal, atmospheric, dreampop, šu-m-gejz |
| 17 | Hævnen Myrkur |
M (Deluxe Version) | 20 | 16 | 2.10 | Metal |
| 18 | Den lille piges død (Live) Myrkur |
Mausoleum (Live) | 14 | 19 | 2.07 | Rock, Metal |
| 19 | Jeg er guden, I er tjenerne (Live) Myrkur |
Mausoleum (Live) | 12 | 20 | 1.06 | Classical |
| 20 | Ravnens Banner Myrkur |
Myrkur | 20 | 1 | 4.10 | ambient, Metal, folk, folk metal, atmospheric black metal, progressive black metal |
Predicted Response
"Gladiatrix" is a perfect example of how Myrkur blends the raw power of heavy metal with haunting, ancient-sounding folk — the crushing guitar riffs and intense vocals clash beautifully with the delicate, echoing vocal harmonies and traditional Nordic instrumentation. It’s like standing in a stormy forest, where the fury of the wind meets the stillness of an old rune stone.
Yes! 'Pontual' is absolutely fantastic for a productive afternoon! This is exactly the kind of energetic, driving beat I was looking for. With 'Sushi' and now 'Pontual', I have some great tracks to keep me focused while working. And for chilling out, I have a
Open row audit
Recommendation fit: bad fit
The user explicitly asked for a track with an upbeat, driving rhythm for an evening run, but the submitted top recommendation 'Cordas De Aço' by Cartola is a gentle samba with low energy, which does not match the requested energetic, driving beat. None of the shown candidates clearly fit the request for a high-energy running track, so no submitted track should be recommended for this turn.
The audit did not find a clearly better clean alternative in the inspected list/pool.
Likely cause: no specific pipeline gap was identified.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. No valid submitted track was identified. The user explicitly asked for a track with an upbeat, driving rhythm for an evening run, but the submitted top recommendation 'Cordas De Aço' by Cartola is a gentle samba with low energy, which does not match the requested energetic, driving beat. None of the shown candidates clearly fit the request for a high-energy running track, so no submitted track should be recommended for this turn.
Recommendation Fit
no valid submitted recommendation: No valid submitted track
The user explicitly asked for a track with an upbeat, driving rhythm for an evening run, but the submitted top recommendation 'Cordas De Aço' by Cartola is a gentle samba with low energy, which does not match the requested energetic, driving beat. None of the shown candidates clearly fit the request for a high-energy running track, so no submitted track should be recommended for this turn.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: thin
The response claims the track has a 'driving samba rhythm' and 'lively energy' for a run, but the user previously found Cartola's 'O Sol Nascerá' too gentle for productivity, and this track is by the same artist with a similar samba style, making the justification unconvincing and not personalized to the user's stated need for an upbeat, driving beat.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state incorrectly treats the user's new 'evening run' request as a continuation of the 'productive afternoon' query, missing the shift in activity context and the user's explicit satisfaction with prior recommendations.
missing: User's request for 'evening run' music is not captured as a new activity context; User's satisfaction with previous 'productive afternoon' tracks is not noted as a resolved sub-goal; No mention of the user's preference for Brazilian music (MPB/samba) which should carry over
extra/stale: The 'driving beat' facet from earlier turns is carried over but user's new request is for 'evening run' music, which may have different sonic characteristics; The 'energetic' facet is applied to the new request without evidence that 'evening run' music should be the same energy as 'productive afternoon' music
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
Tulipa Ruiz's 'Sushi' is a good start for a productive afternoon, it has a nice flow. The Pennywise tracks are definitely not for a productive work session, way too energetic! And 'Jardim Do Éden' is a bit too calm for working, more for relaxing. Do you have anything else similar to 'Sushi' for productivity, perhaps with a slightly more upbeat, driving rhythm?
Folhas Secas -- Beth Carvalho
How about 'Folhas Secas,' has a beautiful, soulful feel that I think you'll really connect with. Let me know what you think!
Beth Carvalho's 'Folhas Secas' is beautiful, I love the samba! It's not quite what I had in mind for productivity, it's a bit too calm. But it actually sounds perfect for relaxing. Can you suggest some tunes that would be good for chilling out and unwinding, maybe something similar to 'Folhas Secas' or 'Jardim Do Éden'?
A Rita -- Chico Buarque
Awesome, glad to hear you're loving the samba classics! Since you're enjoying MPB so much, you absolutely have to hear Chico Buarque. His song 'A Rita' is a masterpiece – it's got that profound lyrical depth and beautiful melody that defines MPB. I think you'll really appreciate this one.
'A Rita' is absolutely beautiful for unwinding, thank you! I'm really building a great list for relaxation now. Speaking of which, I'm still looking for a couple more tracks for a productive afternoon. 'Sushi' by Tulipa Ruiz was a good starting point. Can you suggest more tracks similar to 'Sushi' that have a bit more energy, a driving beat, suitable for working?
O Sol Nascerá (A Sorrir) -- Cartola
That's fantastic! I'm so glad you're connecting with these MPB legends. To keep that beautiful Brazilian feeling going, you absolutely must hear 'O Sol Nascerá (A Sorrir)' by the legendary Cartola. It's such an uplifting and classic samba, truly a gem. Hope you love it!
'O Sol Nascerá' is a classic, I really enjoyed it! It's so uplifting and lovely. However, for a productive afternoon, it's still a bit too gentle. I'm really looking for something with a more consistent, driving beat to help me stay focused, similar to the energy of 'Sushi' but maybe a little more pronounced. Any other ideas for that kind of productive background music?
Pra Sonhar -- Marcelo Jeneci
That's wonderful to hear! Cartola is truly legendary. Since you're enjoying these beautiful Brazilian melodies, I'd love for you to hear 'Pra Sonhar' by Marcelo Jeneci. It's a more contemporary MPB track, but it has such a magical, dreamy quality to it. I think it'll be perfect for you!
'Pra Sonhar' is absolutely lovely, very dreamy and perfect for unwinding. With this, 'Folhas Secas', 'Jardim Do Éden', and 'A Rita', I have a fantastic selection for chilling out! Thank you so much for those. Now, for the productive afternoon, I have 'Sushi'. Could you give me one more track with that driving, focused beat for productivity? Something that really helps keep the energy up while I'm working?
Dar-te-ei -- Marcelo Jeneci
Yes, Marcelo Jeneci has such a unique and lovely sound, doesn't he? Since you liked 'Pra Sonhar' so much, I have another one from him for you: 'Dar-te-ei.' It's equally beautiful and heartfelt, I'm sure you'll enjoy it!
'Dar-te-ei' is another lovely track from Marcelo Jeneci, very nice for relaxing! I have a really good playlist for unwinding now, thank you for all those. But I still need one or two more for a productive afternoon. Can you *please* give me a track with an upbeat, driving rhythm, something that really helps me focus and keep a good pace while working? Think 'Sushi' but maybe with a little more oomph!
Pontual -- Tulipa Ruiz
I'm so glad 'Dar-te-ei' hit the mark! Sticking with that modern MPB feel, I think you'll absolutely love Tulipa Ruiz. How about 'Pontual'? She has such a cool, distinctive voice and a really fresh take on Brazilian music. Give it a listen!
Yes! 'Pontual' is absolutely fantastic for a productive afternoon! This is exactly the kind of energetic, driving beat I was looking for. With 'Sushi' and now 'Pontual', I have some great tracks to keep me focused while working. And for chilling out, I have a wonderful selection too. My goal is definitely achieved! Thank you for these great recommendations. What else do you have for me? Maybe something for an evening run?
State
Current request: Something for an evening run, with an energetic, driving beat.
Hard rejected names:
Soft avoid names:
Positive terms: yes, pontual, absolutely, fantastic, productive, afternoon, exactly, kind, energetic, driving, beat, was, looking, sushi, now, some, great, keep, focused, while, working, chilling, out, wonderful, selection, too, goal, definitely, achieved, thank, these, recommendations, what, else, something, evening, run
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "attribute",
"facet": "energy",
"value": "energetic",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 7,
"mentioned_current_turn": true,
"evidence_text": "evening run"
},
{
"type": "attribute",
"facet": "sonic",
"value": "driving beat",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 7,
"mentioned_current_turn": true,
"evidence_text": "driving beat"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"energetic",
"driving beat"
],
"played_track_ids": [
"8be10f19-839e-4dd1-a8e6-9eb81dacae82",
"8da28038-18f6-426e-8764-265a101fa959",
"15211c5a-fdd2-4340-9038-9d06d4d3d987",
"b8d55151-9ec2-4bf5-9608-dc2b693533c7",
"9ba76477-ab22-4bf2-bb99-aba98e454c24",
"06270b68-9570-44b9-b0bf-ed4f2b30179a"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Cordas De Aço Cartola |
Cartola (1976) | 19 | 14 | 0.10 | samba, brasil, Latin, cartola, Jazz, 70s |
| 2 | Festa Da Vinda Cartola |
Raizes Do Samba | 16 | 48 | 0.08 | ben happer, on an island above, samba de raiz, legal, deles, djsadelux |
| 3 | Dia Clarear Banda do Mar |
Banda do Mar | 52 | 8 | 1.26 | pop, amor, brazilian, Latin, delicinha, folk |
| 4 | Aconteceu Cartola |
Cartola (1976) | 16 | 34 | 0.08 | brasilraiz, samba de raiz, brazil, o meu brasil, cartola, musica brasileira |
| 5 | Felicidade Marcelo Jeneci |
Feito Pra Acabar | 62 | 2 | 1.31 | beautiful, inspirar, mpm, folk, sonhar, alternative rock |
| 6 | O Mar Serenou Clara Nunes |
Claridade | 44 | 5 | 0.22 | arlley, aforrozada, made in brazil, on an island above, music from soul, brazil |
| 7 | Esquadros Adriana Calcanhotto |
Senhas | 60 | 10 | 2.30 | cantando junto, beautiful, brasil baladas, me faz feliz, female, on an island above |
| 8 | Pedro Pedreiro Chico Buarque |
Chico Buarque de Hollanda | 37 | 1 | 0.18 | brasilian music, sono, brazil, cwdb - mpb estendida, bossa nova, o meu brasil |
| 9 | Homenagem Ao Malandro Chico Buarque |
Chico 50 Anos - O Malandro | 45 | 24 | 0.23 | favorite, brazil, 80s, bossa nova, queridos, classicos da mpb |
| 10 | Queixa Caetano Veloso |
Cores, Nomes | 58 | 23 | 1.29 | relaxing, loungetl, on an island above, bossanova, anna, caetano veloso-2-queixa |
| 11 | Reconvexo - Ao Vivo Maria Bethânia |
Amor Festa Devoção | 57 | 90 | 0.28 | on an island above, português, brazil, bossa nova, reconvexo, o meu brasil |
| 12 | Vambora (Ao Vivo) Adriana Calcanhotto |
Público | 54 | 97 | 1.27 | love, me faz feliz, Latin, tantotempotaste, mulheres, brazilian |
| 13 | Minha Cartola |
Cartola (1976) | 31 | 7 | 0.15 | brasilraiz, arlley, i feel good, on an island above, bossanova, brazil |
| 14 | Pode Ser Banda do Mar |
Banda do Mar | 41 | 146 | 0.20 | marcelo camelo, rock brasil, brazilian rock, banda do mar, pinky, rock |
| 15 | Só sei dançar com você Zé Pi |
Efêmera | 57 | 125 | 1.28 | brazilian, brasil, indie, o meu brasil, female vocalist, folk |
| 16 | Cálice Chico Buarque |
Chico 50 Anos - O Politico | 62 | 62 | 2.31 | Latin Pop, fip, beautiful, multi culti world, brazilian, o meu brasil |
| 17 | Disfarça E Chora Cartola |
Raizes Do Samba | 25 | 29 | 0.12 | mmm, on an island above, brazil, 1974, bossa nova, cartola |
| 18 | Apesar De Voce MPB4 |
Chico 50 Anos - O Politico | 67 | 27 | 0.34 | abandono, on an island above, buarque, relaxmpb, brazil, poetry |
| 19 | Lenha Zeca Baleiro |
Vô Imbolá | 59 | 32 | 0.29 | blues, pop rock nacional, made in brazil, leve, 90s, nacional |
| 20 | As Rosas Não Falam Cartola |
Cartola (1976) | 35 | 22 | 0.17 | samba, brasile, nostlgico, samba do morro, brasil, brazilian |
Predicted Response
Perfect for your evening run—*Cordas De Aço* by Cartola brings that driving samba rhythm with a lively energy that’ll keep you moving. The infectious beat and vibrant instrumentation from the 70s MPB classic are exactly what you’re looking for.
Yeah, Pig Destroyer is always good for that intensity. "The Diplomat" definitely delivers. Can you find songs that delve into themes of decay, rot, or existential dread in their lyrics?
Open row audit
Likely wrong
The top recommendation is The Bug by Pig Destroyer, but it repeats something the user was trying to move away from: 'Pig Destroyer'.
From the submitted list, Clandestine Ways (Krokodil Rot) by Cattle Decapitation looks better because it avoids the top pick's rule violation; fusion stage already ranked it #7; catalog popularity is 35; metadata/tags match: rot, lyrics.
Likely cause: final ordering placed a weaker/invalid item over clean candidates.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. Best shown candidate: rank 4. The user explicitly used Pig Destroyer as a reference but asked to move away from them to explore decay, rot, or existential dread; the submitted top recommendation is another Pig Destroyer track, violating the soft avoid. Candidate 4 (Keep On Rotting In The Free World by Carcass) directly matches the requested themes and avoids the flagged artist.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #4: Keep On Rotting In The Free World by Carcass
The user explicitly used Pig Destroyer as a reference but asked to move away from them to explore decay, rot, or existential dread; the submitted top recommendation is another Pig Destroyer track, violating the soft avoid. Candidate 4 (Keep On Rotting In The Free World by Carcass) directly matches the requested themes and avoids the flagged artist.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response clearly references the submitted track 'The Bug' by Pig Destroyer, explains how its lyrics and sound align with the user's request for themes of decay and existential dread, and stays coherent with the conversation history without any unsupported claims or contradictions.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state correctly captures the user's request for songs with lyrical themes of decay, rot, and existential dread, and properly marks Pig Destroyer and 'The Diplomat' as satisfied prior references without using them as anchors.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm looking for songs with really dark and intense lyrics.
The Diplomat -- Pig Destroyer
If you're still in the mood for some more intense Pig Destroyer, you should definitely check out "The Diplomat." It's got that signature punch you're looking for.
Yeah, Pig Destroyer is always good for that intensity. "The Diplomat" definitely delivers. Can you find songs that delve into themes of decay, rot, or existential dread in their lyrics?
State
Current request: Songs with lyrics about decay, rot, or existential dread, using Pig Destroyer as a style reference.
Hard rejected names:
Soft avoid names: Pig Destroyer, The Diplomat
Positive terms: yeah, pig, destroyer, always, good, intensity, diplomat, definitely, delivers, find, delve, themes, decay, rot, existential, dread, their, lyrics, about, using, style, reference
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "artist",
"facet": null,
"value": "Pig Destroyer",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "style_reference",
"reuse": "may_reuse",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "Pig Destroyer is always good"
},
{
"type": "track",
"facet": null,
"value": "The Diplomat",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "The Diplomat definitely delivers"
},
{
"type": "attribute",
"facet": "lyrical_theme",
"value": "decay",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "decay"
},
{
"type": "attribute",
"facet": "lyrical_theme",
"value": "rot",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "rot"
},
{
"type": "attribute",
"facet": "lyrical_theme",
"value": "existential dread",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "existential dread"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"decay",
"rot",
"existential dread"
],
"played_track_ids": [
"3fe50b3c-6817-4c24-8662-28e194c3aa35"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | The Bug Pig Destroyer |
Book Burner | 21 | 16 | 3.10 | avoid_name:Pig Destroyer english lyrics, k1r7m, 2010s, grindcore, shit, pig destroyer |
| 2 | Lesser Animal Pig Destroyer |
Phantom Limb | 17 | 10 | 3.08 | avoid_name:Pig Destroyer deathcore, goregrind, Metal, death metal, mfnw, k1r7m |
| 3 | Understanding Decay The Dillinger Escape Plan |
One of Us is the Killer | 0 | 2 | 1.00 | alternative metal, one of us is the killer, k1r7m, 2010s, chaotic hardcore, progressive metal |
| 4 | Keep On Rotting In The Free World Carcass |
Swansong | 47 | 5 | 2.23 | big, death metal carnicero, best fucking song ever, alternative rock, death, goregrinid death metal |
| 5 | Clandestine Ways (Krokodil Rot) Cattle Decapitation |
The Anthropocene Extinction | 35 | 7 | 2.17 | deathgrind, 2015, clandestine, Metal, english lyrics, k1r7m |
| 6 | Slowly We Rot - Reissue Obituary |
Slowly We Rot (Reissue) | 48 | 4 | 1.24 | death metal, Rock, Metal |
| 7 | Trojan Whore Pig Destroyer |
Prowler In the Yard | 37 | 2.19 | avoid_name:Pig Destroyer kmfdm, Rock, industrial rock, industrial, yummy |
|
| 8 | Black Centipede Pig Destroyer |
Painter of Dead Girls (Deluxe Edition) | 0 | 17 | 2.00 | avoid_name:Pig Destroyer Metal, painter of dead girls, grindcore, grind, pig destroyer, brutal |
| 9 | The Prophets of Loss Cattle Decapitation |
The Anthropocene Extinction | 38 | 22 | 1.19 | goregrind, hardcore, loss, brutal death metal, travis ryan, progressive grindcore |
| 10 | Soulreaper Dissection |
Storm Of The Light's Bane | 0 | 612 | 1.00 | swedish death metal, swedish black metal, melodic black death metal, pig, black metallack metal, second wave black metal |
| 11 | Scourge of Iron Cannibal Corpse |
Torture | 56 | 720 | 0.28 | jeff young, royal ruckus, Metal, torture, death metal, cannibal corpse |
| 12 | Demented Aggression Cannibal Corpse |
Torture | 38 | 107 | 1.19 | constance jablonski, sometimes i listen this because my littlerbrother ate my cereals, taylor wane, brutal death metal, metal, hinarani de longeaux |
| 13 | Decay Counterparts |
The Difference Between Hell And Home | 29 | 9 | 1.15 | melodic hardcore, Metal, Rock, hardcore |
| 14 | We Rot White Ring |
Black Earth That Made Me | 20 | 1 | 1.10 | dark, gazewave, noisetronica, trippy, rot and roll, 00s |
| 15 | Rip & Tear Mick Gordon |
Doom (Original Game Soundtrack) | 68 | 715 | 0.34 | soundtrack, video game music, industrial metal, djent, Instrumental, doom slayer |
| 16 | I Cum Blood Cannibal Corpse |
Tomb Of The Mutilated | 54 | 1.27 | royal ruckus, crybbage power, epic lyrics, death, bleederloco, ain |
|
| 17 | Depths Of Depravity Suffocation |
Pierced From Within | 36 | 52 | 0.18 | intro, technical brutal death metal, this is not emo, brutal death metal, suitable for headbanging, death |
| 18 | Abomination Reborn Suffocation |
Suffocation | 28 | 297 | 0.14 | suffo the best, technical brutal death metal, greatest songs evar, brutal death metal, schary, incredible |
| 19 | Decay Tremonti |
All I Was | 33 | 6 | 2.17 | hard rock, very good, awesome, rock, freaking tremonti, sound storm |
| 20 | Infecting The Crypts Suffocation |
Effigy of the Forgotten | 42 | 594 | 0.21 | iron maiden, infecting the crypt, this will fucking own your ass, technical, extreme death metal, technical brutal death metal |
Predicted Response
Given your taste for lyrics steeped in decay and existential dread, *The Bug* by Pig Destroyer is a perfect fit — it’s a relentless, chaotic dive into psychological rot, with visceral imagery and a suffocating intensity that mirrors the kind of unease you're drawn to. The track’s abrasive sound and guttural delivery amplify the lyrical themes of decay and madness, making it a raw, unflinching piece that matches the tone you’re after.
I appreciate the continued focus on dark intensity with "Grave Calling" and Noisia. However, I've now heard several tracks from the DmC soundtrack. I'm really looking to branch out. Can you please recommend tracks from a *completely different artist* and *anot
Open row audit
Likely wrong
The top recommendation is Under Watch by Noisia, but the artist was explicitly rejected; it matches the hard rejected name 'Noisia'; it repeats something the user was trying to move away from: 'Noisia'.
From the submitted list, Summoning Her Iron Golem by The Synthetic Dream Foundation looks better because it avoids the top pick's rule violation; fusion stage already ranked it #196; catalog popularity is 3; metadata/tags match: dark, emotional.
Likely cause: compiler/final filtering let a known rejection through.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. Best shown candidate: rank 7. The top recommendation 'Under Watch' is by Noisia from the DmC soundtrack, which the user explicitly rejected multiple times. Candidate 7 'Summoning Her Iron Golem' by The Synthetic Dream Foundation is a better fit as it is from a different artist and game soundtrack, and its tags include dark, emotional, and experimental elements that match the requested brooding, suspenseful atmosphere with deeper emotional resonance.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #7: Summoning Her Iron Golem by The Synthetic Dream Foundation
The top recommendation 'Under Watch' is by Noisia from the DmC soundtrack, which the user explicitly rejected multiple times. Candidate 7 'Summoning Her Iron Golem' by The Synthetic Dream Foundation is a better fit as it is from a different artist and game soundtrack, and its tags include dark, emotional, and experimental elements that match the requested brooding, suspenseful atmosphere with deeper emotional resonance.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: misleading
The response explicitly states that the submitted top recommendation (Under Watch by Noisia from DmC) should be skipped due to violating the user's clearly stated request to avoid Noisia and DmC, effectively nullifying the recommendation and failing to provide a valid alternative.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state correctly captures the user's pivot request: it excludes Noisia and the DmC soundtrack, carries forward the desired mood and genre facets (intense driving electronic, brooding suspenseful, deeper emotional resonance, melancholy), and includes the resolver with played track IDs and rejected artist ID, all without any contradictory or stale information.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I need some intense, driving electronic tracks from game soundtracks that evoke a sense of urgency and suspense, but also have an underlying dark, atmospheric quality.
Hunter Theme -- Noisia
I think you'll really dig "Hunter Theme." It keeps that intense, electronic vibe going strong.
Hunter Theme" definitely has the driving intensity and electronic sound I'm after, similar to what I liked in "Barbas Theme." Can you focus on tracks that maintain a high tempo, like 'Barbas Theme', but still incorporate those darker, more ambient elements I mentioned?
Poison Theme -- Noisia
Awesome, glad "Hunter Theme" hit the spot! If you're ready for more of that high-octane Noisia energy, you absolutely have to check out "Poison Theme." It's another gem from the DmC soundtrack with some killer electronic and dubstep vibes.
These tracks, especially 'Hunter Theme' and 'Poison Theme', perfectly capture the intense, driving electronic energy I was looking for. This really sets the scene for an action-packed mood! Do you have other game soundtracks that lean into this kind of epic, suspenseful electronic vibe, but with more of those dark, atmospheric, and emotionally resonant moments I mentioned earlier?
Crush Him - Original -- Noisia
Awesome to hear! Let's keep that momentum going with another Noisia track from DmC. Check out "Crush Him - Original" – it's got that intense electronic vibe you've been digging.
Excellent! This selection of Noisia tracks hits all the right notes for epic, intense electronic game music for an action-packed mood. It really sets the scene for suspense. Now, can you recommend other soundtracks that still maintain that intense electronic drive but also incorporate more of the dark, atmospheric qualities and deeper emotional resonance I'm looking for?
Mass Recall -- Noisia
Gotcha! I hear you – time to switch it up a little, but still keep it Noisia and from a game soundtrack. How about "Mass Recall"? It's another awesome track by them from DmC, and it offers a slightly different vibe while still being super solid electronic.
Mass Recall" definitely keeps the powerful electronic energy going, which is fantastic for the action-packed mood. However, I'm really keen to find that balance. Can you recommend tracks from *different* game soundtracks that deliver that same intense, driving electronic feel, but also lean much more heavily into a brooding, suspenseful atmosphere and some deeper emotional resonance, rather than just pure aggression?
Road Collapse -- Noisia
Awesome, glad "Mass Recall" hit the spot! If you're looking for more of that immersive Noisia soundtrack vibe, definitely give "Road Collapse" a listen. It's from the same DmC album and keeps that electronic, atmospheric feel going strong.
I appreciate the continued intensity with "Road Collapse," but I'm looking to diversify now. Can you find me instrumental electronic music from *other* game soundtracks that combines powerful, driving electronic elements with more of a brooding, suspenseful atmosphere and a touch of melancholy or dramatic build-up, similar to the emotional resonance I mentioned initially? Please, no more DmC for now.
Grave Calling -- Noisia
Alright, if you're looking to dive deeper into that heavy, dark atmosphere, you've got to hear "Grave Calling" by Noisia. It's another standout from the DmC soundtrack that really nails that intense, immersive vibe you're after.
I appreciate the continued focus on dark intensity with "Grave Calling" and Noisia. However, I've now heard several tracks from the DmC soundtrack. I'm really looking to branch out. Can you please recommend tracks from a *completely different artist* and *another game soundtrack* that feature intense, driving electronic music, but also strongly emphasize a brooding, suspenseful atmosphere and deeper emotional resonance, maybe with a touch of melancholy?
State
Current request: Tracks from a completely different artist and another game soundtrack with intense driving electronic music, brooding suspenseful atmosphere, deeper emotional resonance, and a touch of melancholy.
Hard rejected names: Noisia, DmC soundtrack
Soft avoid names: Noisia, DmC soundtrack, DmC Devil May Cry (Original Game Soundtrack) [Bonus Version]
Positive terms: appreciate, continued, focus, dark, intensity, grave, calling, noisia, however, i ve, now, heard, several, dmc, soundtrack, i m, really, looking, branch, out, recommend, completely, different, artist, another, game, feature, intense, driving, electronic, but, also, strongly, emphasize, brooding, suspenseful, atmosphere, deeper, emotional, resonance
{
"exclusions": [
{
"type": "artist",
"facet": null,
"value": "Noisia",
"scope": "next_turn_hard",
"source_turn": 7,
"evidence_text": "completely different artist"
},
{
"type": "album",
"facet": null,
"value": "DmC soundtrack",
"scope": "next_turn_hard",
"source_turn": 7,
"evidence_text": "no more DmC for now"
}
],
"rejections": [
{
"kind": "artist",
"value": "Noisia",
"scope": "hard",
"source_turn": 7,
"evidence_text": "completely different artist"
},
{
"kind": "album",
"value": "DmC soundtrack",
"scope": "hard",
"source_turn": 7,
"evidence_text": "no more DmC for now"
}
],
"explicit_rejections": [
{
"kind": "artist",
"value": "Noisia",
"source_turn": 7
},
{
"kind": "album",
"value": "DmC soundtrack",
"source_turn": 7
}
],
"facts": [
{
"type": "artist",
"facet": null,
"value": "Noisia",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 7,
"mentioned_current_turn": true,
"evidence_text": "completely different artist"
},
{
"type": "album",
"facet": null,
"value": "DmC soundtrack",
"role": "rejected",
"anchor_use": "do_not_use",
"relation": "exclude",
"reuse": "must_exclude",
"source_turn": 7,
"mentioned_current_turn": true,
"evidence_text": "no more DmC for now"
},
{
"type": "attribute",
"facet": "genre",
"value": "intense driving electronic",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 7,
"mentioned_current_turn": true,
"evidence_text": "intense, driving electronic music"
},
{
"type": "attribute",
"facet": "mood",
"value": "brooding suspenseful",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 7,
"mentioned_current_turn": true,
"evidence_text": "brooding, suspenseful atmosphere"
},
{
"type": "attribute",
"facet": "mood",
"value": "deeper emotional resonance",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 7,
"mentioned_current_turn": true,
"evidence_text": "deeper emotional resonance"
},
{
"type": "attribute",
"facet": "mood",
"value": "melancholy",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 7,
"mentioned_current_turn": true,
"evidence_text": "touch of melancholy"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [
"478d02d1-3fea-4a3f-8820-f1f278a1f9a3"
],
"rejected_tags": [],
"positive_tags": [
"intense driving electronic",
"brooding suspenseful",
"deeper emotional resonance",
"melancholy"
],
"played_track_ids": [
"200141fb-39ab-443a-86a1-f6a6b771fb93",
"cac9d62f-402c-4fd6-a4c8-39e4747ab253",
"5e437d93-df89-42f9-b60a-ba9cfd0e2d72",
"497fad4a-62bf-4728-a7da-a4b4a607fce7",
"af0c9380-7d68-41fb-8f6b-8c1f7a92cf1e",
"f12e5a94-bcaa-4aa0-b58e-3c986a4b4feb"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Under Watch Noisia |
DmC Devil May Cry (Original Game Soundtrack) [Bonus Version] | 9 | 2 | 5.04 | rejected_artist_id, rejected_name:Noisia, avoid_name:Noisia, avoid_name:DmC Devil May Cry (Original Game Soundtrack) [Bonus Version], prior_artist_after_switch:Noisia, prior_album_after_switch:DmC Devil May Cry (Original Game Soundtrack) [Bonus Version] electronic, ambient, Electronic, techstep, soundtrack, neurofunk |
| 2 | Lilith's Club Noisia |
DmC Devil May Cry (Original Game Soundtrack) [Bonus Version] | 40 | 1 | 5.20 | rejected_name:Noisia, avoid_name:Noisia, avoid_name:DmC Devil May Cry (Original Game Soundtrack) [Bonus Version], prior_artist_after_switch:Noisia, prior_album_after_switch:DmC Devil May Cry (Original Game Soundtrack) [Bonus Version] favorite songs, bass, noisia, electronic, soundtrack, Electronic |
| 3 | Machine Gun - 16 Bit Remix Noisia |
Split the Atom (Special Edition) | 30 | 279 | 4.15 | rejected_name:Noisia, avoid_name:Noisia, prior_artist_after_switch:Noisia heavy beat, dark, heavy, new euphoric, lovedbyme1, bass |
| 4 | Tommy's Theme - Original Noisia |
Split the Atom (Special Edition) | 38 | 400 | 3.19 | rejected_name:Noisia, avoid_name:Noisia, prior_artist_after_switch:Noisia dark, beautiful, makes me jumping in my room, bass, mau5trap, tiffany towers |
| 5 | Monsters - Original Mix Arkasia |
Monsters | 16 | 476 | 1.08 | electronic, Dance |
| 6 | Promises - Skrillex & Nero Remix NERO |
Welcome Reality + | 57 | 247 | 1.28 | dubstep, Rock, Electronic |
| 7 | Summoning Her Iron Golem The Synthetic Dream Foundation |
Where Drowned Suns Still Glimmer | 3 | 196 | 5.01 | dark, beautiful, emotional, experimental, ebm, down-tempo |
| 8 | Tokyo Jinco |
Tokyo | 0 | 22 | 1.00 | trap, Dance, Electronic |
| 9 | Death Is The Road To Awe Clint Mansell |
The Fountain OST | 41 | 14 | 6.21 | experimental, crescendo of awesomeness, modern classical, sleep, heart-breakingly beautiful, death |
| 10 | Ascent Faux Tales |
Ascent EP | 29 | 162 | 0.14 | Dance |
| 11 | Imbalanced Phace |
Shape the Random | 0 | 441 | 0.00 | Drum & Bass, Dance |
| 12 | Thief - Flux Pavilion Remix Flux Pavilion |
Thief (Flux Pavilion Remix) | 52 | 371 | 0.26 | banned, Dance |
| 13 | Time to Get Crunk Cookie Monsta |
RIOT! EP | 0 | 39 | 1.00 | drum and bass, Dance, Electronic |
| 14 | And You Gemini |
Blue | 0 | 324 | 1.00 | drum and bass, lovedbyme1, Electronic, dubstep, koo, good techno |
| 15 | March of Warriors Instrumental Core |
March of Warriors | 38 | 331 | 1.19 | Electronic |
| 16 | Eclypz Owl Vision |
Downlord | 0 | 680 | 1.00 | Dance, Electronic |
| 17 | Destiny - Original Mix Arkasia |
Evolution | 8 | 17 | 1.04 | dubstep, Dance, Electronic |
| 18 | Sirens Over Paris Fytch |
Sirens Over Paris | 1 | 617 | 1.00 | Dance, Electronic |
| 19 | Uplifter Muffler |
Uplifter | 24 | 651 | 1.12 | drum and bass, dnb, Electronic, drum n bass, neurofunk |
| 20 | Cant Squad with Us Borgore |
The Buygore Album | 3 | 244 | 1.01 | electronic, Electronic, dubstep, gorestep, post-nerdcore, Dubstep |
Predicted Response
I know you're looking for something with that intense, brooding electronic vibe—but *Under Watch* by Noisia is actually from the DmC soundtrack, which you specifically wanted to avoid. Since it’s a match for both the artist and album you're steering clear of, I’ll skip this one and find a different track that matches your mood without the Noisia connection.
That's a good one, with a nice soulful touch. Can you find something else with a bit more of that gritty, raw blues rock energy?
Open row audit
Recommendation fit: weak fit
The user explicitly asked for something with more gritty, raw blues rock energy, but the top recommendation 'Good Evening' by Quaker City Night Hawks is a soulful track from the same artist just heard, which feels repetitive and lacks the requested raw edge. Candidate 5 'Are You Satisfied?' by Reignwolf is a much better fit with its growly, stoner blues rock sound that matches the gritty energy requested.
The audit did not find a clearly better clean alternative in the inspected list/pool.
Likely cause: no specific pipeline gap was identified.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): weak fit. Best shown candidate: rank 5. The user explicitly asked for something with more gritty, raw blues rock energy, but the top recommendation 'Good Evening' by Quaker City Night Hawks is a soulful track from the same artist just heard, which feels repetitive and lacks the requested raw edge. Candidate 5 'Are You Satisfied?' by Reignwolf is a much better fit with its growly, stoner blues rock sound that matches the gritty energy requested.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #5: Are You Satisfied? by Reignwolf
The user explicitly asked for something with more gritty, raw blues rock energy, but the top recommendation 'Good Evening' by Quaker City Night Hawks is a soulful track from the same artist just heard, which feels repetitive and lacks the requested raw edge. Candidate 5 'Are You Satisfied?' by Reignwolf is a much better fit with its growly, stoner blues rock sound that matches the gritty energy requested.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · weak fitResponse Quality
response quality: clear
The response clearly references the submitted track, explains its gritty blues rock sound in accessible language, and directly addresses the user's request for more raw energy, all while staying consistent with the conversation's dark, outlaw theme.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state correctly captures the user's request for gritty, raw blues rock energy, marks the soulful touch as satisfied, and includes all relevant context without missing constraints or stale entities.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm in the mood for some dark country or blues rock.
God Will Cut You Down -- Jay Hawke
If you're into that dark, storytelling vibe, I think you'll appreciate "God Will Cut You Down" by Jay Hawke and Robin Loxley. It leans heavily into those classic dark country themes with a really powerful, haunting feel. Perfect for that Gothic Americana mood.
That had a cool storytelling feel. What other artists fit this dark, narrative country style?
Last Red Dawn -- Lincoln Durham
Awesome! If you're digging that haunting vibe, I've got another one for you – "Last Red Dawn" by Lincoln Durham. He's got that raw, gritty blues sound with a dark edge that I think you'll really appreciate, right in line with Brother Dege's style.
I like the intensity of that last track. Are there more songs with a similar raw, bluesy guitar sound?
The Wicked -- Blues Saraceno
Awesome! Since you're enjoying the dark and gritty vibes, you should definitely check out "The Wicked" by Blues Saraceno. It's got that heavy, almost sinister feel with some powerful blues-rock energy that I think you'll really connect with, keeping that Gothic Americana spirit alive.
This is great, I'm really enjoying these discoveries. Can you suggest one more artist or song that captures this dark, bluesy, outlaw feel?
Dark Rollin' Skies -- Rob Coffinshaker
Alright, if that sound is hitting just right, I think you'll really dig "Dark Rollin' Skies" by Rob Coffinshaker. It's got that deep, brooding atmosphere and lyrical style that definitely aligns with the Gothic Americana vibe you enjoy. Give it a spin!
Perfect, I really enjoyed discovering these artists and their sound. What are some other artists with a similar dark blues rock feel?
Some Of Adam's Blues -- Quaker City Night Hawks
Glad to hear you're enjoying the dark tunes! For something with a similar bluesy, melancholic feel, I recommend "Some Of Adam's Blues" by Quaker City Night Hawks. It has that classic, soulful sound with a reflective edge that I think you'll appreciate.
That's a good one, with a nice soulful touch. Can you find something else with a bit more of that gritty, raw blues rock energy?
State
Current request: More gritty, raw blues rock with a dark feel, using the prior tracks as satisfied context.
Hard rejected names:
Soft avoid names: soulful touch
Positive terms: that s, good, one, nice, soulful, touch, find, something, else, bit, gritty, raw, blues, rock, energy, dark, feel, using, prior, satisfied, context
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "attribute",
"facet": "genre",
"value": "dark blues rock",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 6,
"mentioned_current_turn": true,
"evidence_text": "dark blues rock feel"
},
{
"type": "attribute",
"facet": "sonic",
"value": "gritty raw",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 6,
"mentioned_current_turn": true,
"evidence_text": "gritty, raw blues rock energy"
},
{
"type": "attribute",
"facet": "sonic",
"value": "soulful touch",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 6,
"mentioned_current_turn": true,
"evidence_text": "nice soulful touch"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"dark blues rock",
"gritty raw"
],
"played_track_ids": [
"26b0d8a5-e968-49c7-9feb-c31e7bd908a8",
"f4fd94db-f5d3-44b3-9518-26e870e7a7c5",
"fceeb56e-4cc0-4c57-89b4-243f8fc552b3",
"d99f9e5b-ba96-4b5b-97c2-e7e818646803",
"5ee397be-a6a2-45c3-9051-b60df1454590"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Good Evening Quaker City Night Hawks |
El Astronauta | 36 | 2 | 2.18 | riverdale, Rock, fort worth indie |
| 2 | Funky Guitar Blues Bryce Janey |
Blues In My Soul | 42 | 5 | 2.21 | blues, somewhat popular, mj - my bluez time, blues rock, modern blues rock, modern blues |
| 3 | Still Got The Blues Gary Moore |
Still Got The Blues | 70 | 1 | 2.35 | blues, rock, Hard Rock, Blues, Rock |
| 4 | Damn Right, I've Got the Blues Buddy Guy |
Damn Right, I've Got The Blues | 52 | 4 | 6.26 | soul, what a lucky thing, tungt09-, finally some blues - great guitar, contemporary blues, karlsruhe |
| 5 | Are You Satisfied? Reignwolf |
Are You Satisfied? | 53 | 63 | 4.26 | growly, stoner rock, blues rock, songs i have played on drums, rock, garage rock |
| 6 | I Got The Blues - Remastered The Rolling Stones |
Sticky Fingers (Remastered) | 48 | 3 | 3.24 | blues, Rock |
| 7 | Shark Fin Blues The Drones |
Wait Long By the River and the Bodies of Your Enemies Will Float By | 38 | 52 | 4.19 | oh this is damn rock n roll, blues, Punk, swampy rock, alternative rock, fucking amazing song |
| 8 | Smoke Rising Brown Bird |
Axis Mundi | 36 | 120 | 1.18 | Singer/Songwriter, Rock, Alternative |
| 9 | Blues Deluxe Joe Bonamassa |
Blues Deluxe | 55 | 6 | 2.27 | blues, tasty guitar licks and riffs, amazing, guitar blues, essential, blues-rock |
| 10 | The Storm Tedeschi Trucks Band |
Made Up Mind | 33 | 29 | 2.17 | blues, blues rock, R&B/Soul, Blues |
| 11 | Big Mouth Blues - Remastered Version Gram Parsons |
GP | 24 | 14 | 2.12 | country rock, blues, favorite songs, country folk, cosmic american music, gram parsons |
| 12 | The Meaning Of The Blues Joe Bonamassa |
Dust Bowl | 25 | 7 | 3.12 | blues, missing you, walter buddy freter, my cats pajama, electric blues rock, allbout guitar lessons - blues workshops karlsruhe |
| 13 | Too Rolling Stoned - 2007 Remaster Robin Trower |
Bridge of Sighs (2007 Remaster) | 0 | 540 | 4.00 | tasty guitar licks and riffs, british blues, m70rock, robin trower too rolling stoned, easy listening, oldies |
| 14 | The Sky Is Crying - 2002 Digital Remaster Gary Moore |
The Blues Collection | 39 | 54 | 3.19 | blues, ttt - blues, raw, gary moore, jtm-solo guitar, blues-rock |
| 15 | Dirty No-Gooder's Blues Amina Claudine Myers |
Salutes Bessie Smith | 35 | 53 | 2.17 | blues, fip, Jazz |
| 16 | Why I Sing The Blues B.B. King |
Live And Well | 53 | 207 | 1.26 | blues, Blues |
| 17 | Blues For Charlie - Rudy Van Gelder Edition Ike Quebec |
Blue And Sentimental (RVG Edition) | 24 | 27 | 1.12 | fip, 1962, paul chambers, blue note, bluenote, radio unlucido |
| 18 | Number One The Sideshow Tragedy |
Capital | 34 | 92 | 3.17 | Rock, Blues |
| 19 | Blue Blood Blues The Dead Weather |
Sea Of Cowards | 0 | 12 | 7.00 | blues, something new again, tararara, psychedelic rock, shake your hips like battleships, alternative rock |
| 20 | Red Reflection Spindrift |
Classic Soundtracks, Vol. 1 | 26 | 157 | 2.13 | what sergio leone hath wrought, Rock, 60s vibin, star, spell talk, trance |
Predicted Response
You're in the right mood — "Good Evening" by Quaker City Night Hawks brings that raw, gritty blues rock edge you're after, with a dark, smoky atmosphere that feels straight out of a back-alley dive in Fort Worth. The track’s low-down groove and haunting vocals match the moody vibe you’re into.
Yes, 'Bella Luna' is wonderful! The Rippingtons always deliver. Please play another great smooth jazz track by them.
Open row audit
Recommendation fit: strong fit
The user explicitly asks for another smooth jazz track by The Rippingtons, and candidate 1 is exactly that: a smooth jazz track by The Rippingtons.
The audit did not find a clearly better clean alternative in the inspected list/pool.
Likely cause: no specific pipeline gap was identified.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): strong fit. Best shown candidate: rank 1. The user explicitly asks for another smooth jazz track by The Rippingtons, and candidate 1 is exactly that: a smooth jazz track by The Rippingtons.
Recommendation Fit
accepted submitted rank #1: In Another Life by The Rippingtons
The user explicitly asks for another smooth jazz track by The Rippingtons, and candidate 1 is exactly that: a smooth jazz track by The Rippingtons.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · strong fitResponse Quality
response quality: clear
The response clearly references the submitted track 'In Another Life' by The Rippingtons, explains its smooth, laid-back style consistent with the user's enjoyment of previous Rippingtons tracks, and stays coherent with the user's request for another great smooth jazz track by them.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state correctly captures the user's request for another smooth jazz track by The Rippingtons, with no missing constraints or stale information.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I want to hear 'Kilimanjaro' by The Rippingtons.
Kilimanjaro -- The Rippingtons
You absolutely have to check out "Kilimanjaro." It's a real fan favorite!
Perfect! That's exactly the specific recording I wanted. Play more smooth jazz from The Rippingtons now.
Morocco -- The Rippingtons
Awesome, glad you liked "Kilimanjaro"! If you're in the mood for another Rippingtons tune that’s just as rich but perhaps a bit more laid-back and atmospheric, you should definitely check out "Morocco." It's from the same album and has a fantastic vibe.
Yes, 'Morocco' is great too! I love The Rippingtons. Keep playing more smooth jazz by them.
Oceansong -- The Rippingtons
Glad to hear you liked "Morocco"! If you want to keep that smooth, mellow Rippingtons vibe going, I highly recommend "Oceansong." It's another beautiful instrumental from them, perfect for just chilling out.
Another excellent choice! 'Oceansong' is fantastic. What other smooth jazz tracks do you have by The Rippingtons?
Northern Lights -- The Rippingtons
Happy to hear that! If you're looking for another smooth and relaxing instrumental from The Rippingtons, you absolutely have to hear "Northern Lights." It's got that perfect chill vibe you seem to enjoy.
Another fantastic track! 'Northern Lights' is superb. I'm really enjoying these. What's next from The Rippingtons' smooth jazz collection?
Bella Luna -- The Rippingtons
Fantastic, so glad "Northern Lights" hit the spot! If you're looking for another beautifully mellow and relaxing instrumental from The Rippingtons, I think you'll really enjoy "Bella Luna." It's perfect for unwinding.
Yes, 'Bella Luna' is wonderful! The Rippingtons always deliver. Please play another great smooth jazz track by them.
State
Current request: Another smooth jazz track by The Rippingtons.
Hard rejected names:
Soft avoid names:
Positive terms: yes, bella, luna, wonderful, rippingtons, always, deliver, play, another, great, smooth, jazz
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "artist",
"facet": null,
"value": "The Rippingtons",
"role": "current_target",
"anchor_use": "must_use",
"relation": "exact_target",
"reuse": "must_reuse",
"source_turn": 6,
"mentioned_current_turn": true,
"evidence_text": "The Rippingtons always deliver"
},
{
"type": "attribute",
"facet": "genre",
"value": "smooth jazz",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 6,
"mentioned_current_turn": true,
"evidence_text": "smooth jazz track"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [
"The Rippingtons"
],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"smooth jazz"
],
"played_track_ids": [
"697a4797-275c-4581-85ae-e2dacfe68aaf",
"94bff1ae-9825-4d03-ba9c-c5e67b3bf3c2",
"e0dfc0c6-8614-49f1-bb1c-8c17d8891d71",
"64b277e6-5467-4478-bdf4-c8001d004208",
"0aaee03e-7294-45b3-863b-8abe357070d0"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | In Another Life The Rippingtons |
Black Diamond | 13 | 1 | 4.07 | jazz fusion, Smooth Jazz, Jazz, smooth jazz, Rock |
| 2 | Paris Groove The Rippingtons |
Modern Art | 41 | 3 | 3.21 | jazz fusion, tunemark radio, Smooth Jazz, contemporary jazz, instrumental, Easy Listening |
| 3 | Smooth Santana |
Supernatural (Legacy Edition) | 72 | 29 | 2.36 | folk, alternative rock, easy listening, soul, oldies, blues-rock |
| 4 | The Workout Paul Jackson, Jr. |
Lay It Back | 32 | 22 | 2.16 | chill, relax, smooth jazz tag, hot, Jazz, smooth jazz |
| 5 | Waterfalls Steve Cole |
Between Us | 45 | 21 | 2.23 | Smooth Jazz, R&B/Soul, Jazz, smooth jazz |
| 6 | Doubts 2 Ibrahim Maalouf |
Wind | 44 | 11 | 2.22 | easy listening, contemporary, lounge, smooth, instrumental, dinner music |
| 7 | Slow Jam Euge Groove |
Born 2 Groove | 49 | 6 | 2.25 | Smooth Jazz, rock :-0, slow, massage, gimme sum saxx, mj-saxxxy zzzz |
| 8 | Botswana Bossa Nova David Benoit |
Earthglow | 15 | 15 | 2.08 | chill, relax, smooth jazz, david benoit, jazz, lounge |
| 9 | Anything and Everything Chieli Minucci |
The Very Best Of Smooth Jazz Guitar | 42 | 17 | 2.21 | road music, chill, Smooth Jazz, relax, wet kisses, nightrelax |
| 10 | Expression Joyce Cooling |
This Girl's Got To Play | 39 | 59 | 4.20 | joyce cooling expression - this girls got to play lp, female guitarists, great song, joyce cooling, gospel, easy listening |
| 11 | Max-O-Man Fourplay |
The Best Of Fourplay | 35 | 30 | 3.17 | fav by artist, piano, bob james, banned, lounge, jazz funk |
| 12 | Pacifica Michael Lington |
Stay With Me | 48 | 16 | 2.24 | mike oldfield, piano smooth jazz, 1052 loved, day, andrzej lampert, easy listening |
| 13 | Breezin' - Remastered George Benson |
Breezin' | 63 | 5 | 2.31 | worldmusik, liked it, easy listening, truth, soul, buenos dias |
| 14 | Floor & More Ronny Jordan |
Off The Record | 36 | 19 | 2.18 | cool song, downtempo, jazzy, metro downtempo, acid jazz, smooth jazz tag |
| 15 | Afternoon Pat Metheny Group |
Speaking Of Now | 47 | 27 | 2.23 | jazz fusion, Smooth Jazz, usa, contemporary jazz, instrumental, instrumental jazz tag |
| 16 | Miami Overnight Chris Botti |
Night Sessions | 38 | 57 | 2.19 | trumpetalicious, sensual, autumnpearls by schru, Easy Listening, schru deja vu, easy listening |
| 17 | Pacific Breeze Gail Jhonson |
Pearls | 53 | 9 | 2.27 | relaxing, Smooth Jazz, jazz instrumental, contemporary jazz, smooth jazz- keyboard, 1052 smooth jazz |
| 18 | Take-Out Dreams Warren Hill |
The Collected | 38 | 42 | 2.19 | jazz-instrumental, warren hill, nightrelax, saxophone, Jazz, 5 stars |
| 19 | Ready to Hang Wayman Tisdale |
Hang Time | 25 | 8 | 2.12 | coolgroove, Smooth Jazz, bass, jazz-instrumental, smooth funk, jazz bassline |
| 20 | Daft Funk (feat. Mr. Talkbox) Nathan East |
Nathan East | 31 | 26 | 2.15 | chill, Smooth Jazz, relax, acid jazz, R&B/Soul, Jazz |
Predicted Response
Perfect — if you're in the mood for more smooth jazz from The Rippingtons, "In Another Life" from their *Black Diamond* album is a smooth, laid-back groove with that signature cool vibe you like. It's got a relaxed rhythm and rich guitar tones that just glide over the beat.
Thanks for breaking down "The Beach." You mentioned the nu-jazz, downtempo feel, and lovely female vocals. I think those are definitely part of it. I'm trying to pinpoint it... Is it the rhythm or the overall instrumentation that makes it feel so good?
Open row audit
Recommendation fit: bad fit
The user is asking for an analysis of rhythm and instrumentation in 'The Beach', not for a new track recommendation. None of the candidates directly answer this analytical question, so no song should be recommended.
The audit did not find a clearly better clean alternative in the inspected list/pool.
Likely cause: no specific pipeline gap was identified.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. No valid submitted track was identified. The user is asking for an analysis of rhythm and instrumentation in 'The Beach', not for a new track recommendation. None of the candidates directly answer this analytical question, so no song should be recommended.
Recommendation Fit
no valid submitted recommendation: No valid submitted track
The user is asking for an analysis of rhythm and instrumentation in 'The Beach', not for a new track recommendation. None of the candidates directly answer this analytical question, so no song should be recommended.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response directly references the user's focus on rhythm and instrumentation, ties it to the submitted track 'Beautiful Morning' with specific musical details (jazzy brass, walking bassline, groove), and maintains a coherent, personalized explanation without contradictions or unsupported claims.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state incorrectly treats the user's analytical question as a retrieval request, carrying over stale anchor entities and missing the comparative/exploratory nature of the turn, which could lead to irrelevant recommendations.
missing: The user is exploring whether the appeal comes from rhythm or instrumentation, but the state does not capture that this is a comparative/exploratory question, not a simple attribute search.; The user's prior mention of 'nu-jazz, downtempo feel, and lovely female vocals' as part of what they like is not reflected as a positive constraint.
extra/stale: The state includes 'The Beach' and 'Parov Stelar' as must-use anchors, but the user is not requesting more songs like these; they are analyzing the current song's elements.; The 'intent_mode' is set to 'open_explore' which is too vague; the user's intent is to analyze specific attributes of the current track.; The 'retrieval_profile' is 'feature_search' which may be misleading because the user is not searching for new tracks based on features, but rather dissecting the current one.
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I've been enjoying 'Beautiful Morning' by Parov Stelar a lot lately. There's something captivating about it, but I can't articulate what it is. What elements of this song stand out?
The Beach -- Parov Stelar
You'll really dig "The Beach" by Parov Stelar. It's got a fantastic nu-jazz, downtempo feel with some lovely female vocals. Perfect for a relaxed vibe!
Thanks for breaking down "The Beach." You mentioned the nu-jazz, downtempo feel, and lovely female vocals. I think those are definitely part of it. I'm trying to pinpoint it... Is it the rhythm or the overall instrumentation that makes it feel so good?
State
Current request: Analyze the elements of 'The Beach' by Parov Stelar, focusing on rhythm and instrumentation.
Hard rejected names:
Soft avoid names:
Positive terms: thanks, breaking, down, beach, mentioned, nu jazz, downtempo, feel, lovely, female, vocals, think, those, definitely, part, i m, trying, pinpoint, rhythm, overall, instrumentation, makes, good, analyze, elements, parov, stelar, focusing
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "track",
"facet": null,
"value": "The Beach",
"role": "current_target",
"anchor_use": "must_use",
"relation": "exact_target",
"reuse": "must_reuse",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "The Beach"
},
{
"type": "artist",
"facet": null,
"value": "Parov Stelar",
"role": "current_target",
"anchor_use": "must_use",
"relation": "exact_target",
"reuse": "must_reuse",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "Parov Stelar"
},
{
"type": "attribute",
"facet": "sonic",
"value": "rhythm",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "rhythm"
},
{
"type": "attribute",
"facet": "sonic",
"value": "instrumentation",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "overall instrumentation"
}
],
"resolver": {
"anchor_track_ids": [
"21f85cf6-8e88-421e-a032-d55335271e86"
],
"anchor_artist_ids": [
"Parov Stelar"
],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"rhythm",
"instrumentation"
],
"played_track_ids": [
"21f85cf6-8e88-421e-a032-d55335271e86"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Beautiful Morning Parov Stelar |
The Princess | 28 | 3 | 5.14 | parov stelar, nu-jazz, all in a day, fip, beautiful, electronic |
| 2 | Booty Swing Parov Stelar |
The Princess, Pt. Two | 64 | 15 | 9.32 | parov stelar, Dance, dobre wspomnienia, 2-24-19, goeiepoep, cooking |
| 3 | Baska Brother Parov Stelar |
The Princess, Pt. Two | 41 | 7 | 5.21 | parov stelar, electro swing, swing, house, lounge, electronic swing |
| 4 | The Princess Parov Stelar |
The Princess | 57 | 13 | 7.29 | parov stelar, nu jazz, female vocals, downtempo, austrian, from my hometown |
| 5 | The Sun - Klingande Remix Radio Edit Graham Candy |
The Sun | 60 | 1 | 0.30 | Dance, Electronic, remix, tropical house, House, klingande |
| 6 | You Got Me There Parov Stelar |
The Princess | 32 | 9 | 7.16 | parov stelar, Easy Listening, soulful bliss, deep, nu jazz, female vocals |
| 7 | Dark Jazz Parov Stelar |
Seven and Storm | 26 | 12 | 6.13 | parov stelar- dark jazz, mj-dayz done, sensual, trippy, brazil, silkred-lovedall |
| 8 | The Beach, 7am scntfc |
Oxenfree | 1 | 38 | 1.00 | Electronic, Soundtracks |
| 9 | Tango Muerte Parov Stelar |
Shine | 19 | 24 | 5.09 | lounge electronic, silkred-lovedall, acid lounge, uutta jazzia, to listen at night, nu jazz |
| 10 | Hurt Parov Stelar |
Beach Club Malibu Ibiza | 50 | 8 | 8.25 | lounge at home two, vocal downtempo, chill chill, lounge electronic, acid lounge, uutta jazzia |
| 11 | Jimmy's Gang Parov Stelar |
The Princess, Pt. Two | 44 | 17 | 6.22 | parov stelar, tango, buy, swing, lounge, funkhaus europa beat the night |
| 12 | The Fog Parov Stelar |
The Princess | 26 | 16 | 4.13 | Electronic, downtempo |
| 13 | Oh Yeah Parov Stelar |
The Princess, Pt. Two | 27 | 6 | 4.13 | parov stelar, electronic, electro-swing, female vocals, falkplus, Electronic |
| 14 | Lost in Amsterdam Parov Stelar |
Shine | 37 | 4 | 5.18 | chill chill, lounge electronic, best of down temp, silkred-lovedall, acid lounge, down-tempo vibe |
| 15 | The Flame Parov Stelar |
Coco, Pt. 2 | 33 | 14 | 6.17 | chill chill, lounge electronic, parov stela - the flame, best of down temp, acid lounge, uutta jazzia |
| 16 | Song for the Crickets Parov Stelar |
The Princess | 30 | 5 | 8.15 | parov stelar, wings and feathers, evening, 110 bpm, nu jazz, female vocals |
| 17 | Your Man Parov Stelar |
Coco, Pt. 1 | 29 | 11 | 4.14 | speed, parov stelar, bass, sssssrrrrrrr, soul, lounge instrumental |
| 18 | Milla's Dream Parov Stelar |
The Princess | 48 | 28 | 7.24 | Dance, girls name, house, nu jazz, female vocals, downtempo |
| 19 | Beach House boy pablo |
Beach House | 44 | 34 | 1.22 | Pop |
| 20 | Beach San Cisco |
San Cisco | 27 | 36 | 2.13 | w0w, super catchy chorus, sunshine, summer-2013, happiness, Pop |
Predicted Response
Since you're digging into the rhythm and instrumentation of "The Beach," you’ll love "Beautiful Morning"—it’s another gem from Parov Stelar that layers warm, jazzy brass with a smooth, walking bassline and a groove that’s both laid-back and endlessly danceable. The way the rhythms weave through the track, like a late-night stroll through Vienna, feels like a natural extension of what you’re vibing with.
Now *that's* what I'm talking about! A song about Hank Williams himself, that's a fantastic example of a biographical narrative. I love hearing stories like that. Can you find me some more songs that tell stories about real people or historical events in the c
Open row audit
Recommendation fit: bad fit
The user explicitly asked for songs about real people or historical events, but 'American Remains' is a general patriotic song, not a biographical narrative. 'Tom Dooley' (rank 5) is a much better fit as it tells the story of a real murder case.
From the submitted list, oil patch town by Chris Knight looks better because fusion stage already ranked it #71; catalog popularity is 33; metadata/tags match: now, country, americana.
Likely cause: final ordering placed a weaker/invalid item over clean candidates.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. Best shown candidate: rank 5. The user explicitly asked for songs about real people or historical events, but 'American Remains' is a general patriotic song, not a biographical narrative. 'Tom Dooley' (rank 5) is a much better fit as it tells the story of a real murder case.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #5: Tom Dooley by The Kingston Trio
The user explicitly asked for songs about real people or historical events, but 'American Remains' is a general patriotic song, not a biographical narrative. 'Tom Dooley' (rank 5) is a much better fit as it tells the story of a real murder case.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response clearly references the submitted track 'American Remains' by The Highwaymen, explains its storytelling and historical/biographical narrative qualities, and directly ties it to the user's request for songs about real people or historical events in country/Americana.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state correctly captures the genre and lyrical theme facets from the current turn, but it misses the explicit constraint that songs must be about real people or historical events (not just any biographical narrative), and it includes stale artist facts that could misdirect retrieval away from other relevant artists.
missing: User explicitly wants songs about real people or historical events, not just any biographical narrative; User's request for 'more songs that tell stories about real people or historical events' is a continuation of prior request for 'historical or biographical narrative' from turn 7, which should be captured as a persistent constraint
extra/stale: Satisfied prior fact for 'Jerry Jeff Walker' from turn 6 is stale and irrelevant to current turn; Satisfied prior fact for 'Kris Kristofferson' from turn 8 is incorrectly marked as 'satisfied_prior' but user is asking for more songs like that, not rejecting the artist
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
Play the song with the lyrics "I knew a man, 'Bojangles' and he'd dance for you in worn out shoes.
Me and Bobby McGee -- Kris Kristofferson
Sticking with that classic country vibe, and since you appreciate Kris Kristofferson, I think you'll also love "Me and Bobby McGee." It's another iconic tune with great storytelling.
That's a fantastic tune, and I love Kris Kristofferson, but that wasn't the song I was looking for. I'm specifically searching for the song that contains the lyrics "I knew a man, 'Bojangles' and he'd dance for you in worn out shoes." Do you have that one?
The Junkie and the Juicehead, Minus Me -- Kris Kristofferson
Awesome! Since you're digging Kris Kristofferson, let's keep that going. How about "The Junkie and the Juicehead, Minus Me"? It's another one that really showcases his storytelling and that classic country feel.
While I appreciate more Kris Kristofferson, that's still not the song I'm looking for. I need the song that has the *exact* lyrics "I knew a man, 'Bojangles' and he'd dance for you in worn out shoes." Can you find that specific track for me?
Bottle In My Hand -- Hayes Carll
Glad to hear you're enjoying those! If you're looking for more of that classic country sound with great lyrics, you might really like "Bottle In My Hand" by Hayes Carll. It's got that true Americana feel, perfect for a fan of Johnny Cash.
That's a fine country tune, but I'm still trying to find the song that contains the specific lyrics 'I knew a man, 'Bojangles' and he'd dance for you in worn out shoes.' The song I'm looking for is 'Mr. Bojangles'. Can you play that one for me?
Mr. Bojangles -- Jerry Jeff Walker
Awesome, I love to hear that! How about "Mr. Bojangles" by Jerry Jeff Walker next? It's an absolute classic in the country and Americana world, and I think you'll really connect with its story and feel.
Yes! That's the one! Perfect! That's exactly what I was looking for. Now that you've got that one, are there any other narrative songs with similarly specific imagery or a strong storytelling element you can recommend? I'm open to classic country or Americana.
London Homesick Blues -- Jerry Jeff Walker
That's awesome, glad you liked it! Staying with Jerry Jeff Walker, I've got "London Homesick Blues" for you. It's another fan favorite with that quintessential country feel and some great storytelling.
That's a classic! Jerry Jeff Walker really knows how to tell a story. I appreciate that one. Keep 'em coming! Do you have any other storytelling songs, maybe with a bit of a historical or biographical narrative, in the country or Americana vein?
Sangria Wine -- Jerry Jeff Walker
Awesome! You can't go wrong with Jerry Jeff. Since you're digging his sound, you should definitely check out "Sangria Wine." It's another great one from him, perfect for kicking back.
That's a fun one from Jerry Jeff, definitely gets the toes tapping. But I was really hoping for something with a bit more of a historical story or a biographical narrative, like a song about a real person or a specific event. Any other tracks like that in your collection, maybe something a little more serious in its storytelling?
If You Don't Like Hank Williams -- Kris Kristofferson
Glad to hear Jerry Jeff is hitting the spot! Sticking with another legend you've enjoyed, how about Kris Kristofferson's "If You Don't Like Hank Williams"? It's a classic and really speaks to that pure country spirit.
Now *that's* what I'm talking about! A song about Hank Williams himself, that's a fantastic example of a biographical narrative. I love hearing stories like that. Can you find me some more songs that tell stories about real people or historical events in the country or Americana genres?
State
Current request: More country or Americana songs that tell stories about real people or historical events, with a biographical narrative.
Hard rejected names:
Soft avoid names: If You Don't Like Hank Williams, Kris Kristofferson, Jerry Jeff Walker
Positive terms: now, that s, what, i m, talking, about, hank, williams, himself, fantastic, example, biographical, narrative, love, hearing, stories, find, some, tell, real, people, historical, events, country, americana, genres
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "track",
"facet": null,
"value": "If You Don't Like Hank Williams",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 8,
"mentioned_current_turn": true,
"evidence_text": "that's a fantastic example"
},
{
"type": "artist",
"facet": null,
"value": "Kris Kristofferson",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 8,
"mentioned_current_turn": false,
"evidence_text": "songs about real people"
},
{
"type": "artist",
"facet": null,
"value": "Jerry Jeff Walker",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 6,
"mentioned_current_turn": false,
"evidence_text": "other storytelling songs"
},
{
"type": "attribute",
"facet": "genre",
"value": "country",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 8,
"mentioned_current_turn": true,
"evidence_text": "country"
},
{
"type": "attribute",
"facet": "genre",
"value": "Americana",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 8,
"mentioned_current_turn": true,
"evidence_text": "Americana"
},
{
"type": "attribute",
"facet": "lyrical_theme",
"value": "biographical narrative",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 8,
"mentioned_current_turn": true,
"evidence_text": "biographical narrative"
},
{
"type": "attribute",
"facet": "lyrical_theme",
"value": "stories about real people or historical events",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 8,
"mentioned_current_turn": true,
"evidence_text": "stories about real people or historical events"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"country",
"Americana",
"biographical narrative",
"stories about real people or historical events"
],
"played_track_ids": [
"706f3af7-8f1c-4b79-9991-1ee0789cceaf",
"5bf6ec88-bd2e-425e-8e44-938d5defe091",
"c7249241-183b-403c-8cf6-f92d033c251d",
"6d933def-76b2-4cf5-9c95-91e114f09dba",
"ff92dc67-84b6-40d8-83c0-a623472fbbaf",
"71a387f0-86a5-4b13-9e5c-5d55917f4a93",
"777d91e0-556c-486a-ac26-ea5b113e691c"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | American Remains The Highwaymen |
Highwayman Super Hits | 64 | 1 | 5.32 | hiway men, countrybluegrass--better, great song, folk, saturday nights, country |
| 2 | Born and Raised in Black and White The Highwaymen |
Highwayman 2 | 55 | 4 | 1.27 | folk, country, waylon jennings, country taggradio, 80s, johnny cash |
| 3 | The Pilgrim, Chapter 33 Kris Kristofferson |
The Silver Toungued Devil And I | 44 | 6 | 1.22 | avoid_name:Kris Kristofferson country, Country |
| 4 | Sixteen Tons Merle Travis |
The Merle Travis Story | 43 | 54 | 3.21 | mining, my country, i want back to the 50s, folk, classics, country |
| 5 | Tom Dooley The Kingston Trio |
The Kingston Trio | 45 | 8 | 4.22 | german number 1, folk, rmf 50s, oldies, killforpeace, ik ben |
| 6 | American Kids Kenny Chesney |
American Kids | 75 | 322 | 1.38 | american, rodney clawson, 2014, shane mcanally, country, conan |
| 7 | oil patch town Chris Knight |
A Pretty Good Guy | 33 | 71 | 3.17 | nowhere town, country, alt-country, americana, Country, kevsfavs |
| 8 | Choices George Jones |
Cold Hard Truth | 54 | 57 | 2.27 | beautiful, george jones, great song, country, country songs, country taggradio |
| 9 | Knockin' On Heaven's Door - Remastered Bob Dylan |
Dylan | 83 | 2.42 | musical, folk, political, singer-songwritergdchill, poetry, soul |
|
| 10 | No Love Songs Chris Cagle |
My Life's Been A Country Song | 22 | 160 | 2.11 | country, two step, Country, 2000s, no love songs, Rock |
| 11 | The Gambler Kenny Rogers |
The Gambler | 78 | 124 | 4.39 | usa, favorite, folk, old country, country, acoustic rhythm guitars |
| 12 | West Nashville Grand Ballroom Gown Todd Snider |
Agnostic Hymns & Stoner Fables | 12 | 114 | 2.06 | best of 2007, folk, country, americana, Rock |
| 13 | Queen of Memphis - Remastered Version Confederate Railroad |
Confederate Railroad | 53 | 154 | 2.27 | perquini, malesinger, country, Country, linedance, favorites |
| 14 | As Good As I Once Was Toby Keith |
Honkytonk University | 76 | 195 | 1.38 | my country, favorite, great song, country, 00s, drinking |
| 15 | Copperhead Road Steve Earle |
Copperhead Road | 70 | 43 | 3.35 | country, schwinge, daya, like, luka w, tdident |
| 16 | Long Black Veil Lefty Frizzell |
American Originals | 45 | 170 | 6.22 | time, honky-tonkin, countrybluegrass--better, honky tonk, songs that johnny cash has covered, chaser i |
| 17 | Silver Stallion The Highwaymen |
Highwayman Super Hits | 61 | 3 | 3.31 | beautiful, my country, coramao, folk, country, dark southern gothic |
| 18 | The Ballad of Jed Clampett Earl Scruggs |
The Beverly Hillbillies Featuring the Stars of the CBS Network Television Series | 33 | 185 | 1.17 | country, Country, bluegrass |
| 19 | King Of The Road Randy Travis |
Full Circle | 48 | 56 | 2.24 | cover, folk, great song, country, jazzyscountry, 1997 |
| 20 | Ten Rounds with Jose Cuervo - Recall Mix Tracy Byrd |
Ten Rounds | 59 | 202 | 1.29 | Pop, country, Country |
Predicted Response
You’re in good hands with “American Remains” — it’s a powerful, storytelling classic from The Highwaymen that paints a vivid picture of forgotten lives and historical echoes, told through the voices of four legends. With Waylon Jennings’ signature grit and a narrative that feels like a lost chapter from the American story, it’s a perfect fit for your love of real-life tales and deep country roots.
That's a good one from Leif, and the title 'Cairo Blues' definitely suggests a place. I'm looking for something that really paints a picture of a distant place, maybe with a more melancholic or reflective tone. Can you find something that feels distinctly root
Open row audit
Likely wrong
The top recommendation is Big Sky Country by Leif Vollebekk, but it repeats something the user was trying to move away from: 'Leif Vollebekk'.
From the submitted list, Fast Car by Tracy Chapman looks better because it avoids the top pick's rule violation; catalog popularity is 83; metadata/tags match: one, tone.
Likely cause: final ordering placed a weaker/invalid item over clean candidates.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. Best shown candidate: rank 5. The user explicitly enjoyed 'Cairo Blues' by Leif Vollebekk but asked for something different that paints a picture of a distant place with a melancholic or reflective tone. The submitted top recommendation 'Big Sky Country' is by the same artist the user is moving away from, violating the request for variety. Candidate 5, 'Horizonte Distante' by Los Hermanos, is a better fit: its title suggests a distant horizon, it has a melancholic tone, and it offers a unique geographical reference (Brazilian/Portuguese) without repeating the previous artist.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #5: Horizonte Distante by Los Hermanos
The user explicitly enjoyed 'Cairo Blues' by Leif Vollebekk but asked for something different that paints a picture of a distant place with a melancholic or reflective tone. The submitted top recommendation 'Big Sky Country' is by the same artist the user is moving away from, violating the request for variety. Candidate 5, 'Horizonte Distante' by Los Hermanos, is a better fit: its title suggests a distant horizon, it has a melancholic tone, and it offers a unique geographical reference (Brazilian/Portuguese) without repeating the previous artist.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response clearly ties the recommendation to the user's request for a melancholic, place-evoking song, grounding it in the Canadian prairie landscape without contradicting any visible constraints.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state captures the mood and location themes but misses the explicit request for a 'unique geographical reference', which is a key constraint. Also, the prior artist and track are marked as 'avoid_exact' which may be too restrictive since the user didn't reject them, just wants something different.
missing: User wants a 'unique geographical reference' in the song, not just any location theme
extra/stale: Leif Vollebekk and Cairo Blues are marked as 'satisfied_prior' but user is not rejecting them, just moving on; they could be kept as context but not as 'avoid_exact'
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm interested in discovering some music that makes me think of different places or has a strong sense of location.
Cairo Blues -- Leif Vollebekk
How about "Cairo Blues"? It's got that same compelling singer-songwriter feel you enjoy.
That's a good one from Leif, and the title 'Cairo Blues' definitely suggests a place. I'm looking for something that really paints a picture of a distant place, maybe with a more melancholic or reflective tone. Can you find something that feels distinctly rooted in a specific location, perhaps even something with a slightly more unique geographical reference?
State
Current request: A song that paints a picture of a distant place with a melancholic or reflective tone, distinctly rooted in a specific location.
Hard rejected names:
Soft avoid names: Leif Vollebekk, Cairo Blues
Positive terms: that s, good, one, leif, title, cairo, blues, definitely, suggests, place, i m, looking, something, really, paints, picture, distant, melancholic, reflective, tone, find, feels, distinctly, rooted, specific, location, perhaps, even, slightly, unique, geographical, reference
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "artist",
"facet": null,
"value": "Leif Vollebekk",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "good one from Leif"
},
{
"type": "track",
"facet": null,
"value": "Cairo Blues",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "Cairo Blues"
},
{
"type": "attribute",
"facet": "lyrical_theme",
"value": "paints a picture of a distant place",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "paints a picture of a distant place"
},
{
"type": "attribute",
"facet": "mood",
"value": "melancholic",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "melancholic or reflective tone"
},
{
"type": "attribute",
"facet": "mood",
"value": "reflective",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "melancholic or reflective tone"
},
{
"type": "attribute",
"facet": "lyrical_theme",
"value": "distinctly rooted in a specific location",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "distinctly rooted in a specific location"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"paints a picture of a distant place",
"melancholic",
"reflective",
"distinctly rooted in a specific location"
],
"played_track_ids": [
"42a5382f-943b-40bb-a1cd-c96c0736090d"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Big Sky Country Leif Vollebekk |
Twin Solitude | 0 | 1 | 1.00 | avoid_name:Leif Vollebekk Alternative |
| 2 | Road to Venus Leif Vollebekk |
Twin Solitude | 29 | 6 | 1.15 | avoid_name:Leif Vollebekk Alternative |
| 3 | Off The Main Drag Leif Vollebekk |
North Americana | 0 | 2 | 1.00 | avoid_name:Leif Vollebekk Singer/Songwriter, fip |
| 4 | Into the Ether Leif Vollebekk |
Into the Ether | 0 | 3 | 1.00 | avoid_name:Leif Vollebekk the bold type, Alternative, fav, 2017 |
| 5 | Horizonte Distante Los Hermanos |
"4" | 33 | 4 | 2.17 | a musica vem da letra, soro, indie party, melhor de todos os tempos, hermanos, alternative rock |
| 6 | Fast Car Tracy Chapman |
Tracy Chapman | 83 | 4.42 | rolling stones top 500 songs of all time, folk, acoustic guitar riffs, classics, acoustic rhythm guitars, contemporary folk |
|
| 7 | East of Eden Leif Vollebekk |
Twin Solitude | 40 | 1.20 | avoid_name:Leif Vollebekk Alternative |
|
| 8 | Vancouver Time Leif Vollebekk |
Twin Solitude | 0 | 5 | 1.00 | avoid_name:Leif Vollebekk towns and cities, fip, Alternative, songs about time |
| 9 | Harvest Moon Neil Young |
Harvest Moon (US Release) | 75 | 214 | 2.38 | moon songs, folk, loved, easy listening, oldies, harmonica |
| 10 | Over and Done the everybodyfields |
Nothing Is Okay | 5 | 16 | 2.02 | Singer/Songwriter, country, melancholic, folk rock |
| 11 | Mer du Japon Air |
Pocket Symphony | 43 | 2.21 | travel, spring, nu jazz, hypnotic, favorites, progressive pop |
|
| 12 | So Far Away Carole King |
Tapestry | 62 | 12 | 2.31 | folk, pretty, 1971, easy listening, soul, death |
| 13 | Feel Sonder |
Into | 69 | 71 | 0.34 | R&B/Soul |
| 14 | Thinking of a Place The War On Drugs |
A Deeper Understanding | 61 | 23 | 1.30 | american, wonder, havet, best of 2017, 2017 single, 2017 |
| 15 | Only Love Can Break Your Heart - Remastered Neil Young |
After The Gold Rush | 60 | 5.30 | folk, pretty, easy listening, rockpop, oldies, bittersweet |
|
| 16 | Crosses José González |
Veneer | 52 | 3.26 | eclectonia, folk, loved, sleep, accoustic, alternative rock |
|
| 17 | Painting (Masterpiece) Lewis Del Mar |
Painting (Masterpiece) | 49 | 51 | 0.24 | conan, Alternative |
| 18 | Alone in Kyoto Air |
Talkie Walkie | 58 | 3.29 | experimental, loved, sleep, easy listening, ambiance, hypnotic |
|
| 19 | The Scientist Coldplay |
A Rush Of Blood To The Head | 90 | 372 | 2.45 | wicker park, scientist, loved, pretty, coldplay, alternative rock |
| 20 | Annabelle Lee Marissa Nadler |
Ballads of Living and Dying | 25 | 28 | 1.12 | beautiful, folk, country, dream folk, gray day, winter |
Predicted Response
You're after something that feels like a distant horizon — a place you can almost see but never quite reach. "Big Sky Country" by Leif Vollebekk is that mood in song form: a quiet, drifting reflection on vast, open spaces, with a hauntingly melancholic feel that’s deeply rooted in the Canadian prairie landscape. It’s like listening to the wind across empty fields, slow and thoughtful, just as you wanted.
That's it, 'Might As Well Get Stoned' is awesome. This album just keeps delivering. How about 'Sometimes I Cry' next?
Open row audit
Recommendation fit: bad fit
The user explicitly asked for 'Sometimes I Cry' next from Chris Stapleton's Traveller album, but the submitted top recommendation is 'Parachute' (also from Traveller), not the requested song. Since the user's latest request is a direct request for a specific track that is not among the candidates, the top recommendation fails to fulfill the request.
The audit did not find a clearly better clean alternative in the inspected list/pool.
Likely cause: no specific pipeline gap was identified.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. Submitted rank 1 was judged invalid; no better valid submitted rank was identified. The user explicitly asked for 'Sometimes I Cry' next from Chris Stapleton's Traveller album, but the submitted top recommendation is 'Parachute' (also from Traveller), not the requested song. Since the user's latest request is a direct request for a specific track that is not among the candidates, the top recommendation fails to fulfill the request.
Recommendation Fit
top recommendation judged invalid; no better submitted rank chosen: Parachute by Chris Stapleton
The user explicitly asked for 'Sometimes I Cry' next from Chris Stapleton's Traveller album, but the submitted top recommendation is 'Parachute' (also from Traveller), not the requested song. Since the user's latest request is a direct request for a specific track that is not among the candidates, the top recommendation fails to fulfill the request.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: misleading
The response incorrectly states the user is vibing with 'Sometimes I Cry' when the user only requested that song and it was never played; it also recommends 'Parachute' which was already requested and played earlier in the conversation, showing poor attention to the conversational flow.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state correctly captures the user's request for 'Sometimes I Cry' from the same album 'Traveller' by Chris Stapleton, with no missing constraints or stale entities.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm trying to find an album by Chris Stapleton. It has a very recognizable black and white cover with him standing in a vast, dusty field, tipping his cowboy hat. What's the name of that album?
Guys Like Me -- Eric Church
I think "Guys Like Me" would be another solid hit for you. It's got that classic, down-to-earth country vibe and really paints a picture. Give it a listen and tell me what you think!
Thanks for the Eric Church song, I appreciate that. But I'm still trying to find that Chris Stapleton album with the black and white cover. The one where he's in a cowboy hat in a wide-open, dusty field. What's that album called again?
How 'Bout You -- Eric Church
Awesome, I'm glad "Guys Like Me" hit the spot! How about another one from Eric Church, "How 'Bout You"? It's got that same proud country vibe about knowing where you come from. I think you'll really connect with it.
Look, I appreciate the Eric Church recommendations, but I'm really trying to find the Chris Stapleton album called 'Traveller'. That's the one with the black and white cover, him in a cowboy hat in a wide-open field. Can you confirm that album for me?
Fire Away -- Chris Stapleton
Awesome! Since you're enjoying the real deal country vibes, I think you'll really appreciate Chris Stapleton. He's got that same raw, authentic feel. How about "Fire Away"? It's a powerful track with some deep lyrics.
Yes, that's exactly the album based on the cover description! 'Traveller' by Chris Stapleton. Now that I've found it, could you play 'Nobody To Blame' from that album?
Whiskey And You -- Chris Stapleton
Awesome, glad to hear you enjoyed that one! Chris Stapleton really delivers. If you're looking for another powerful one from him, you've gotta check out "Whiskey And You." It's a classic for a reason!
Yeah, 'Whiskey And You' is a classic. I'm really digging this album. Can you play 'Parachute' next? That's another great one from 'Traveller'.
Traveller -- Chris Stapleton
Glad to hear you're digging Chris Stapleton! If you want another solid track from him, you absolutely have to listen to "Traveller." It's the title track from that same album and really captures his sound.
Yep, 'Traveller' is a phenomenal track. I love the whole album. How about 'Broken Halos' next? That's another favorite of mine from the same album.
Nobody To Blame -- Chris Stapleton
Awesome! Since you're on a Chris Stapleton roll, you definitely need to hear "Nobody To Blame." It's another fantastic track from 'Traveller' with that raw, honest country feel you're enjoying.
Perfect! 'Nobody To Blame' is fantastic. This whole 'Traveller' album is just great. How about 'Might As Well Get Stoned' next?
Might As Well Get Stoned -- Chris Stapleton
Awesome, I'm glad to keep you hooked on Chris Stapleton! How about "Might As Well Get Stoned" next? It's got a great groove and fits right in with that authentic country sound you're into.
That's it, 'Might As Well Get Stoned' is awesome. This album just keeps delivering. How about 'Sometimes I Cry' next?
State
Current request: Play 'Sometimes I Cry' from Chris Stapleton's Traveller album.
Hard rejected names:
Soft avoid names:
Positive terms: that s, might, well, get, stoned, awesome, album, just, keeps, delivering, how, about, sometimes, cry, next, play, chris, stapleton s, traveller, stapleton
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "artist",
"facet": null,
"value": "Chris Stapleton",
"role": "current_target",
"anchor_use": "must_use",
"relation": "exact_target",
"reuse": "must_reuse",
"source_turn": 8,
"mentioned_current_turn": false,
"evidence_text": "This album"
},
{
"type": "album",
"facet": null,
"value": "Traveller",
"role": "current_target",
"anchor_use": "must_use",
"relation": "exact_target",
"reuse": "must_reuse",
"source_turn": 8,
"mentioned_current_turn": false,
"evidence_text": "This album"
},
{
"type": "track",
"facet": null,
"value": "Sometimes I Cry",
"role": "current_target",
"anchor_use": "must_use",
"relation": "exact_target",
"reuse": "must_reuse",
"source_turn": 8,
"mentioned_current_turn": true,
"evidence_text": "'Sometimes I Cry' next?"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [
"Chris Stapleton"
],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [],
"played_track_ids": [
"35b1f359-863f-4edf-8f58-3fd9f067118e",
"8ac1746c-3633-4f62-a77c-45af6bd7de55",
"35ae409b-f25b-4705-adfd-c9b100097206",
"f02d6c95-80de-40d7-aac3-45b090011c0c",
"70b3f057-8b3b-41c5-a4ff-9a5f2736de20",
"7308c7be-d11d-45c2-a890-29e052203eb7",
"75cf0f75-717a-4d8b-b716-ca1dac108fc7"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Parachute Chris Stapleton |
Traveller | 80 | 1 | 3.40 | american, yearning, rock, 2010s country rock, country, Country |
| 2 | Tennessee Whiskey Chris Stapleton |
Tennessee Whiskey | 86 | 2 | 2.43 | blues, folk, country, banned, american, 2015 |
| 3 | Daddy Doesn't Pray Anymore Chris Stapleton |
Traveller | 57 | 4 | 3.29 | fip, Country |
| 4 | When The Stars Come Out Chris Stapleton |
Traveller | 60 | 6 | 3.30 | Country |
| 5 | Them Stems Chris Stapleton |
From A Room: Volume 1 | 57 | 7 | 2.29 | Country |
| 6 | Broken Halos Chris Stapleton |
From A Room: Volume 1 | 80 | 5 | 2.40 | 2010s country, Country |
| 7 | I Was Wrong Chris Stapleton |
From A Room: Volume 1 | 74 | 3 | 2.37 | 2010s blues soul, fallon, Country |
| 8 | Without Your Love Chris Stapleton |
From A Room: Volume 1 | 67 | 8 | 2.33 | Country |
| 9 | Second One To Know Chris Stapleton |
From A Room: Volume 1 | 66 | 9 | 2.33 | Country |
| 10 | Last Thing I Needed, First Thing This Morning Chris Stapleton |
From A Room: Volume 1 | 56 | 10 | 2.28 | 2010s country blues, Country |
| 11 | Crying on a Suitcase Casey James |
Casey James | 35 | 13 | 1.18 | lee thomas miller, country, tom shapiro, Country, crying on a suitcase, modern country |
| 12 | Play It Again Luke Bryan |
Crash My Party (Deluxe Version) | 79 | 67 | 1.40 | brayden, imaginary girlfriend, pwr bttm, girls girls girls, seahawks, conforms to dake-bonoistic doctrine |
| 13 | Your Man Josh Turner |
Your Man | 76 | 20 | 3.38 | makes me wanna dance, country legends, cool country, awesome low voice, love this, favorites |
| 14 | Gettin' You Home Chris Young |
Gettin' You Home | 68 | 11 | 3.34 | beautiful, gettin you home, slow, my country, great song, cntry cool |
| 15 | Cry Jason Walker |
Jason Walker | 33 | 42 | 1.17 | and then i got all the feels and i cried, private practice, Rock, jason walker, Pop, perlast |
| 16 | Springsteen Eric Church |
Chief | 80 | 31 | 2.40 | makes me happy, beautiful, eric church, great song, country, songs about being young |
| 17 | Angels Fall Sometimes Josh Turner |
Your Man | 39 | 35 | 1.20 | beautiful, great song, country, josh turner, romantic, vocals male |
| 18 | Am I The Only One Dierks Bentley |
Home | 55 | 44 | 0.28 | faves, great song, country, summer home, 2011, drinking |
| 19 | Friday Night Eric Paslay |
Friday Night | 60 | 17 | 0.30 | Rock, modern country, Country |
| 20 | Aw Naw Chris Young |
A.M. | 63 | 29 | 1.31 | why i love country music, i blast this loud, american, male country, great song, country |
Predicted Response
Since you're vibing with "Sometimes I Cry" from Chris Stapleton's *Traveller*, you’ll definitely connect with "Parachute"—it’s got that same raw, soulful yearning and haunting guitar work that makes the whole album so powerful. It’s another standout from *Traveller*, full of emotion and that signature Stapleton depth.
I'm looking for music with album art that really stands out visually, something that has an interesting design or color palette.
Open row audit
Recommendation fit: bad fit
The user wants visually striking album art with interesting design or color palette, but candidate 1 (Pictureface) has no clear visual or color-related tags. Candidate 7 (Teenage color) explicitly references 'color' in its title and tags like 'synthwave' suggest vibrant aesthetics, making it a better fit.
The audit did not find a clearly better clean alternative in the inspected list/pool.
Likely cause: no specific pipeline gap was identified.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. Best shown candidate: rank 7. The user wants visually striking album art with interesting design or color palette, but candidate 1 (Pictureface) has no clear visual or color-related tags. Candidate 7 (Teenage color) explicitly references 'color' in its title and tags like 'synthwave' suggest vibrant aesthetics, making it a better fit.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #7: Teenage color by College
The user wants visually striking album art with interesting design or color palette, but candidate 1 (Pictureface) has no clear visual or color-related tags. Candidate 7 (Teenage color) explicitly references 'color' in its title and tags like 'synthwave' suggest vibrant aesthetics, making it a better fit.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response clearly references the submitted track and album, describes the album art in vivid detail that matches the user's request for visually striking design, and connects the music's energy to the cover, all without contradicting any visible constraints or making unsupported claims.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state accurately captures the user's request for visually striking album art with interesting design and color palette, with no missing constraints or stale state.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm looking for music with album art that really stands out visually, something that has an interesting design or color palette.
State
Current request: Music with visually striking album art, interesting design or color palette.
Hard rejected names:
Soft avoid names:
Positive terms: i m, looking, album, art, really, stands, out, visually, something, has, interesting, design, color, palette, striking
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "attribute",
"facet": "visual",
"value": "visually striking album art",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "album art that really stands out visually"
},
{
"type": "attribute",
"facet": "visual",
"value": "interesting design",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "interesting design"
},
{
"type": "attribute",
"facet": "visual",
"value": "interesting color palette",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "color palette"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"visually striking album art",
"interesting design",
"interesting color palette"
],
"played_track_ids": []
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Pictureface Input |
Pictureface | 32 | 11 | 0.16 | lovedbyme1, Hip-Hop/Rap, addictive |
| 2 | Om Niklas Strömstedt |
Om | 72 | 66 | 1.36 | pop, svensk kvalitet, svensk musik, swedish, so 90s, Pop |
| 3 | Ar Visconde |
Visconde | 26 | 23 | 0.13 | but how deep is too deep, Pop |
| 4 | $copie Die Antwoord |
$O$ | 34 | 15 | 1.17 | zef, bryscumz, i love next level beats, to listen to while having sex, die antwoord, just as you dance dance dance |
| 5 | I Wanna Dance with Somebody Rachel Brown |
The Band | 51 | 48 | 0.26 | cover, Pop |
| 6 | The Colorful Stabwound múm |
Smilewound | 35 | 5 | 1.18 | colors for the rainy day, Rock, Alternative, Electronic |
| 7 | Teenage color College |
Teenage color Ep | 35 | 2 | 2.17 | driving a hovercar through space dust, kissing on the bedroom floor, daenzie daenzie, kick your ass, savage, follow up |
| 8 | Rain Sounds Wp Sounds |
Rain Sounds | 65 | 70 | 0.33 | Others |
| 9 | 19 Emmanuel Horvilleur |
Mordisco | 59 | 663 | 1.29 | rock argentino, Latin Pop, gayrock, onthehighway, argentina, para disfrute |
| 10 | Colors Kenichiro Nishihara |
Illuminus | 16 | 3 | 1.08 | Hip-Hop/Rap |
| 11 | Décalcomanie MAMAMOO |
MEMORY | 56 | 52 | 0.28 | c fiestar, c nilanti, c bestvid, kpop, korean, k-pop |
| 12 | Rose-Colored Boy Paramore |
After Laughter | 69 | 143 | 2.35 | pop, american, power pop, colours, pop-rock, Alternative Rock |
| 13 | Qi Phildel |
Qi | 55 | 107 | 0.28 | stunning instrumentals, piano, Soundtracks |
| 14 | Seven Nation Army Scott Bradlee's Postmodern Jukebox |
Swipe Right For Vintage | 54 | 0.27 | covers, Jazz |
|
| 15 | Misery Business Paramore |
RIOT! | 78 | 30 | 2.39 | energetic, loved, modern rock, alternative rock, english, my dance room |
| 16 | Nightmare Polyphia |
Nightmare | 47 | 546 | 0.23 | instrumental progressive metal, Rock |
| 17 | Firework Dallas String Quartet |
Red | 49 | 45 | 1.25 | cover, Pop |
| 18 | VERY NICE SEVENTEEN |
Love&Letter repackage album | 70 | 87 | 1.35 | Pop, K-Pop |
| 19 | Maluco Beleza Raul Seixas |
Maluco Beleza | 64 | 37 | 2.32 | roraima, blues, argeu california, classicos do rock brasileiro, silvio passos, brazilian psychedelic |
| 20 | Story Of My Life (Radio Edit) Gavin Mikhail |
Story Of My Life (One Direction Covers, Etc) | 32 | 69 | 0.16 | Others |
Predicted Response
You're into bold visuals, and *Pictureface* by Input delivers just that — the album art’s a vibrant, surreal clash of colors and distorted faces that feels like a fever dream straight out of a cyberpunk comic. It’s got that same electric energy in the music, with a hypnotic, rhythm-driven flow that’s as unforgettable as the cover.
Yes, 'Burn' is fantastic! This is exactly the kind of heavy, immersive, and brooding sound I'm after, hitting that post-metal edge perfectly. Keep them coming! Do you have any other tracks with this dark, atmospheric, and deeply reflective quality, maybe leani
Open row audit
Recommendation fit: strong fit
Ufomammut's 'Stigma' is a heavy, atmospheric sludge metal track that aligns well with the user's request for a dark, brooding, doom-gaze sound, continuing the introspective and immersive mood they enjoyed in 'Burn'.
The audit did not find a clearly better clean alternative in the inspected list/pool.
Likely cause: no specific pipeline gap was identified.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): strong fit. Best shown candidate: rank 1. Ufomammut's 'Stigma' is a heavy, atmospheric sludge metal track that aligns well with the user's request for a dark, brooding, doom-gaze sound, continuing the introspective and immersive mood they enjoyed in 'Burn'.
Recommendation Fit
accepted submitted rank #1: Stigma by Ufomammut
Ufomammut's 'Stigma' is a heavy, atmospheric sludge metal track that aligns well with the user's request for a dark, brooding, doom-gaze sound, continuing the introspective and immersive mood they enjoyed in 'Burn'.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · strong fitResponse Quality
response quality: clear
The response clearly grounds itself in the submitted track 'Stigma' by Ufomammut, justifies its fit by describing its slow-burning, atmospheric, and meditative qualities that match the user's request for a heavy, brooding doom-gaze sound, and stays coherent with the latest user turn without any contradictions or unsupported claims.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state correctly captures the user's current request for dark, atmospheric, deeply reflective, heavy, immersive, brooding, doom-gaze music, marks the satisfied tracks and artists as do_not_use, and includes relevant prior genre facets (shoegaze, post-rock) without contradiction.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm looking for music with a dark, melancholic atmosphere, something that feels emotionally heavy and reflective.
Stand Inside Your Love -- The Smashing Pumpkins
If you're looking to turn up the intensity a bit, I think you'll really dig "Stand Inside Your Love" by The Smashing Pumpkins. It's got that heavier, more driven sound you're after while still being pure alternative rock. Give it a listen!
That's a solid track, and I appreciate the heavier sound. It's a step in the right direction for intensity. Can we lean more into something with a truly dark, melancholic atmosphere? I want it to feel more brooding and deeply reflective, less overtly passionate, and maybe a bit slower, focusing on that intense, contemplative soundscape.
Mantra -- Dave Grohl
Awesome! Glad you're enjoying The Smashing Pumpkins. If you're ready for another dose of powerful, driving rock, you HAVE to check out "Mantra" by Dave Grohl, Josh Homme, and Trent Reznor. With that lineup, you know it's going to deliver some serious alternative rock energy!
While I appreciate the powerful rock energy in 'Mantra,' and the previous suggestions, they're still not quite hitting that dark, melancholic, and deeply introspective mood I'm aiming for. The intensity is there, but I need something more brooding and contemplative, less aggressive. Can you suggest something that really nails that intense, brooding soundscape for deep introspection?
The Shit Sisters -- These Arms Are Snakes
Totally get it! Sometimes you need to mix it up. How about "The Shit Sisters" by These Arms Are Snakes? It leans into that experimental, post-hardcore punk vibe, definitely rock, but with a cool, different edge. Might be just the "weird" you're looking for!
That's not it at all. 'The Shit Sisters' is too aggressive and chaotic, completely missing the melancholic and reflective mood. I'm looking for music with a dark, melancholic atmosphere, something that feels emotionally heavy and reflective, or an intense, brooding soundscape. I need something for deep introspection, not a punk-infused chaos.
Akira -- Deafcult
Alright, a "wall of sound" and shoegaze vibe – I know just the thing! You should check out "Akira" by Deafcult. It's got that sweeping, intense atmosphere and textured guitars that I think will really deliver the sound you're going for.
Yes, this track is perfect! 'Akira' really captures that intense, brooding soundscape and melancholic atmosphere I was looking for. The shoegaze vibe is exactly what I needed for deep introspection. Can you suggest more songs that fit this exact vibe – atmospheric, brooding, and reflective, perhaps with a similar shoegaze or post-rock feel?
Burn -- King Woman
That's awesome you're digging the shoegaze! If you're looking for another track with that heavy, immersive feel, "Burn" by King Woman is a great one. It's got a really powerful, almost post-metal edge to its alternative rock sound that might just give you those chills you're looking for.
Yes, 'Burn' is fantastic! This is exactly the kind of heavy, immersive, and brooding sound I'm after, hitting that post-metal edge perfectly. Keep them coming! Do you have any other tracks with this dark, atmospheric, and deeply reflective quality, maybe leaning further into that heavy, almost doom-gaze sound?
State
Current request: More tracks with a dark, atmospheric, deeply reflective, heavy, immersive, brooding, doom-gaze sound, similar to the liked shoegaze/post-metal vibe.
Hard rejected names:
Soft avoid names: Akira, Burn, Deafcult, King Woman
Positive terms: yes, burn, fantastic, exactly, kind, heavy, immersive, brooding, sound, i m, after, hitting, post metal, edge, perfectly, keep, coming, any, other, dark, atmospheric, deeply, reflective, quality, leaning, further, almost, doom gaze, similar, liked, shoegaze, vibe, post rock
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "track",
"facet": null,
"value": "Akira",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 5,
"mentioned_current_turn": false,
"evidence_text": "this track is perfect"
},
{
"type": "track",
"facet": null,
"value": "Burn",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 6,
"mentioned_current_turn": true,
"evidence_text": "Burn is fantastic"
},
{
"type": "artist",
"facet": null,
"value": "Deafcult",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 5,
"mentioned_current_turn": false,
"evidence_text": "Akira"
},
{
"type": "artist",
"facet": null,
"value": "King Woman",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 6,
"mentioned_current_turn": true,
"evidence_text": "Burn is fantastic"
},
{
"type": "attribute",
"facet": "mood",
"value": "dark",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 6,
"mentioned_current_turn": true,
"evidence_text": "dark"
},
{
"type": "attribute",
"facet": "mood",
"value": "atmospheric",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 6,
"mentioned_current_turn": true,
"evidence_text": "atmospheric"
},
{
"type": "attribute",
"facet": "mood",
"value": "deeply reflective",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 6,
"mentioned_current_turn": true,
"evidence_text": "deeply reflective"
},
{
"type": "attribute",
"facet": "sonic",
"value": "heavy immersive brooding",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 6,
"mentioned_current_turn": true,
"evidence_text": "heavy, immersive, and brooding"
},
{
"type": "attribute",
"facet": "genre",
"value": "doom-gaze",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 6,
"mentioned_current_turn": true,
"evidence_text": "doom-gaze sound"
},
{
"type": "attribute",
"facet": "genre",
"value": "shoegaze",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 5,
"mentioned_current_turn": false,
"evidence_text": "shoegaze vibe"
},
{
"type": "attribute",
"facet": "genre",
"value": "post-rock",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 5,
"mentioned_current_turn": false,
"evidence_text": "post-rock feel"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [
"e196dacd-1591-4869-834b-6b1f2b30ab22"
],
"rejected_tags": [],
"positive_tags": [
"dark",
"atmospheric",
"deeply reflective",
"heavy immersive brooding",
"doom-gaze",
"shoegaze",
"post-rock"
],
"played_track_ids": [
"ab211d1e-e325-4225-b23a-f5872abe943b",
"b6c74822-de67-4e66-b83c-bfed16f4bd79",
"602ee143-0bdd-4e0c-a6c6-710fb090043d",
"8deaa199-f78d-4626-be6d-57fd5bb730a7",
"60360690-b39f-4347-850e-75668cc89243"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Stigma Ufomammut |
Idolum | 30 | 106 | 3.15 | experimental, psychedelic sludge metal, sludge, metal, tuffel, Metal |
| 2 | In The Shadow Of Our Pale Companion Agalloch |
The Mantle | 5 | 18 | 5.03 | experimental, folk, progressive metal, post metal, melodic black metal, epic |
| 3 | EOS Ulver |
Shadows Of The Sun | 0 | 122 | 6.00 | eternity, experimental, avantgarde metal, folk, modern classical, to play at my funeral |
| 4 | Falling Snow Agalloch |
Ashes Against The Grain | 0 | 13 | 7.00 | snow, experimental, folk, alternative rock, progressive metal, death |
| 5 | Engine Of Ruin Earth |
The Bees Made Honey In The Lion's Skull | 28 | 6 | 4.14 | relaxing, dark, beautiful, emusic, slow, jazzygotdeblues |
| 6 | The Loom Bark Psychosis |
Hex | 37 | 9 | 5.18 | dark, experimental, ambient dub, rock top, sounds good i should listen to this again, new |
| 7 | Way Out Sannhet |
So Numb | 4 | 58 | 3.02 | Metal, post-metal, shoegaze, Rock, post-rock |
| 8 | B&E Nothing |
Guilty of Everything | 26 | 25 | 3.13 | atmospheric, noise shoegaze, Rock, darkwave, noise rock, dark noise |
| 9 | Fjara Sólstafir |
Svartir Sandar | 42 | 252 | 5.21 | dark, beautiful, metalmittwoch, experimental, winter, progressive metal |
| 10 | Glass And The Ghost Children The Smashing Pumpkins |
Machina / The Machines Of God | 33 | 10 | 3.17 | dark, experimental, longest songs ever, beautiful, its a popstar researching oblivion, gloomy |
| 11 | The Everlasting Gaze The Smashing Pumpkins |
Machina / The Machines Of God | 57 | 1 | 5.29 | loved, interessant, modern rock, alternative rock, essentials, epic |
| 12 | Odal Agalloch |
The Mantle | 1 | 28 | 5.00 | experimental, mystical, folk, progressive metal, post metal, prog |
| 13 | Limbs Agalloch |
Ashes Against The Grain | 1 | 14 | 7.00 | experimental, folk, doom black metal, progressive metal, favorite albums, absolutely fucking love it |
| 14 | Dragonaut Sleep |
Sleep's Holy Mountain | 53 | 556 | 5.26 | riding my bike, emusic, smoke weed, doom sludge, sleep, stoom |
| 15 | The Old Ones Are with Us Wolves In The Throne Room |
Thrice Woven | 26 | 0.13 | Metal, steve von til, metal, Rock, black metal |
|
| 16 | Adrift Air Formation |
Daylight Storms | 34 | 84 | 2.17 | essential, ambient, dream, shoegaze bliss, lovely, indie rock |
| 17 | From the Hill Neurosis |
A Sun That Never Sets | 27 | 20 | 4.13 | dark, experimental, hardcore, nudy, sludge metal, alternative rock |
| 18 | Heavy Metal Machine The Smashing Pumpkins |
Machina / The Machines Of God | 38 | 22 | 1.19 | hard rock, heavy, god save the queen, favorite, failure, v3dd3r |
| 19 | Brought to the Water Deafheaven |
Brought to the Water | 37 | 711 | 4.18 | gay nigger black metal, post rock, post-rock, post black metal, 2015, ambient |
| 20 | Ea, Lord of the Depths Burzum |
Aske | 45 | 127 | 1.23 | ambient, ambient black metal, true black metal, norwegian, metal, dark ambient |
Predicted Response
If you're into that heavy, immersive, brooding doom-gaze sound, *Stigma* by Ufomammut is a perfect next step — it’s a slow-burning, atmospheric beast that blends sludge metal’s weight with a deeply reflective, almost meditative intensity. The way it drags you into its dark, psychedelic swirls fits right in with the mood you’re chasing.
I'm trying to remember a song that talks about love being hard to find.
Open row audit
Recommendation fit: bad fit
The user is trying to remember a specific Clubroot song with vague lyrics about finding love or a 'one-track mind', but none of the candidates match Clubroot's style or the described lyrical content. The submitted top recommendation 'Hard To Love' by Lee Brice is a country pop song unrelated to the user's memory request.
The audit did not find a clearly better clean alternative in the inspected list/pool.
Likely cause: no specific pipeline gap was identified.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. No valid submitted track was identified. The user is trying to remember a specific Clubroot song with vague lyrics about finding love or a 'one-track mind', but none of the candidates match Clubroot's style or the described lyrical content. The submitted top recommendation 'Hard To Love' by Lee Brice is a country pop song unrelated to the user's memory request.
Recommendation Fit
no valid submitted recommendation: No valid submitted track
The user is trying to remember a specific Clubroot song with vague lyrics about finding love or a 'one-track mind', but none of the candidates match Clubroot's style or the described lyrical content. The submitted top recommendation 'Hard To Love' by Lee Brice is a country pop song unrelated to the user's memory request.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: misleading
The response claims the song is country, but the metadata tags show it's labeled as 'dutch' and 'fusion' with no country genre, and the user is looking for a Clubroot song from UK Bass Music Culture, not a country track.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state correctly captures the user's request to find a song about love being hard to find, with no missing constraints or stale entities.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm trying to remember a song that talks about love being hard to find.
State
Current request: Find a song that talks about love being hard to find.
Hard rejected names:
Soft avoid names:
Positive terms: i m, trying, remember, talks, about, love, being, hard, find
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "attribute",
"facet": "lyrical_theme",
"value": "love being hard to find",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "love being hard to find"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"love being hard to find"
],
"played_track_ids": []
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Hard To Love Lee Brice |
Hard 2 Love | 70 | 1 | 2.35 | in de kont, kuunnellaan ja nautitaan, the netherlands, hard, dutch, aan |
| 2 | Find Your Love Drake |
Thank Me Later | 68 | 2 | 2.34 | love the lyrics, loved, soul, summer 2010, flawless, 2010 |
| 3 | Hard To Love ONE OK ROCK |
Ambitions | 45 | 8 | 2.23 | Rock, pop rock |
| 4 | Find My Way To Love - Chantae Cann Jaspects |
The Polkadotted Stripe | 23 | 5 | 2.12 | Hip-Hop/Rap, chillout, grown folk soul, high, jazz, R&B/Soul |
| 5 | Where Is Love? The Equatics |
Doin It!!!! | 42 | 10 | 1.21 | funk tag, R&B/Soul |
| 6 | I Want To Know What Love Is - Remastered Foreigner |
Agent Provocateur | 85 | 68 | 2.42 | evid 80, hard rock, lentos :d, rock, classic rock, kiss me bliss me |
| 7 | Hard To Find Skillet |
Rise | 37 | 6 | 3.19 | love, rock, male vocals, 2010s rock, nashville predators, alternative rock |
| 8 | Find A Way Dwele |
Subject | 51 | 3 | 2.25 | find a way dwele, soul, stolen, hot, soul tag, laid back |
| 9 | Love Is an Open Door Santino Fontana |
Frozen | 71 | 1.35 | soundtrack, Musicals, frozen, disney, Soundtracks, Pop |
|
| 10 | We Find Love Daniel Caesar |
Freudian | 60 | 4 | 2.30 | sweet, sexy, daniel caesar, 2017 single, favs, calm |
| 11 | Elusive Arbour |
Luv Songs | 30 | 136 | 0.15 | Hip-Hop/Rap |
| 12 | Love Can Go to Hell Brandy Clark |
Big Day in a Small Town | 28 | 70 | 1.14 | awesome, Country, favorite |
| 13 | All Around the World - Remastered Andy Morris |
Affection | 65 | 12 | 1.32 | pop, Pop, songs it took me forever to find |
| 14 | Yellow Coldplay |
Parachutes | 93 | 1.47 | loved, pretty, coldplay, alternative rock, easy listening, soul |
|
| 15 | What Love Can Be Kingdom Come |
Kingdom Come | 48 | 89 | 4.24 | rock ballad, myfav, hard, ambiance, essentials, vocals |
| 16 | I Can't Make You Love Me Bonnie Raitt |
Luck Of The Draw | 64 | 2.32 | hard rock, Rock, Country, Blues |
|
| 17 | Beating Heart Baby Head Automatica |
Decadence | 54 | 35 | 0.27 | Alternative Rock, instrumental math rock, instrumental experimental rock, Pop, Rock |
| 18 | If You Want Love NF |
Perception | 73 | 20 | 1.36 | Pop, Hip-Hop/Rap, pop rock, Christian |
| 19 | Hard to Do K. Michelle |
Anybody Wanna Buy A Heart? | 43 | 16 | 1.22 | american, rnb, female vocalist, 2015 single, please do not f your fave, hip-hop |
| 20 | How It Goes A Nighthawk |
Here We Are, Out in the Open | 0 | 17 | 0.00 | Alternative, indie, Pop, Rock, fav |
Predicted Response
You're not alone in feeling like love's hard to find — Lee Brice’s “Hard To Love” captures that ache perfectly, with a soulful country vibe that feels both raw and real. It’s about wanting connection but struggling to make it work, which totally matches what you’re feeling right now.
Oh, this is also fantastic! 'Escape From Xenon' has that perfect classic arcade sci-fi shooter vibe. It reminds me of games where you're blasting through space. I really like how it combines the 8-bit sound with a sense of adventure. Do you have any other trac
Open row audit
Likely wrong
The top recommendation is Bits With Byte by 8 Bit Weapon, but it repeats something the user was trying to move away from: '8 Bit Weapon'.
From the submitted list, Bollywood by Anamanaguchi looks better because it avoids the top pick's rule violation; fusion stage already ranked it #3; catalog popularity is 30; metadata/tags match: 8 bit, sound, retro, game, boss.
Likely cause: final ordering placed a weaker/invalid item over clean candidates.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. Best shown candidate: rank 8. The submitted top recommendation 'Bits With Byte' is by 8 Bit Weapon, which the user just heard and liked but asked for 'other' tracks, so recommending the same artist violates the explicit request for variety. Candidate 8 'I Am the Program (Perturbator Remix)' by Megadrive has a space synth theme that directly matches the user's request for retro space-themed arcade game feeling.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #8: I Am the Program (Perturbator Remix) by Megadrive
The submitted top recommendation 'Bits With Byte' is by 8 Bit Weapon, which the user just heard and liked but asked for 'other' tracks, so recommending the same artist violates the explicit request for variety. Candidate 8 'I Am the Program (Perturbator Remix)' by Megadrive has a space synth theme that directly matches the user's request for retro space-themed arcade game feeling.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response clearly references the submitted track 'Bits With Byte' by 8 Bit Weapon, ties it to the user's request for retro space-themed arcade music, and explains how its nostalgic synth tones and energetic feel match the desired 'exploring a new galaxy or battling an alien boss' vibe without making unsupported claims.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state correctly captures the user's positive reaction to 'Escape From Xenon', the request for similar retro space-themed arcade tracks, and all relevant sonic and mood facets from the current turn, with no missing constraints or stale entities.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm looking for a song that takes me back to my childhood, playing old arcade games, something with that classic 8-bit sound.
Audio Avenue -- FantomenK
Awesome! Glad you're enjoying those. To switch it up with a new artist but keep that fantastic chiptune energy, I'd recommend "Audio Avenue" by FantomenK. It's got a really cool chiptune house vibe that I think you'll appreciate!
That's a cool track and it has the chiptune sound, but it's a bit too much like a modern dance track with chiptune elements. I'm looking for something that sounds more authentically like it could be from an old Nintendo game, not just a track that uses 8-bit sounds. Something that evokes the feeling of playing a game, maybe a level background or a boss fight.
Goodbye Summer, Hello Winter -- FantomenK
Awesome, glad you liked FantomenK! If you're looking for more of that high-energy chiptune house vibe from the same artist, you should definitely check out "Goodbye Summer, Hello Winter." It's another great one!
This is still not quite hitting the mark. It's got the chiptune sound, but it feels more like a modern electronic track with chiptune elements, not something that would truly be in an old arcade or Nintendo game. I'm looking for something that has a stronger, more memorable melody, perhaps like the music you'd hear during a focused level or even a calmer boss fight. Less club, more classic game.
Otis -- Chipzel
Glad you're enjoying the vibes! Let's get back to your favorite artist with "Otis" by Chipzel. It's definitely got that upbeat, energetic chiptune feel you're looking for!
This is much closer! It's great to hear Chipzel, and it definitely has that intense game sound. But it's still a bit too frenetic, like a really high-pressure, fast-action level. I'm looking for something with a similar 8-bit feel, but maybe a bit more *melodic* and less overwhelmingly intense. Something that feels like a classic game, but perhaps a calmer moment, like a level select screen or a more strategic boss encounter.
2D Racer Level 1 -- Dubmood
Awesome! To keep that energetic chiptune flow going with a new artist, I think you'll really like "2D Racer Level 1" by Dubmood. It's got that driving beat and electronic sound that should hit just right!
Yes! This is much, much closer to what I'm looking for! The title alone sets the mood, and the track absolutely sounds like it could be from a classic 2D racing game or even a platformer. It has that really distinct, catchy arcade melody. Can you suggest another track that has this same strong sense of *classic gameplay* nostalgia, maybe something that feels a bit more like a triumphant moment or a memorable theme from an iconic old game?
Lil' Fighter -- Zalza
Awesome! To keep exploring new artists with that energetic chiptune feel, how about "Lil' Fighter" by Zalza? It's got a really cool, driving electronic sound that I think you'll enjoy.
Yes! This is it! 'Lil' Fighter' perfectly captures that feeling of beating a tough boss level or navigating a challenging stage in an old arcade game. The melody is super catchy and instantly takes me back. This is exactly the kind of retro video game nostalgia I was looking for. Thank you!
Escape From Xenon -- 8 Bit Weapon
You got it! Sticking with that awesome chiptune vibe and new artists, check out "Escape From Xenon" by 8 Bit Weapon. The name alone tells you it's going to be right up your alley, and it's got a really cool retro feel!
Oh, this is also fantastic! 'Escape From Xenon' has that perfect classic arcade sci-fi shooter vibe. It reminds me of games where you're blasting through space. I really like how it combines the 8-bit sound with a sense of adventure. Do you have any other tracks that lean into that retro space-themed arcade game feeling, maybe something that feels like exploring a new galaxy or battling an alien boss?
State
Current request: Other retro space-themed arcade game tracks with 8-bit sound and a sense of adventure, like exploring a new galaxy or battling an alien boss.
Hard rejected names:
Soft avoid names: Escape From Xenon, 8 Bit Weapon
Positive terms: also, fantastic, escape, xenon, has, perfect, classic, arcade, sci fi, shooter, vibe, reminds, games, where, you re, blasting, through, space, really, how, combines, 8 bit, sound, sense, adventure, any, other, lean, retro, space themed, game, feeling, something, feels, exploring, new, galaxy, battling, alien, boss
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "track",
"facet": null,
"value": "Escape From Xenon",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 7,
"mentioned_current_turn": true,
"evidence_text": "also fantastic"
},
{
"type": "artist",
"facet": null,
"value": "8 Bit Weapon",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 6,
"mentioned_current_turn": false,
"evidence_text": "other tracks"
},
{
"type": "attribute",
"facet": "sonic",
"value": "retro space-themed arcade",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 7,
"mentioned_current_turn": true,
"evidence_text": "retro space-themed arcade game feeling"
},
{
"type": "attribute",
"facet": "sonic",
"value": "8-bit sound",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 7,
"mentioned_current_turn": true,
"evidence_text": "8-bit sound"
},
{
"type": "attribute",
"facet": "mood",
"value": "sense of adventure",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 7,
"mentioned_current_turn": true,
"evidence_text": "sense of adventure"
},
{
"type": "attribute",
"facet": "mood",
"value": "exploring a new galaxy",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 7,
"mentioned_current_turn": true,
"evidence_text": "exploring a new galaxy"
},
{
"type": "attribute",
"facet": "mood",
"value": "battling an alien boss",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 7,
"mentioned_current_turn": true,
"evidence_text": "battling an alien boss"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"retro space-themed arcade",
"8-bit sound",
"sense of adventure",
"exploring a new galaxy",
"battling an alien boss"
],
"played_track_ids": [
"3bfe564c-2c4f-4189-aa2e-bea09327f78b",
"67a8bde7-7ba9-4a14-92d3-ee443e2026b8",
"716db849-5bb6-4913-bdea-8ba255f9157d",
"3c07d728-042e-43f4-9ba2-e693e4e7a199",
"026092d9-76d5-4cc0-ae9d-1c8c51710e04",
"5ac09ead-5d91-49dc-9dcb-5105013bd82e"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Bits With Byte 8 Bit Weapon |
Bits With Byte | 8 | 39 | 1.04 | avoid_name:8 Bit Weapon electro, chiptune, Electronic |
| 2 | Focus Chipzel |
Phonetic Symphony | 30 | 11 | 3.15 | stage, Dance, video game music, game over, final stage, super hexagon |
| 3 | Impetus Gaijin Games |
Bit.Trip Runner Original Soundtrack | 19 | 2 | 4.09 | bit trip, electronic, Electronic, 8bit, i am machine, chiptune |
| 4 | The Massacre FantomenK |
FantomenK | 38 | 19 | 2.19 | zenith spectrum, electronic, awesome, Electronic, Dance, instrumental |
| 5 | Monkey Island Dubmood |
Atari-Ska L'Atakk | 33 | 9 | 4.17 | optimistic robot, favorite, dopamine, cover, chiptunes, remix |
| 6 | Wee Monsters Unicorn Kid |
Wee Monsters | 22 | 43 | 2.11 | festival faves, new rave, goeiepoep, chiptunes, catchy, houseparty |
| 7 | Another Winter Anamanaguchi |
Scott Pilgrim vs. the World: The Game (Original Videogame Soundtrack) | 38 | 12 | 4.19 | favorite, chiptunes, video game music, catchy, scott pilgrim, rock |
| 8 | I Am the Program (Perturbator Remix) Megadrive |
Hardwired V1.4 | 0 | 8 | 4.00 | space synth, Electronic, new retro wave, feels, synthwave |
| 9 | Coloris she |
Coloris | 36 | 27 | 4.18 | cris3, experimental, one life left, hair stylist soundtrack, new rave, cris |
| 10 | Saffron Skyline Boy vs Bacteria |
Waste No Sound | 23 | 36 | 1.11 | chipmusic, Electronic, 8bit, chiptunes, bitpop, chiptune |
| 11 | Subboss Theme Anamanaguchi |
Scott Pilgrim vs. the World: The Game (Original Videogame Soundtrack) | 31 | 1 | 3.15 | chiptunes, video game music, game boss music and stuff that would work well as it, party hard, scott pilgrim, 2010 |
| 12 | Converter Megadrive |
Mega Drive | 0 | 158 | 0.00 | Electronic |
| 13 | MilkyWay (Explore) Ben Prunty |
Ftl: Faster Than Light - Original Soundtrack | 40 | 24 | 2.20 | Electronic, soundtrack, Soundtracks, video game music, nice fur, hairy chest |
| 14 | Scott Pilgrim Anthem Anamanaguchi |
Scott Pilgrim vs. the World: The Game (Original Videogame Soundtrack) | 30 | 56 | 3.15 | favorite, chiptunes, video game music, crowdsurfed to this, scott pilgrim, rock |
| 15 | Dr. Wily Stage 1 - 2 The Greatest Bits |
Mega Man 2 | 22 | 63 | 0.11 | electronic, Electronic, instrumental, megaman, chiptune |
| 16 | 77 Slightly Delayed Ashra |
Blackouts | 33 | 104 | 2.17 | experimental, electronic, ambient, new age, space ambient, progressive rock |
| 17 | Humdinger The Space Lady |
The Space Lady's Greatest Hits | 23 | 71 | 1.11 | Electronic, outsider, eerie, psychedelic, space, Pop |
| 18 | Bollywood Anamanaguchi |
Scott Pilgrim vs. the World: The Game (Original Videogame Soundtrack) | 30 | 3 | 5.15 | chiptunes, video game music, game boss music and stuff that would work well as it, scott pilgrim, 8-bit, addicted to this song |
| 19 | Herz an Herz Blümchen |
Herzfrequenz | 63 | 88 | 2.31 | welcome to the club, ndw, guilty pleasures, cover, ppppppppppp, 90s |
| 20 | Maki Ya Anamanaguchi |
Scott Pilgrim vs. the World: The Game (Original Videogame Soundtrack) | 25 | 6 | 3.12 | retro, Electronic, Rock, chiptunes, video game music, video game |
Predicted Response
If you're into retro space adventures with that classic 8-bit punch, "Bits With Byte" by 8 Bit Weapon is a perfect next step — it's got the nostalgic synth tones and speedy energy that feel like blasting through an uncharted galaxy, complete with that undercurrent of tension you'd expect before facing an alien boss.
I'm searching for a song with a strong narrative, something that feels like a life story unfolding, maybe a bit melancholic.
Open row audit
Recommendation fit: bad fit
The submitted top recommendation (Gavin Mikhail's cover) is a pop cover with no strong narrative or melancholic depth, whereas Harry Chapin's 'Taxi' is a classic story-song that perfectly matches the request for a compelling life story and reflective mood.
The audit did not find a clearly better clean alternative in the inspected list/pool.
Likely cause: no specific pipeline gap was identified.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. Best shown candidate: rank 20. The submitted top recommendation (Gavin Mikhail's cover) is a pop cover with no strong narrative or melancholic depth, whereas Harry Chapin's 'Taxi' is a classic story-song that perfectly matches the request for a compelling life story and reflective mood.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #20: Taxi by Harry Chapin
The submitted top recommendation (Gavin Mikhail's cover) is a pop cover with no strong narrative or melancholic depth, whereas Harry Chapin's 'Taxi' is a classic story-song that perfectly matches the request for a compelling life story and reflective mood.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response directly references the user's request for a life story and melancholic mood, ties it to the submitted track's title and artist, and explains how the song fits without making unsupported claims.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state accurately captures the user's request for a song with a strong narrative, life story unfolding, and a melancholic mood, with no missing constraints or stale information.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm searching for a song with a strong narrative, something that feels like a life story unfolding, maybe a bit melancholic.
State
Current request: A song with a strong narrative, feels like a life story unfolding, melancholic.
Hard rejected names:
Soft avoid names:
Positive terms: i m, searching, strong, narrative, something, feels, life, story, unfolding, bit, melancholic
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "attribute",
"facet": "lyrical_theme",
"value": "strong narrative",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "strong narrative"
},
{
"type": "attribute",
"facet": "lyrical_theme",
"value": "life story unfolding",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "life story unfolding"
},
{
"type": "attribute",
"facet": "mood",
"value": "melancholic",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "melancholic"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"strong narrative",
"life story unfolding",
"melancholic"
],
"played_track_ids": []
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Story Of My Life (Radio Edit) Gavin Mikhail |
Story Of My Life (One Direction Covers, Etc) | 32 | 10 | 2.16 | Others |
| 2 | Story of My Life One Direction |
Midnight Memories (Deluxe) | 87 | 3 | 3.44 | lauren, pop folk, forever stuck on repeat, one, easy listening, the x factor |
| 3 | Care Sonder |
Into | 74 | 9 | 0.37 | R&B/Soul, Soundtracks |
| 4 | Historiette No. 5 Fabrizio Paterlini |
Historiette No. 5 | 52 | 190 | 0.26 | Classical |
| 5 | Cuentame Un Cuento Celtas Cortos |
Cuentame Un Cuento | 61 | 43 | 0.30 | moodlemoot, folk, espinol, m clan, celtas corto, estufilla |
| 6 | A Story To Tell Woe, Is Me |
Genesi[s] | 0 | 1 | 1.00 | story, pop, experimental, screamo, electronic, hardcore |
| 7 | Over and Done the everybodyfields |
Nothing Is Okay | 5 | 19 | 1.02 | Singer/Songwriter, country, melancholic, folk rock |
| 8 | Story Of My Life The Chamber Orchestra Of London |
Downton Abbey - The Ultimate Collection | 42 | 83 | 2.21 | zapatosclasicos, Soundtracks |
| 9 | The Story Of Your Life We The Kings |
Smile Kid | 0 | 16 | 2.00 | pop, power pop, cds i own, go go go, let me be the begin, i love this song |
| 10 | No One Is Ever Going to Want Me Giles Corey |
Giles Corey | 45 | 251 | 2.23 | sad as shit, folk, my favourite tracks, fucking thoughts, fuckfuckfuck, last song to play before shooting yourself |
| 11 | 7 AM, 2 Bottles And The Wrong Road Jonny Craig |
A Dream Is A Question You Don't Know How To Answer | 0 | 5 | 2.00 | beautiful, rnb, perfect, addictive, alternative rock, indie rock |
| 12 | Mother's Journey Yann Tiersen |
Goodbye Lenin ! | 49 | 474 | 0.24 | instrumental, Pop, folk, soundtrack |
| 13 | The City of New Orleans Arlo Guthrie |
Hobo's Lullaby (Remastered 2004) | 55 | 273 | 3.27 | folk-rock peppermint, steve goodman cover, cover, folk, country, railroad songs |
| 14 | Story Of My Life Bon Jovi |
Have A Nice Day | 54 | 2 | 2.27 | hard rock, igor, Pop, 00s, 80s, 6 of 10 stars |
| 15 | Story Chon |
Grow | 0 | 29 | 1.00 | chill, progressive post-hardcore, experimental, boogie on down, jazzy, 3star |
| 16 | Rue des trois frères Fabrizio Paterlini |
Fragments Found | 66 | 262 | 0.33 | waltz radio, modern classical, gimme sum solo piano, solo piano, Classical, piano |
| 17 | Time Hans Zimmer |
Inception (Music From The Motion Picture) | 75 | 3.38 | real fucking deep, sleep, minimal, contemporary, best track on the album, bittersweet |
|
| 18 | The Way She Feels Between The Trees |
The Story and The Song | 29 | 12 | 3.15 | renee yohe, great lyrics, si related, motivation, feel-good-music, woot |
| 19 | Feel Sonder |
Into | 69 | 53 | 0.34 | R&B/Soul |
| 20 | Taxi Harry Chapin |
Heads & Tales | 49 | 213 | 2.25 | beautiful, live, exuberant folk, folk, hit, radiotsar approved |
Predicted Response
You just asked for a song that feels like a life story unfolding, with a melancholic depth — and this one hits that exactly. "Story of My Life" by Gavin Mikhail unfolds like a quiet confession, each line carrying the weight of memories, regrets, and quiet resilience. It’s a slow, soulful journey through a life lived, just like you wanted.
That was a good track, very atmospheric. Can you find more experimental electronic tracks from that 2011-2013 period, but specifically ones that have a more drone-heavy and expansive sound?
Open row audit
Likely wrong
The top recommendation is Black Refraction by Tim Hecker, but it repeats something the user was trying to move away from: 'Tim Hecker'.
From the submitted list, The One Left by Tropic of Cancer looks better because it avoids the top pick's rule violation; fusion stage already ranked it #90; catalog popularity is 20; metadata/tags match: atmospheric, experimental, electronic.
Likely cause: final ordering placed a weaker/invalid item over clean candidates.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. Best shown candidate: rank 7. The user explicitly asked for tracks that are not by Tim Hecker (since they already heard one and want 'more' but the candidate list is dominated by Tim Hecker), and the submitted top recommendation is by Tim Hecker, violating the implied request for variety. Candidate 7 (Steel Wound by Lawrence English) is a better fit: it is experimental electronic, drone-heavy, expansive, and from a different artist, matching the user's request for more tracks with those specific sonic characteristics.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #7: Steel Wound by Lawrence English
The user explicitly asked for tracks that are not by Tim Hecker (since they already heard one and want 'more' but the candidate list is dominated by Tim Hecker), and the submitted top recommendation is by Tim Hecker, violating the implied request for variety. Candidate 7 (Steel Wound by Lawrence English) is a better fit: it is experimental electronic, drone-heavy, expansive, and from a different artist, matching the user's request for more tracks with those specific sonic characteristics.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: thin
The response clearly references the submitted track, uses evocative language to describe its sound, and ties it to the user's request for drone-heavy atmospheric tracks from the specified period.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state misses the explicit year range constraint (2011-2013) and incorrectly marks the genre as not mentioned in the current turn, while including a stale artist fact from turn 1 that is no longer relevant.
missing: year range 2011-2013 not captured as a facet; genre 'experimental electronic' should be marked as mentioned_current_turn true for the first fact (it was mentioned in turn 2); the first fact about 'Prism' should have source_turn 2, not 1
extra/stale: fact about Tim Hecker with source_turn 1 is stale and not relevant to current request
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
Show me some experimental electronic tracks from around 2011-2013 that have a dense, atmospheric sound.
Prism -- Tim Hecker
I think you'll really dig "Prism" next. It has a similar ambient, experimental feel that I think you'll appreciate.
That was a good track, very atmospheric. Can you find more experimental electronic tracks from that 2011-2013 period, but specifically ones that have a more drone-heavy and expansive sound?
State
Current request: More experimental electronic tracks from 2011-2013 with a drone-heavy and expansive sound.
Hard rejected names:
Soft avoid names: Prism, Tim Hecker
Positive terms: was, good, very, atmospheric, find, experimental, electronic, 2011 2013, period, but, specifically, ones, drone heavy, expansive, sound
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "track",
"facet": null,
"value": "Prism",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "good track, very atmospheric"
},
{
"type": "artist",
"facet": null,
"value": "Tim Hecker",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 1,
"mentioned_current_turn": false,
"evidence_text": "experimental electronic"
},
{
"type": "attribute",
"facet": "genre",
"value": "experimental electronic",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "experimental electronic"
},
{
"type": "attribute",
"facet": "sonic",
"value": "drone-heavy",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "drone-heavy"
},
{
"type": "attribute",
"facet": "sonic",
"value": "expansive",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "expansive sound"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"experimental electronic",
"drone-heavy",
"expansive"
],
"played_track_ids": [
"985acd13-59cd-48f6-8b55-79915f4aef69"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Black Refraction Tim Hecker |
Virgins | 28 | 8 | 2.14 | avoid_name:Tim Hecker experimental, autopilo7, montreal, 2013, robertitus coleccion, canadian |
| 2 | Live Room Tim Hecker |
Virgins | 26 | 3 | 2.13 | avoid_name:Tim Hecker experimental, montreal, raw, minimalism, piano phase, rooms and buildings |
| 3 | Radiance Tim Hecker |
Virgins | 25 | 6 | 2.12 | avoid_name:Tim Hecker kranky, experimental, ambient, montreal, electronic, instrumental |
| 4 | In the Fog II Tim Hecker |
Ravedeath, 1972 | 27 | 1 | 2.13 | avoid_name:Tim Hecker lovedbybeyondwithin, noise, experimental, ambient, electronic, experimental ambient |
| 5 | Virginal I Tim Hecker |
Virgins | 26 | 11 | 2.13 | avoid_name:Tim Hecker numbers, experimental, montreal, tiring, minimalism, 2013 |
| 6 | The Piano Drop Tim Hecker |
Ravedeath, 1972 | 35 | 2 | 2.17 | avoid_name:Tim Hecker bile, experimental, ministry, granular synthesis, ambient drone, rainy day |
| 7 | Steel Wound Lawrence English |
Steel Wound | 0 | 61 | 3.00 | noise, experimental, ambient, electronic, ambient electronic, Electronic |
| 8 | In the Fog III Tim Hecker |
Ravedeath, 1972 | 26 | 7 | 1.13 | avoid_name:Tim Hecker ambient, electronic, Electronic, love at first listen, winter, Jazz |
| 9 | Hatred of Music II Tim Hecker |
Ravedeath, 1972 | 27 | 4 | 2.13 | avoid_name:Tim Hecker experimental, 4 stars, ambient, Electronic, electronica |
| 10 | Mutant Arca |
Mutant | 22 | 34 | 2.11 | noise, diva experimental, ambient, electronic, experimental, Others |
| 11 | Balkanize-You Tim Hecker |
Mirages | 17 | 22 | 3.08 | avoid_name:Tim Hecker dark, experimental, moje prda, doom ambient, granular synthesis, radio hugh |
| 12 | Neither More nor Less Tim Hecker |
Mirages | 27 | 29 | 4.13 | avoid_name:Tim Hecker experimental, moje prda, underwater music, granular synthesis, space ambient, pretty |
| 13 | The One Left Tropic of Cancer |
Permissions Of Love | 20 | 90 | 3.10 | dark, experimental, american, shoegaze, female vocals, atmospheric |
| 14 | Replica Oneohtrix Point Never |
Replica | 0 | 20 | 4.00 | suena a mike oldfield, experimental, welove2011, radiohead office chart, one word title, title tracks |
| 15 | Studio Suicide, 1980 Tim Hecker |
Ravedeath, 1972 | 27 | 9 | 3.13 | avoid_name:Tim Hecker no suicide, bile, experimental, ministry, do not kill yourself, rainy day |
| 16 | Borderlands Tim Hecker |
An Imaginary Country | 22 | 10 | 3.11 | avoid_name:Tim Hecker soundscape, experimental, beautiful, space ambient, sleep, ambient drone |
| 17 | Aerial Silver Tim Hecker |
Mirages | 18 | 51 | 3.09 | avoid_name:Tim Hecker experimental, doom ambient, granular synthesis, ambient drone, winter, ethereal |
| 18 | 1/1 - 2004 Digital Remaster Brian Eno |
Ambient 1/Music For Airports | 52 | 53 | 1.26 | ambient, Electronic, Classical, piano, Rock, drone |
| 19 | Be Brave Tropic of Cancer |
The End of All Things | 25 | 271 | 2.12 | dark, experimental, be brave don t be a slave , minimal synth, ethereal, robertitus coleccion |
| 20 | Dungeoneering Tim Hecker |
Harmony in Ultraviolet | 37 | 5 | 5.18 | avoid_name:Tim Hecker experimental, doom ambient, sleep, minimal, experimental ambient, running eyes |
Predicted Response
You're in the zone — if you love moody, drone-heavy experimental electronic from that era, *Black Refraction* by Tim Hecker is a perfect next move. It’s lush, swirling, and full of deep textures, like wandering through a foggy forest in Montreal at night — which totally fits your vibe and the time period you’re into.
Yes! "Deathwish" is fantastic and totally hits the mark. The lyrics about a toxic influence being a "deathwish" and cutting ties resonate so much. It's intense and empowering! Now, do you have any metalcore songs that focus on themes of self-discovery or embra
Open row audit
Recommendation fit: weak fit
The user explicitly asks for metalcore songs about self-discovery or embracing your true self. Candidate 1 'King Of Sorrow' by August Burns Red is metalcore but its title suggests sorrow rather than self-discovery, and the lyrics are not clearly about that theme. Candidate 2 'Note to Self' by From First To Last is a better fit because its title and likely lyrical content align with self-reflection and personal identity, and it is tagged metalcore.
The audit did not find a clearly better clean alternative in the inspected list/pool.
Likely cause: no specific pipeline gap was identified.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): weak fit. Best shown candidate: rank 2. The user explicitly asks for metalcore songs about self-discovery or embracing your true self. Candidate 1 'King Of Sorrow' by August Burns Red is metalcore but its title suggests sorrow rather than self-discovery, and the lyrics are not clearly about that theme. Candidate 2 'Note to Self' by From First To Last is a better fit because its title and likely lyrical content align with self-reflection and personal identity, and it is tagged metalcore.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #2: Note to Self by From First To Last
The user explicitly asks for metalcore songs about self-discovery or embracing your true self. Candidate 1 'King Of Sorrow' by August Burns Red is metalcore but its title suggests sorrow rather than self-discovery, and the lyrics are not clearly about that theme. Candidate 2 'Note to Self' by From First To Last is a better fit because its title and likely lyrical content align with self-reflection and personal identity, and it is tagged metalcore.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · weak fitResponse Quality
response quality: clear
The response clearly references the submitted track 'King Of Sorrow' by August Burns Red, directly links its theme of fighting through pain and self-discovery to the user's request for songs about embracing one's true self, and maintains coherent conversational flow without any unsupported claims.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state correctly captures the user's current request for metalcore songs about self-discovery, embracing true self, and going against expectations, marks prior tracks as satisfied and to be avoided, and includes no contradictory or stale information.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm looking for metalcore songs with lyrics about inner demons and psychological struggle, perhaps feeling lost or trapped.
Oxygen -- Oh, Sleeper
If you're still craving that heavy, aggressive sound, you should definitely check out "Oxygen" by Oh, Sleeper next. It's got a super intense vibe and a driving beat that I think you'll really get into!
Yes, "Oxygen" really hits that spot with the lyrics about fighting inner demons and personal struggle. That's exactly the kind of emotional depth I'm looking for. Can you recommend more metalcore tracks with similar themes of internal conflict or battling personal demons?
Damaged Goods -- Kingdom Of Giants
Awesome! If you're still digging that aggressive, heavy sound, then you absolutely have to check out "Damaged Goods" by Kingdom Of Giants. It's got that classic metalcore punch and I bet you'll love it!
Yes! "Damaged Goods" is exactly what I was looking for! The lyrics about feeling like a 'damaged good' and being lost in your head perfectly capture the raw emotion and internal battle I needed. Thank you, these songs perfectly capture the raw emotion and internal battle I was looking for. Now that I have these, do you have any more metalcore songs that focus on overcoming adversity or finding strength after a period of struggle?
Invisible Enemy -- August Burns Red
Totally! If you're still in the mood for that aggressive metalcore, you've gotta hear "Invisible Enemy" by August Burns Red. It's got everything you like – super tight, heavy, and just a massive sound!
Yes! "Invisible Enemy" is amazing and the lyrics are exactly what I was looking for – fighting against that inner struggle and finding strength. It really resonates! Do you have any other metalcore songs that are about resilience, perseverance, or emerging stronger after facing personal challenges?
Misery -- The Word Alive
Alright, if you're still in the mood for some powerful metalcore, you have to hear "Misery" by The Word Alive. It's got a super intense vibe with those strong vocals and heavy instrumentation you've been enjoying!
Oh, "Misery" is so good! The way it talks about finding strength even in dark places, that's exactly the kind of vibe I'm into right now. It really speaks to perseverance. Can you recommend more metalcore tracks that explore finding hope or a way forward after experiencing a lot of struggle?
Dead Again -- The Dead Rabbitts
Nice! Since you're still on a roll with the heavier stuff, you've got to check out "Dead Again" by The Dead Rabbitts. It's got that high energy and raw power that I know you'll appreciate!
Wow, "Dead Again" is awesome! The lyrics about feeling dead but choosing to make a stand and rise from the ashes are exactly the kind of uplifting, powerful message I was looking for. It really captures finding hope. Now, could you recommend some metalcore songs with lyrics about toxic relationships or escaping from negative influences?
Deathwish -- Northern Ghost
Awesome! If you're ready for another intense one, I think you'll really like "Deathwish" by Northern Ghost. It keeps that heavy, powerful energy going that you seem to enjoy!
Yes! "Deathwish" is fantastic and totally hits the mark. The lyrics about a toxic influence being a "deathwish" and cutting ties resonate so much. It's intense and empowering! Now, do you have any metalcore songs that focus on themes of self-discovery or embracing your true self, even if it means going against expectations?
State
Current request: Metalcore songs with themes of self-discovery or embracing your true self, even if it means going against expectations.
Hard rejected names:
Soft avoid names: Deathwish, Northern Ghost
Positive terms: yes, deathwish, fantastic, totally, hits, mark, lyrics, about, toxic, influence, being, cutting, ties, resonate, much, it s, intense, empowering, now, any, metalcore, focus, themes, self discovery, embracing, your, true, self, even, means, going, against, expectations
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "track",
"facet": null,
"value": "Deathwish",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 7,
"mentioned_current_turn": true,
"evidence_text": "Deathwish is fantastic"
},
{
"type": "artist",
"facet": null,
"value": "Northern Ghost",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 6,
"mentioned_current_turn": false,
"evidence_text": "Northern Ghost"
},
{
"type": "attribute",
"facet": "genre",
"value": "metalcore",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 7,
"mentioned_current_turn": true,
"evidence_text": "metalcore songs"
},
{
"type": "attribute",
"facet": "lyrical_theme",
"value": "self-discovery",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 7,
"mentioned_current_turn": true,
"evidence_text": "self-discovery"
},
{
"type": "attribute",
"facet": "lyrical_theme",
"value": "embracing your true self",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 7,
"mentioned_current_turn": true,
"evidence_text": "embracing your true self"
},
{
"type": "attribute",
"facet": "lyrical_theme",
"value": "going against expectations",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 7,
"mentioned_current_turn": true,
"evidence_text": "going against expectations"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"metalcore",
"self-discovery",
"embracing your true self",
"going against expectations"
],
"played_track_ids": [
"60b3262f-fd44-4251-a668-d5deacdf8c53",
"427a4c90-7ec6-452f-a8e7-8e6902383019",
"931f7a9d-a3dd-4feb-b327-54a23477c1d4",
"f44e5fef-06f6-4454-99dc-37a3f23f5558",
"b7d48da3-250b-4104-ac40-3d8b55ad4695",
"92c3bec7-b08a-48d0-8139-d1db9774446b"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | King Of Sorrow August Burns Red |
Phantom Anthem | 40 | 11 | 1.20 | Metal, progressive, melodic metalcore, metalcore, Rock |
| 2 | Note to Self From First To Last |
Dear Diary, My Teen Angst Has A Body Count | 54 | 1 | 3.27 | posthardcore, emocore, punk, faves, metalcore, hardcore |
| 3 | Trapped The Word Alive |
Dark Matter | 47 | 177 | 1.24 | trancecore, emocore, screamo, hardcore, alternative metal, Metal |
| 4 | Shipwreck Your Memorial |
Redirect | 17 | 339 | 2.08 | Punk, hardcore, Metal, progressive metalcore, metal, metalcore |
| 5 | Against the Current Earth Crisis |
To The Death | 17 | 39 | 2.08 | xhcx, hardcore, Metal, vegan, gogogo, pepp |
| 6 | Blind Date 101 Make Me Famous |
It's Now or Never | 0 | 3.00 | emocore, trancecore, screamo, electronic, hardcore, Metal |
|
| 7 | Censorship Wovenwar |
Honor Is Dead | 27 | 617 | 0.14 | Metal |
| 8 | Indelible Mistakes Heart In Hand |
Only Memories | 21 | 131 | 1.10 | post- hardcore, lovedbyme1, hardcore, Metal, melodic metalcore, metal |
| 9 | Make It Precious Make Me Famous |
It's Now or Never | 0 | 83 | 3.00 | electronic, hardcore, Metal, amazing, metalcore, post-hardcore |
| 10 | The Worst In Me Bad Omens |
Bad Omens | 1 | 10 | 1.00 | alternative metal, hardcore, nu metal, Metal, Hard Rock, metal |
| 11 | Crown Me King I The Breather |
These Are My Sins | 0 | 803 | 1.00 | hardcore, Rock, Hard Rock, Christian, metalcore, metal |
| 12 | My Choice Of Words Confide |
Recover | 29 | 67 | 1.15 | hardcore, Alternative, metal, metalcore, post-hardcore |
| 13 | The Awakening Air I Breathe, The |
Great Faith In Fools | 0 | 38 | 1.00 | metalcore, post-hardcore, Metal |
| 14 | Life Cycles The Word Alive |
Death Metal | 43 | 2 | 1.22 | screamo, metalcore, hardcore, life cycles, Rock, amazing |
| 15 | Apathy Is A Cold Body Poison The Well |
You Come Before You (U.S. Version) | 41 | 102 | 4.21 | metalcore, beautiful, experimental, hardcore, selena gomez, anna polina |
| 16 | Covert Oceans Ate Alaska |
Hikari | 42 | 8 | 1.21 | emocore, post hardcore, Metal, emo, progressive metalcore, djent |
| 17 | Dead After Dallas Ten After Two |
Truth Is... | 0 | 275 | 1.00 | Punk, Alternative, metalcore, post-hardcore, Rock |
| 18 | Pseudo Self Texas In July |
Bloodwork | 24 | 122 | 2.12 | hardcore, florida in august, maine in january, Hard Rock, metal, metalcore |
| 19 | The Same Graceful Wind Vanna |
A New Hope | 29 | 1.15 | Metal, cos kurwa pieknego, seen live, wut, liebling, Alternative |
|
| 20 | 2012 The Word Alive |
Deceiver (Deluxe Edition) | 35 | 504 | 1.18 | emocore, lovedbyme1, hardcore, minimal techo, always the understudy, metal |
Predicted Response
You’re into metalcore that's all about standing tall as your true self, even when it’s hard — and "King Of Sorrow" by August Burns Red hits that just right. It’s intense, powerful, and the lyrics speak to fighting through pain and doubt to own who you really are, which fits your vibe perfectly.
Bloodbath is always solid for brutal death metal, and "Bastard Son of God" is crushing. But I was hoping for something with a bit more of that melancholic, melodic riffing found in early Entombed or Dismember, while still being absolutely heavy. Do you have an
Open row audit
Likely wrong
The top recommendation is Eaten by Bloodbath, but it repeats something the user was trying to move away from: 'Bloodbath'.
From the submitted list, Slaughter Of The Soul by At The Gates looks better because it avoids the top pick's rule violation; fusion stage already ranked it #22; catalog popularity is 53; metadata/tags match: death, metal, son, melodic, swedish.
Likely cause: final ordering placed a weaker/invalid item over clean candidates.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. Best shown candidate: rank 5. The user explicitly asked for something with a more melodic, Swedish death metal sound like early Entombed or Dismember, and specifically moved away from Bloodbath. The top recommendation 'Eaten by Bloodbath' is by Bloodbath, which the user just indicated they were hoping to move away from, and it does not match the requested melancholic, melodic riffing. Candidate 5 'Left Hand Path' by Entombed directly matches the requested style and artist reference.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #5: Left Hand Path by Entombed
The user explicitly asked for something with a more melodic, Swedish death metal sound like early Entombed or Dismember, and specifically moved away from Bloodbath. The top recommendation 'Eaten by Bloodbath' is by Bloodbath, which the user just indicated they were hoping to move away from, and it does not match the requested melancholic, melodic riffing. Candidate 5 'Left Hand Path' by Entombed directly matches the requested style and artist reference.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: thin
The response claims 'Eaten' by Bloodbath has 'haunting, riff-driven melodies' and 'early Entombed/Dismember vibe,' but the user explicitly asked for something more melodic than Bloodbath's previous track, and the response doesn't address that the same band is being recommended again, nor does it convincingly justify how this specific track differs from 'Bastard Son of God' to meet the user's request for a more melancholic, melodic Swedish death metal sound.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state incorrectly carries over 'memorable riffs' and 'heavy' from turn 4 as current query facets, and misses the user's explicit desire for a more melodic edge relative to Bloodbath, specifically referencing early Entombed/Dismember style. This could lead to retrieval that is too broad or not aligned with the user's refined request.
missing: User wants a more melodic edge compared to Bloodbath, not just any Swedish death metal; User explicitly wants early Entombed/Dismember style, not just any melodic death metal; User wants memorable riffs as a specific sonic attribute, but 'memorable riffs' is vague and not directly from the current turn
extra/stale: Fact 'memorable riffs' is from user turn 4, not the current turn 5, and should not be carried over as a current query facet; Fact 'heavy' is from user turn 4, not the current turn 5, and should not be carried over as a current query facet
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
Can you find the death metal song that talks about being 'left to die' and 'put your life into their hands'?
Left to Die -- Death
If you're looking for more of that pure, aggressive death metal vibe, you've absolutely got to check out "Left to Die" by Death. It's an absolute classic and definitely brings that raw energy you're into.
Yes! That's it! "Left to Die" by Death. The lyrics are unmistakable, exactly what I was thinking of. Perfect! You hit it right away. That's the lyrical depth I was seeking.
After World Obliteration -- Terrorizer
Hell yeah, "Left to Die" is a killer! Since you're digging that old school, fast, and brutal vibe, you've absolutely got to check out "After World Obliteration" by Terrorizer. It's a foundational track from '89 that's pure, unadulterated aggression.
After World Obliteration" is a killer track! Terrorizer is pure brutality, I like that raw aggression. Since we're on the topic of classic death metal, can you recommend some more tracks with that old-school, blistering fast sound, maybe something that also has some politically charged or anti-religious lyrics?
Bloodsoaked - Bonus Track -- Obituary
Hell yeah, Terrorizer is pure brutality! If you're still craving that fast, old-school death metal assault, you can't go wrong with Obituary. Check out "Bloodsoaked" – it's got that relentless, heavy vibe you're after!
Obituary is always a good choice, "Bloodsoaked" is a pure dose of crushing death metal, exactly what I expect from them. I appreciate that raw, heavy sound. Can you recommend something similar but maybe with a slightly more melodic edge, still heavy, but with some memorable riffs like early Entombed?
Bastard Son of God -- Bloodbath
Glad to hear you're crushing to Obituary! If you're ready for even more brutal and fast death metal, then you absolutely need to unleash "Bastard Son of God" by Bloodbath. These guys are masters of aggression and it's a solid hit that I'm sure you'll appreciate.
Bloodbath is always solid for brutal death metal, and "Bastard Son of God" is crushing. But I was hoping for something with a bit more of that melancholic, melodic riffing found in early Entombed or Dismember, while still being absolutely heavy. Do you have anything that leans more into that melodic, Swedish death metal sound?
State
Current request: Melodic Swedish death metal with melancholic, melodic riffing like early Entombed or Dismember, still heavy.
Hard rejected names:
Soft avoid names: Bloodbath
Positive terms: bloodbath, always, solid, brutal, death, metal, bastard, son, god, crushing, but, was, hoping, something, bit, melancholic, melodic, riffing, found, early, entombed, dismember, while, still, being, absolutely, heavy, anything, leans, swedish, sound, memorable, riffs
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "artist",
"facet": null,
"value": "Bloodbath",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 5,
"mentioned_current_turn": true,
"evidence_text": "Bloodbath is always solid"
},
{
"type": "artist",
"facet": null,
"value": "Entombed",
"role": "current_target",
"anchor_use": "partial_anchor",
"relation": "style_reference",
"reuse": "may_reuse",
"source_turn": 5,
"mentioned_current_turn": true,
"evidence_text": "like early Entombed"
},
{
"type": "artist",
"facet": null,
"value": "Dismember",
"role": "current_target",
"anchor_use": "partial_anchor",
"relation": "style_reference",
"reuse": "may_reuse",
"source_turn": 5,
"mentioned_current_turn": true,
"evidence_text": "or Dismember"
},
{
"type": "attribute",
"facet": "genre",
"value": "Swedish death metal",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 5,
"mentioned_current_turn": true,
"evidence_text": "Swedish death metal"
},
{
"type": "attribute",
"facet": "sonic",
"value": "melodic riffing",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 5,
"mentioned_current_turn": true,
"evidence_text": "melodic riffing"
},
{
"type": "attribute",
"facet": "mood",
"value": "melancholic",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 5,
"mentioned_current_turn": true,
"evidence_text": "melancholic"
},
{
"type": "attribute",
"facet": "sonic",
"value": "memorable riffs",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 5,
"mentioned_current_turn": true,
"evidence_text": "memorable riffs"
},
{
"type": "attribute",
"facet": "energy",
"value": "heavy",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 5,
"mentioned_current_turn": true,
"evidence_text": "still being absolutely heavy"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"Swedish death metal",
"melodic riffing",
"melancholic",
"memorable riffs",
"heavy"
],
"played_track_ids": [
"4db1fcfc-960c-473e-a928-53ab289d69b5",
"3edfecaf-107e-4608-8991-72b552d94b32",
"29757863-a454-480f-a6b2-588658f96ed9",
"f6398378-32d5-42aa-a199-b4d3612c7cc4"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Eaten Bloodbath |
Nightmares Made Flesh | 48 | 8 | 9.24 | avoid_name:Bloodbath swedish death metal, headbanging, metalmittwoch, can play on guitar, 2004, mikael akerfeldt |
| 2 | Brave New Hell Bloodbath |
Nightmares Made Flesh | 39 | 2 | 9.20 | avoid_name:Bloodbath swedish death metal, dethklok, absolutely unrelenting carnage, fucking awesome, great metal, zombified death metal |
| 3 | Strategic Warheads Terrorizer |
World Downfall | 29 | 3.15 | punk, deathgrind, Metal, terrorizer, death metal, k1r7m |
|
| 4 | Cry My Name Bloodbath |
Resurrection Through Carnage | 36 | 10 | 9.18 | avoid_name:Bloodbath swedish death metal, metalmittwoch, play this loud enough to raise the dead, beast-like bliss, party san band 08, can play on guitar |
| 5 | Left Hand Path Entombed |
Left Hand Path | 47 | 6 | 8.23 | swedish death metal, entombed, swedish death metal band, hardcore punk, death, swedish death |
| 6 | Living Dead Entombed |
Clandestine | 35 | 26 | 4.17 | swedish death metal, triumphant, play massive assault radio, entombed, 1990s, best deathmetalband |
| 7 | Drowned Entombed |
Left Hand Path | 42 | 3 | 6.21 | swedish death metal, come with me, entombed, 1990s, best deathmetalband, swedish death metal band |
| 8 | Abnormally Deceased Entombed |
Left Hand Path | 31 | 4 | 4.16 | swedish death metal, play massive assault radio, come with me, entombed, best deathmetalband, swedish death metal band |
| 9 | Morbid Devourment Entombed |
Left Hand Path | 32 | 7 | 6.16 | swedish death metal, entombed, 1990s, best deathmetalband, morbid devourment, best metal bands |
| 10 | But Life Goes On Entombed |
Left Hand Path | 37 | 9 | 5.18 | swedish death metal, play massive assault radio, come with me, entombed, 1990s, swedish death metal band |
| 11 | Revel In Flesh Entombed |
Left Hand Path | 43 | 1 | 5.21 | swedish death metal, entombed, best deathmetalband, death, punk metal, metalband |
| 12 | 99 The Haunted |
Revolver (Limited Edition) | 46 | 61 | 9.23 | swedish death metal, metalmittwoch, neckbreaker, gothenburg, hardcore, the greatest metal songs |
| 13 | Scourge of Iron Cannibal Corpse |
Torture | 56 | 79 | 3.28 | jeff young, royal ruckus, Metal, torture, death metal, cannibal corpse |
| 14 | Bitter Loss Entombed |
Left Hand Path | 34 | 5 | 6.17 | swedish death metal, albums i own, come with me, play massive assault radio, entombed, 1990s |
| 15 | Slaughter Of The Soul At The Gates |
Slaughter Of The Soul | 53 | 22 | 6.26 | swedish death metal, gooooooo, asskicking true metal, 90s, metal, thrash |
| 16 | Maze of Torment Morbid Angel |
Altars Of Madness | 43 | 91 | 7.21 | technical metal, american death metal, fucking awesome times million, flordia, death, thrash |
| 17 | Nemesis Arch Enemy |
Doomsday Machine | 58 | 12 | 6.29 | swedish death metal, fucking awesome, metal woman fronted, brutal death metal, metal, power metal |
| 18 | Frontschwein Marduk |
Frontschwein | 36 | 720 | 5.18 | dark, swedish black metal, white pride world wide, progressive metal, metal, racism in music rules |
| 19 | Blinded By Fear At The Gates |
Slaughter Of The Soul | 49 | 19 | 6.25 | swedish death metal, gothenburg, favorite, swedish melodic death metal, steelheart, metal |
| 20 | The Cry Of Silence Draconian |
Where Lovers Mourn | 0 | 524 | 5.00 | good4, crybbage power, progressive metal, epic lyrics, recos, favorite albums |
Predicted Response
You're in the right place—*Eaten* by Bloodbath is exactly the kind of heavy, melodic Swedish death metal you're after. With those haunting, riff-driven melodies and a raw, headbanging energy, it nails that early Entombed/Dismember vibe while still feeling brutal and memorable.
Yes, this is fantastic! "Sad Alron" captures that vast, continuous drone and melancholic texture perfectly. I'm really drawn into this sound. Can you recommend something similar but perhaps with an even darker, more abstract edge to the drone, maintaining that
Open row audit
Likely wrong
The top recommendation is Falling by Mark Pritchard, but it repeats something the user was trying to move away from: 'Mark Pritchard'.
From the submitted list, Kobresia by Biosphere looks better because it avoids the top pick's rule violation; fusion stage already ranked it #37; catalog popularity is 36; metadata/tags match: sound, soundscape, without.
Likely cause: final ordering placed a weaker/invalid item over clean candidates.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. Best shown candidate: rank 5. The submitted top recommendation 'Falling' by Mark Pritchard violates the user's explicit request to avoid the artist Mark Pritchard (since they already enjoyed 'Sad Alron' and want something similar but different) and its tags (Alternative, Electronic) do not match the requested dark, abstract drone soundscape without beats. Candidate rank 5, 'Orphans of the Sky' by 36, is a better fit as it is tagged drone ambient and drone, aligning with the user's request for a pure, evolving drone with a darker edge.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #5: Orphans of the Sky by 36
The submitted top recommendation 'Falling' by Mark Pritchard violates the user's explicit request to avoid the artist Mark Pritchard (since they already enjoyed 'Sad Alron' and want something similar but different) and its tags (Alternative, Electronic) do not match the requested dark, abstract drone soundscape without beats. Candidate rank 5, 'Orphans of the Sky' by 36, is a better fit as it is tagged drone ambient and drone, aligning with the user's request for a pure, evolving drone with a darker edge.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response directly references the user's request for a darker, more abstract drone without beats, and accurately describes 'Falling' as a beatless, melancholic drone track, maintaining coherence with the conversation.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state accurately captures the user's current request for a darker, more abstract drone track without beats, includes all relevant constraints and exclusions, and correctly marks 'Sad Alron' as a satisfied prior reference without anchoring on it.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm looking for something that creates a deep, atmospheric soundscape, perhaps a bit melancholic and introspective.
Chukhung -- Biosphere
Awesome, glad you dug that! Keeping with that immersive electronic vibe, I think you'll really get into "Chukhung" by Biosphere. It's got that deep, atmospheric sound with experimental touches that I think you'll appreciate.
That's a good start, but can we lean into something even more spacious and sparse, with subtle, evolving textures?
Anthropocene -- Loscil
Awesome! If you're looking for something with a darker, more atmospheric touch, you've got to check out "Anthropocene" by Loscil. It definitely leans into that deep, immersive electronic sound, perfect for zoning out.
This is much better, I'm really feeling the spaciousness and evolving textures. Can we try something with a slightly more unsettling or mysterious vibe, like a soundtrack to an abstract dream?
On Oath -- Andy Stott
Nice! Glad you found that one immersive. Sticking with that deep, experimental electronic sound, how about "On Oath" by Andy Stott? It's another track that really digs into that ambient IDM space with some compelling textures.
This is fantastic, exactly the kind of deep, mysterious vibe I was after. Can we find something with an even stronger sense of sonic narrative or a subtly evolving drone that truly draws you into its depths?
Verberation Lab -- Pye Corner Audio
Totally get that! Since you liked the deep, industrial feel, I think you'll really dig "Verberation Lab" by Pye Corner Audio. It's got a fantastic dark, atmospheric electronic sound that should resonate with what you're looking for.
Yes, this is perfectly immersive and thought-provoking! Exactly the kind of sonic journey I wanted. I'm satisfied with this discovery. Can you recommend another track that delves into a similar deep, evolving drone aesthetic, perhaps with an even more pronounced sense of emotional weight?
The Highest Flood -- Forest Swords
Glad you're feeling that industrial vibe! You should definitely check out "The Highest Flood" by Forest Swords. It keeps that dark, atmospheric electronic sound going, but with its own unique twist.
This is a solid track with a dark atmosphere, but I'm looking for something less rhythmic and more focused on deep, sustained drones and evolving soundscapes. Could you find something that truly immerses you in a rich, melancholic texture without a strong beat?
Raw Language -- Forest Swords
Glad you liked that one! Since you enjoyed the ominous rhythm, you might also like "Raw Language," also by Forest Swords. It leans into that same atmospheric, rhythmic electronic sound.
I appreciate the atmospheric quality of Forest Swords, but I'm looking to move away from tracks with a strong rhythmic component. I'm really seeking something with a vast, continuous drone that washes over you, emphasizing subtle shifts in texture and perhaps a mournful, drawn-out feel. No prominent beats, please.
Sad Alron -- Mark Pritchard
Awesome! If you're into that tribal ambient feel, something meditative but still intense, give "Sad Alron" by Mark Pritchard a listen. It has a beautiful, atmospheric depth that I think you'll find quite captivating.
Yes, this is fantastic! "Sad Alron" captures that vast, continuous drone and melancholic texture perfectly. I'm really drawn into this sound. Can you recommend something similar but perhaps with an even darker, more abstract edge to the drone, maintaining that pure, evolving soundscape without any beats?
State
Current request: A track similar to Sad Alron but with an even darker, more abstract drone, maintaining a pure evolving soundscape without beats.
Hard rejected names: strong rhythmic component, strong rhythmic component
Soft avoid names: Sad Alron, Mark Pritchard
Positive terms: yes, fantastic, sad, alron, captures, vast, continuous, drone, melancholic, texture, perfectly, i m, really, drawn, sound, recommend, something, similar, but, perhaps, even, darker, abstract, edge, maintaining, pure, evolving, soundscape, without, any, beats, prominent
{
"exclusions": [
{
"type": "attribute",
"facet": "sonic",
"value": "strong rhythmic component",
"scope": "soft_preference",
"source_turn": 7,
"evidence_text": "move away from tracks with a strong rhythmic component"
}
],
"rejections": [
{
"kind": "tag",
"value": "strong rhythmic component",
"scope": "soft",
"source_turn": 7,
"evidence_text": "move away from tracks with a strong rhythmic component"
}
],
"explicit_rejections": [
{
"kind": "tag",
"value": "strong rhythmic component",
"source_turn": 7
}
],
"facts": [
{
"type": "track",
"facet": null,
"value": "Sad Alron",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "style_reference",
"reuse": "may_reuse",
"source_turn": 8,
"mentioned_current_turn": true,
"evidence_text": "Sad Alron captures that vast, continuous drone"
},
{
"type": "artist",
"facet": null,
"value": "Mark Pritchard",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "style_reference",
"reuse": "may_reuse",
"source_turn": 7,
"mentioned_current_turn": false,
"evidence_text": "Sad Alron"
},
{
"type": "attribute",
"facet": "sonic",
"value": "vast continuous drone",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 8,
"mentioned_current_turn": true,
"evidence_text": "vast, continuous drone"
},
{
"type": "attribute",
"facet": "mood",
"value": "melancholic",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 8,
"mentioned_current_turn": true,
"evidence_text": "melancholic texture"
},
{
"type": "attribute",
"facet": "sonic",
"value": "pure evolving soundscape",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 8,
"mentioned_current_turn": true,
"evidence_text": "pure, evolving soundscape"
},
{
"type": "attribute",
"facet": "mood",
"value": "darker abstract",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 8,
"mentioned_current_turn": true,
"evidence_text": "darker, more abstract edge"
},
{
"type": "attribute",
"facet": "sonic",
"value": "no prominent beats",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 8,
"mentioned_current_turn": true,
"evidence_text": "without a strong beat"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [
"strong rhythmic component"
],
"positive_tags": [
"vast continuous drone",
"melancholic",
"pure evolving soundscape",
"darker abstract",
"no prominent beats"
],
"played_track_ids": [
"8f2bb25d-1ea9-4e47-804f-1aea80ccd0ac",
"2341d699-9757-43f8-b589-f5259bbc3368",
"5693a8c4-a033-4186-a591-ad5178a1e476",
"fbc46248-9d29-4b8c-8d3d-b3959bded116",
"31e0fcf9-f54a-41f8-bb58-1659c1f879fa",
"e9aafe6c-f661-4413-b3ec-36f0d85a425f",
"23b4451e-2539-4fdf-a1f8-47636bc5eed3"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Falling Mark Pritchard |
Under The Sun | 0 | 5 | 0.00 | avoid_name:Mark Pritchard Alternative, Electronic |
| 2 | Where Do They Go, The Butterflies Mark Pritchard |
Under The Sun | 0 | 145 | 1.00 | avoid_name:Mark Pritchard title is a full sentence, Alternative, Electronic |
| 3 | You Wash My Soul Mark Pritchard |
Under The Sun | 0 | 95 | 0.00 | avoid_name:Mark Pritchard title is a full sentence, Alternative, Electronic |
| 4 | Give It Your Choir Mark Pritchard |
Under The Sun | 0 | 12 | 0.00 | avoid_name:Mark Pritchard title is a full sentence, Alternative, Electronic |
| 5 | Orphans of the Sky 36 |
Tomorrow's Explorers | 36 | 4 | 1.18 | Electronic, drone ambient, drone |
| 6 | Stillness Nest |
Body Pilot | 0 | 60 | 1.00 | genre: minimalist, radio-dawn-quiet piano, ambient: deep, Electronic, instrumental, ambient: piano |
| 7 | Impermanence Peter Silberman |
Impermanence | 7 | 96 | 0.04 | Others |
| 8 | In Threes Loscil |
Sea Island | 28 | 8 | 3.14 | soundscape, electronic, Electronic, atmospheric, Classical, Rock |
| 9 | Dungtitled (In a Major) Stars Of The Lid |
and Their Refinement of the Decline | 41 | 6 | 5.21 | low, experimental, background, too subtle for noisy environments, loved, pretty |
| 10 | Endless Falls Loscil |
Endless Falls | 33 | 236 | 4.17 | soundscape, beautiful, experimental, beautifulstranger, rain, modern classical |
| 11 | Dreams Nuages |
Dreams | 52 | 117 | 0.26 | Electronic |
| 12 | Poa Alpina Biosphere |
Substrata | 46 | 9 | 8.23 | beruhigend, experimental, sleep, minimal, trance, easy listening |
| 13 | Mute Loscil |
Submers | 14 | 250 | 0.07 | Techno, sleep, minimal, samplistic, somafm, deep |
| 14 | Time Spent Deaf Center |
Owl Splinters | 33 | 35 | 3.17 | soundscape, experimental, sleep, piano, dark ambient, recos |
| 15 | Dungeoneering Tim Hecker |
Harmony in Ultraviolet | 37 | 14 | 7.18 | experimental, doom ambient, sleep, minimal, experimental ambient, running eyes |
| 16 | The Making of Grief Point Loscil |
Endless Falls | 17 | 297 | 2.08 | early morning music, basinski, interessant33nils, celer, Techno, ambient drone |
| 17 | Path To Lucy Deaf Center |
Pale Ravine | 14 | 48 | 4.07 | experimental, loved, sleep, minimal, feeding time, duyster |
| 18 | Kobresia Biosphere |
Substrata | 36 | 37 | 4.18 | relaxing, soundscape, beautiful, experimental, sleep, minimal |
| 19 | Beyond the Heliosphere 36 |
Sine Dust | 27 | 136 | 0.14 | Electronic, atmospheric |
| 20 | Hello! David Wingo |
Manglehorn (Original Motion Picture Soundtrack) | 36 | 16 | 2.18 | experimental, very good, ambient, downtempo, instrumental, sleep |
Predicted Response
If you're looking for something darker and more abstract than Sad Alron, *Falling* by Mark Pritchard is a perfect next step — it's a vast, slow-evolving drone that drifts through melancholic textures without a beat, just pure atmospheric depth. It’s immersive and minimal, exactly the kind of continuous, weightless soundscape you're after.
This is nice! I like the upbeat rhythm of Los Caligaris. Do you have anything that feels even more energetic and vibrant, something really passionate and good for a party?
Open row audit
Recommendation fit: strong fit
Bailar (feat. Elvis Crespo) is an energetic, party-ready Latin dance track with a strong beat and saxophone, perfectly matching the user's request for something more vibrant and passionate than Los Caligaris.
The audit did not find a clearly better clean alternative in the inspected list/pool.
Likely cause: no specific pipeline gap was identified.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): strong fit. Best shown candidate: rank 1. Bailar (feat. Elvis Crespo) is an energetic, party-ready Latin dance track with a strong beat and saxophone, perfectly matching the user's request for something more vibrant and passionate than Los Caligaris.
Recommendation Fit
accepted submitted rank #1: Bailar (feat. Elvis Crespo) - Radio Edit by Elvis Crespo
Bailar (feat. Elvis Crespo) is an energetic, party-ready Latin dance track with a strong beat and saxophone, perfectly matching the user's request for something more vibrant and passionate than Los Caligaris.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · strong fitResponse Quality
response quality: clear
The response clearly references the submitted track 'Bailar' by Elvis Crespo, explains how it matches the user's request for more energetic and passionate Latin dance music, and uses vivid, accessible language without any contradictions or unsupported claims.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state correctly identifies the user's positive feedback and new attribute requests, but fails to capture the comparative escalation ('even more energetic') and carries over an overly broad constraint from turn 1, which could lead to retrieval that is not sufficiently focused on the heightened energy and passion the user now wants.
missing: User explicitly wants 'even more energetic and vibrant' than Los Caligaris, but the state does not capture the comparative 'more' or escalation from prior recommendation.; The user's request for 'something really passionate and good for a party' implies a mood/energy escalation, not just separate attributes.
extra/stale: The fact 'danceable tunes from Latin America' from turn 1 is carried over as a current_target facet, but the user's latest turn refines this to 'more energetic and vibrant' and 'passionate' and 'party' – the original broad constraint is now; The 'satisfied_prior' fact for Los Caligaris is marked 'do_not_use' and 'avoid_exact', which is correct, but the resolver's positive_tags include 'Latin American danceable' which is a stale carry-over from turn 1 and may not reflect the cur
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
Do you have any recommendations for lively, danceable tunes from Latin America?
Entre Vos y Yo -- Los Caligaris
How about something else with a great beat and a touch of romance? You might really enjoy "Entre Vos y Yo" by Los Caligaris.
This is nice! I like the upbeat rhythm of Los Caligaris. Do you have anything that feels even more energetic and vibrant, something really passionate and good for a party?
State
Current request: More energetic, vibrant, passionate, party-ready Latin American danceable tunes, using Los Caligaris as a satisfied reference.
Hard rejected names:
Soft avoid names: Los Caligaris
Positive terms: nice, upbeat, rhythm, los, caligaris, anything, feels, even, energetic, vibrant, something, really, passionate, good, party, party ready, latin, american, danceable, tunes, using, satisfied, reference
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "artist",
"facet": null,
"value": "Los Caligaris",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "I like the upbeat rhythm of Los Caligaris"
},
{
"type": "attribute",
"facet": "energy",
"value": "energetic",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "more energetic"
},
{
"type": "attribute",
"facet": "energy",
"value": "vibrant",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "vibrant"
},
{
"type": "attribute",
"facet": "mood",
"value": "passionate",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "passionate"
},
{
"type": "attribute",
"facet": "mood",
"value": "party",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "good for a party"
},
{
"type": "attribute",
"facet": "genre",
"value": "Latin American danceable",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": false,
"evidence_text": "danceable tunes from Latin America"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"energetic",
"vibrant",
"passionate",
"party",
"Latin American danceable"
],
"played_track_ids": [
"874e3067-9b10-4a2c-8216-b2111d47e265"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Bailar (feat. Elvis Crespo) - Radio Edit Elvis Crespo |
Latino Workout Session (La sélection Reggaeton, Kuduro, Latino la plus torride !) | 58 | 1 | 2.29 | 2016 single, Electronic, Latin Dance, wake-up song, party, saxophone |
| 2 | Ya Lo Veía Venir Moderatto |
Queremos Rock | 70 | 46 | 1.35 | Latin Rock, rock en espanol, Alternative, Latin Pop, Latin |
| 3 | Reggaetón Lento (Bailemos) CNCO |
Primera Cita | 75 | 16 | 1.38 | Latin Pop, Latin Dance, Latin |
| 4 | Cielo Liquido Fey |
Originales - 20 Exitos | 20 | 13 | 2.10 | party, sommer, Latin, Latin Pop |
| 5 | Bailando - Spanish Version Enrique Iglesias |
SEX AND LOVE | 67 | 15 | 1.33 | pop, Latin Pop, latin grammy nominated, Latin |
| 6 | Todos Tenemos Un Amor La Mosca Tse-Tse |
Buenos Muchachos | 64 | 27 | 1.32 | design, great-music, Latin Pop, Latin, Reggae, flamenco |
| 7 | Atrévete-Te-Te Calle 13 |
Calle 13 (Explicit Version) | 76 | 213 | 1.38 | pa gozalo, spanish, calle 13, Latin Hip-Hop/Rap, world, hip-hop |
| 8 | Un Osito De Peluche De Taiwán Los Auténticos Decadentes |
Sigue Tu Camino | 68 | 78 | 2.34 | Latin Pop, latino, favorite, latin, design, rock en español |
| 9 | Locuras contigo Rombai |
De Fiesta | 59 | 80 | 1.29 | Latin Pop, Latin |
| 10 | Esta Noche Panteon Rococo |
Compañeros Musicales | 64 | 18 | 2.32 | punk, companeros musicales, para brincar como loco por el cuarto de tu madre, panteon rococo, 2002, panteon rococo- esta noche |
| 11 | Sin Miedo La Garfield |
Sin Miedo | 0 | 75 | 1.00 | Latin Pop, Jazz, Latin |
| 12 | Pasan las Horas - En Vivo Acústico Guasones |
Acústico Gran Rex | 54 | 102 | 1.27 | Latin |
| 13 | Corazon De Seda (feat. Ozuna) Ozuna |
Corazon De Seda (feat. Ozuna) | 73 | 178 | 1.36 | Latin |
| 14 | El Perdón (with Enrique Iglesias) Enrique Iglesias |
Fénix | 77 | 40 | 1.39 | Latin Pop, Latin Dance, Latin, Latin Hip-Hop/Rap |
| 15 | Te Extraño, Te Olvido, Te Amo Ricky Martin |
A Medio Vivir | 68 | 303 | 1.34 | Latin Pop, spanish, heartache, Latin Dance, sad, romance |
| 16 | La ingrata Tony Peluso |
Re | 68 | 222 | 1.34 | yeaahhhhhhhh, mexican music, Latin Pop, Alternative Rock, folk rock latino, Latin |
| 17 | To My Love - Tainy Remix Bomba Estéreo |
Amanecer (Remixed) | 69 | 99 | 1.34 | Latin Pop, Latin |
| 18 | Enloquéceme - En Vivo OV7 |
90's Pop Tour (En Vivo) | 37 | 55 | 1.19 | Latin Pop, Latin |
| 19 | Ojos Chinos El Gran Combo De Puerto Rico |
20th Anniversary | 66 | 167 | 1.33 | salsa, latin, puerto rico, Latin |
| 20 | Agachate Danny Romero |
Agachate | 60 | 92 | 1.30 | mola, electro latino, zumba, Latin Pop, Latin |
Predicted Response
Perfect — if you're vibing with Los Caligaris and want that same fiery, dance-floor energy, "Bailar" by Elvis Crespo is a fiery pick. It’s got that pulse-pounding Latin rhythm, a killer saxophone riff, and enough passion to turn any party into a fiesta.
Yes, "The Assassin Two-Step" is fantastic! That's exactly the kind of energetic, high-stakes chase music I was imagining for parkour across London rooftops. Can you give me another track from the Assassin's Creed Syndicate soundtrack that's a little bit slower
Open row audit
Likely wrong
The top recommendation is For Those We Loved by Austin Wintory, but it repeats something the user was trying to move away from: 'Austin Wintory'.
From the submitted list, Fight Club by Lorne Balfe looks better because it avoids the top pick's rule violation; fusion stage already ranked it #37; catalog popularity is 53; metadata/tags match: assassin, energetic, assassin s, creed, soundtrack.
Likely cause: final ordering placed a weaker/invalid item over clean candidates.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. No valid submitted track was identified. The user explicitly asked for a slower track from the Assassin's Creed Syndicate soundtrack, but candidate 1 is from the correct album yet its tempo is unknown, and all other candidates are from different Assassin's Creed games, not Syndicate. No submitted track satisfies both the album and tempo constraints.
Recommendation Fit
no valid submitted recommendation: No valid submitted track
The user explicitly asked for a slower track from the Assassin's Creed Syndicate soundtrack, but candidate 1 is from the correct album yet its tempo is unknown, and all other candidates are from different Assassin's Creed games, not Syndicate. No submitted track satisfies both the album and tempo constraints.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response directly references the user's request for a slower track from the Assassin's Creed Syndicate soundtrack, grounds itself in the submitted recommendation 'For Those We Loved', and provides a fitting description of its reflective, emotional quality without contradicting any visible constraints.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state incorrectly marks the artist and the praised track as 'do_not_use', which would block valid recommendations from the same soundtrack, and it misses the user's explicit contrast between the high-energy chase music and the desired slower tempo.
missing: User wants a track from the Assassin's Creed Syndicate soundtrack that is slower than the energetic chase music, but the state does not capture the contrast with the previous high-energy request.; The user's positive reaction to 'The Assassin Two-Step' as high-stakes chase music is not reflected as a satisfied prior for that specific mood, which could help avoid recommending similar energetic tracks.
extra/stale: The fact for 'Austin Wintory' is marked as 'do_not_use' and 'avoid_exact', but the user has not rejected the artist; they are still requesting tracks from the same soundtrack by the same artist, so this constraint is incorrect and would blo; The fact for 'The Assassin Two-Step' is marked as 'do_not_use' and 'avoid_exact', but the user explicitly praised it and only wants a slower track, not to avoid it entirely; this could prevent recommending similar tracks from the same album
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm looking for tracks from the Assassin's Creed Syndicate soundtrack that capture the essence of a tense, stealthy infiltration through crowded London streets.
Cathedrals of Steel -- Austin Wintory
How about "Cathedrals of Steel"? It's another fantastic track that I think you'll really enjoy.
Yes, "Cathedrals of Steel" is perfect! It truly brings out that grand, industrial melancholy and the darker aspects of London, very much like 'Death Is Now a Welcome Guest'. Can you suggest other tracks from the Assassin's Creed Syndicate soundtrack that evoke this same kind of atmosphere?
Death Is Now a Welcome Guest -- Austin Wintory
Glad you're digging "Cathedrals of Steel"! How about "Death Is Now a Welcome Guest" next? It's another poignant track by Austin Wintory from the *Assassin's Creed Syndicate* album that I think you'll appreciate.
Yes, 'Death Is Now a Welcome Guest' is spot on! This selection, along with 'Cathedrals of Steel', perfectly captures that grand, industrial melancholy and darker side of London. Exactly what I was looking for! Now that I've found those, can you suggest some tracks from the soundtrack that evoke a sense of high-stakes chase or parkour across the rooftops of London?
Jokes Jokes Jokes -- Austin Wintory
Fantastic! Happy to hear you're enjoying the Austin Wintory tunes. Let's keep the *Assassin's Creed Syndicate* vibe going with "Jokes Jokes Jokes." It's got a really distinct feel from the same album!
Jokes Jokes Jokes" is a fun track, but it doesn't quite hit the high-stakes, intense chase or parkour vibe I'm after. I'm looking for something with more urgency and forward momentum, like a thrilling rooftop pursuit. Can you suggest something that fits that energetic, almost breathless feeling from Assassin's Creed Syndicate?
The Assassin Two-Step -- Austin Wintory
Awesome! Since you're enjoying the *Assassin's Creed Syndicate* vibe, let's try "The Assassin Two-Step" next. It's got that classic Austin Wintory flair you love!
Yes, "The Assassin Two-Step" is fantastic! That's exactly the kind of energetic, high-stakes chase music I was imagining for parkour across London rooftops. Can you give me another track from the Assassin's Creed Syndicate soundtrack that's a little bit slower?
State
Current request: Another track from the Assassin's Creed Syndicate soundtrack that is a little bit slower than the high-stakes chase music.
Hard rejected names:
Soft avoid names: Austin Wintory, The Assassin Two-Step
Positive terms: yes, assassin, two step, fantastic, that s, exactly, kind, energetic, high stakes, chase, was, imagining, parkour, across, london, rooftops, another, assassin s, creed, syndicate, soundtrack, little, bit, slower, than
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "album",
"facet": null,
"value": "Assassin's Creed Syndicate",
"role": "current_target",
"anchor_use": "must_use",
"relation": "exact_target",
"reuse": "must_reuse",
"source_turn": 5,
"mentioned_current_turn": true,
"evidence_text": "Assassin's Creed Syndicate soundtrack"
},
{
"type": "artist",
"facet": null,
"value": "Austin Wintory",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 5,
"mentioned_current_turn": false,
"evidence_text": "Austin Wintory"
},
{
"type": "track",
"facet": null,
"value": "The Assassin Two-Step",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 5,
"mentioned_current_turn": true,
"evidence_text": "The Assassin Two-Step is fantastic"
},
{
"type": "attribute",
"facet": "energy",
"value": "slower",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 5,
"mentioned_current_turn": true,
"evidence_text": "a little bit slower"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"slower"
],
"played_track_ids": [
"f223debe-4d0d-4383-bc72-22e91a3967e9",
"54db6fa5-ad28-422e-96e6-7a05d3bfce2b",
"ef798248-e420-41a9-b11a-b3d42eb6ea12",
"e4f8f386-4650-4e6f-8b5f-d6ae76890a9f"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | For Those We Loved Austin Wintory |
Assassin's Creed Syndicate (Original Game Soundtrack) | 25 | 10 | 5.12 | avoid_name:Austin Wintory assassin's creed: syndicate, Soundtracks |
| 2 | Assassin's Creed III Main Theme Lorne Balfe |
Assassin’s Creed 3 (Original Game Soundtrack) | 52 | 1 | 4.26 | ambient, soundtrack, hypnotic, lara-loved, Soundtracks, video game soundtrack |
| 3 | Assassin's Creed III Main Theme (Wall of Sound Remix) Lorne Balfe |
Assassin’s Creed 3: The Tyranny of King Washington (Original Game Soundtrack) | 21 | 3 | 5.11 | Soundtracks |
| 4 | Desmond's Destiny Lorne Balfe |
Assassin’s Creed 3 (Original Game Soundtrack) | 33 | 6 | 4.17 | Soundtracks |
| 5 | The Aquila Lorne Balfe |
Assassin’s Creed 3 (Original Game Soundtrack) | 24 | 15 | 4.12 | Soundtracks |
| 6 | HomeStead Lorne Balfe |
Assassin’s Creed 3 (Original Game Soundtrack) | 35 | 20 | 4.17 | Soundtracks |
| 7 | Temple Secrets Lorne Balfe |
Assassin’s Creed 3 (Original Game Soundtrack) | 27 | 13 | 4.13 | Soundtracks |
| 8 | Fight Club Lorne Balfe |
Assassin’s Creed 3 (Original Game Soundtrack) | 53 | 37 | 5.26 | celtic, energetic, epic, upbeat, soundtrack, fucking awesome |
| 9 | Assassin's Creed IV Black Flag Main Theme Brian Tyler |
Assassin's Creed 4: Black Flag (Original Game Soundtrack) | 58 | 7 | 4.29 | 1-31-19, Classical, Soundtracks |
| 10 | Ezio's Family Jesper Kyd |
Assassin's Creed 2 (Original Game Soundtrack) | 65 | 12 | 4.33 | beautiful, experimental, ost, game, extraordinary, modern classical |
| 11 | Speck of Dust Lorne Balfe |
Assassin’s Creed 3 (Original Game Soundtrack) | 24 | 34 | 4.12 | Soundtracks |
| 12 | Fight of the Assassins Jesper Kyd |
Assassin's Creed Brotherhood (Original Game Soundtrack) | 22 | 5 | 4.11 | game, ost, soundtrack, Classical, Soundtracks |
| 13 | Chariot Chase Jesper Kyd |
Assassin's Creed 2 (Original Game Soundtrack) | 28 | 4 | 5.14 | ost, soundtrack, game, video game music, 9 of 10 stars, Classical |
| 14 | A Bitter Truth Lorne Balfe |
Assassin’s Creed 3 (Original Game Soundtrack) | 35 | 27 | 5.17 | Soundtracks |
| 15 | An Unsubtle Approach Lorne Balfe |
Assassin's Creed Revelations (The Complete Recordings) [Original Game Soundtrack] | 19 | 2 | 4.09 | Soundtracks, assassins creed, Rock, soundtrack |
| 16 | Florence Tarantella Jesper Kyd |
Assassin's Creed 2 (Original Game Soundtrack) | 41 | 11 | 5.21 | ost, game, energetic, folk, video game music, florence |
| 17 | An Uncertain Present Lorne Balfe |
Assassin’s Creed 3 (Original Game Soundtrack) | 37 | 29 | 4.18 | soundtrack, video games, lara-loved, Soundtracks, video game soundtrack |
| 18 | Order of the Assassin Brian Tyler |
Assassin's Creed 4: Black Flag (Original Game Soundtrack) | 30 | 8 | 4.15 | instrumental, Classical, Soundtracks |
| 19 | Notorious Jesper Kyd |
Assassin's Creed 2 (Original Game Soundtrack) | 28 | 9 | 4.14 | ambient, game, soundtrack, 8 of 10 stars, assassins creed, Classical |
| 20 | Sailing to Constantinople Lorne Balfe |
Assassin's Creed Revelations (The Complete Recordings) [Original Game Soundtrack] | 25 | 45 | 4.12 | Rock, Soundtracks, soundtrack |
Predicted Response
Perfect — if you're in the mood for something slower and more reflective from Assassin's Creed Syndicate, "For Those We Loved" by Austin Wintory is a beautiful choice. It’s a poignant, heartfelt piece that captures the emotional weight of the story, with gentle strings and a quiet intensity that lingers long after it ends.
That was quite intense and atmospheric! I can definitely feel the power. What I'm still trying to find is the specific way she blends those raw black metal aesthetics with her ethereal, often classical or folk-inspired vocals. It's the contrast and the seamles
Open row audit
Recommendation fit: weak fit
Candidate 1 'Nattens Barn' has dubstep and choir tags but lacks clear evidence of the requested vocal versatility and folk fusion. Candidate 10 'Norn' is instrumental with piano and folk tags, which better highlights the atmospheric Nordic folk side the user wants to explore, though it still doesn't fully showcase vocal contrast.
The audit did not find a clearly better clean alternative in the inspected list/pool.
Likely cause: no specific pipeline gap was identified.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): weak fit. Best shown candidate: rank 10. Candidate 1 'Nattens Barn' has dubstep and choir tags but lacks clear evidence of the requested vocal versatility and folk fusion. Candidate 10 'Norn' is instrumental with piano and folk tags, which better highlights the atmospheric Nordic folk side the user wants to explore, though it still doesn't fully showcase vocal contrast.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #10: Norn by Myrkur
Candidate 1 'Nattens Barn' has dubstep and choir tags but lacks clear evidence of the requested vocal versatility and folk fusion. Candidate 10 'Norn' is instrumental with piano and folk tags, which better highlights the atmospheric Nordic folk side the user wants to explore, though it still doesn't fully showcase vocal contrast.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · weak fitResponse Quality
response quality: clear
The response directly addresses the user's request for a track showcasing Myrkur's vocal versatility and genre fusion, grounding the recommendation in the submitted track 'Nattens Barn' and explaining how it highlights the contrast between delicate whispers and fierce growls over a Nordic folk and atmospheric soundscape.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state accurately captures the user's request for Myrkur tracks that highlight raw black metal, ethereal folk vocals, traditional Nordic sounds, vocal versatility, and genre fusion, with no missing constraints or stale data.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm really intrigued by Myrkur's music, but I can't quite pinpoint what draws me in. Can you help me explore it?
Skøgen Skulle Dø -- Myrkur
You should definitely check out "Skøgen Skulle Dø." It's another powerful track by Myrkur with a really driving metal sound. Let me know what you think!
That track definitely has a raw, aggressive energy, which I like about Myrkur. But I think what truly captivates me is something beyond just the metal aggression. Can you suggest something that really highlights her unique blend of traditional Nordic folk elements and darker, more atmospheric themes? I'm trying to understand that specific fusion.
Ravnens Banner -- Myrkur
Awesome, glad to hear you're enjoying them! For your next listen, how about "Ravnens Banner"? It's another track with a strong metal foundation and that atmospheric intensity you seem to like. Give it a blast!
That was quite intense and atmospheric! I can definitely feel the power. What I'm still trying to find is the specific way she blends those raw black metal aesthetics with her ethereal, often classical or folk-inspired vocals. It's the contrast and the seamless integration of those different vocal styles and traditional Nordic sounds into the metal that really fascinates me. Can you suggest something that showcases that vocal versatility and genre fusion more distinctly?
State
Current request: A Myrkur track that showcases her vocal versatility and genre fusion, specifically blending raw black metal with ethereal classical/folk vocals and traditional Nordic sounds.
Hard rejected names:
Soft avoid names:
Positive terms: was, quite, intense, atmospheric, definitely, feel, power, what, i m, still, trying, find, specific, way, she, blends, those, raw, black, metal, aesthetics, her, ethereal, often, classical, folk inspired, vocals, it s, contrast, seamless, integration, different, vocal, styles, traditional, nordic, sounds, really, fascinates, suggest
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "artist",
"facet": null,
"value": "Myrkur",
"role": "current_target",
"anchor_use": "must_use",
"relation": "exact_target",
"reuse": "must_reuse",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "Myrkur"
},
{
"type": "attribute",
"facet": "sonic",
"value": "raw black metal",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "raw black metal aesthetics"
},
{
"type": "attribute",
"facet": "sonic",
"value": "ethereal classical folk vocals",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "ethereal, often classical or folk-inspired vocals"
},
{
"type": "attribute",
"facet": "sonic",
"value": "traditional Nordic sounds",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "traditional Nordic sounds"
},
{
"type": "attribute",
"facet": "sonic",
"value": "vocal versatility",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "vocal versatility"
},
{
"type": "attribute",
"facet": "sonic",
"value": "genre fusion",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "genre fusion"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [
"Myrkur"
],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"raw black metal",
"ethereal classical folk vocals",
"traditional Nordic sounds",
"vocal versatility",
"genre fusion"
],
"played_track_ids": [
"add3912b-9fae-4eeb-a15b-a72a9c9ae552",
"db987b16-6369-4a17-9b61-376aa7623516"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Nattens Barn Myrkur |
Myrkur | 19 | 4 | 4.09 | Metal, dubstep, choir, danish, metal, atmospheric black metal |
| 2 | Dybt I Skoven Myrkur |
M (Deluxe Version) | 22 | 3 | 4.11 | black metal, myrkur, Metal, atmospheric, dreampop, šu-m-gejz |
| 3 | Frosne Vind Myrkur |
Myrkur | 26 | 2 | 4.13 | myrkur, Metal, black metal for hipsters, folk, atmospheric black metal, black metal |
| 4 | Born from the Serpent's Eye Wolves In The Throne Room |
Thrice Woven | 32 | 18 | 4.16 | ambient, Metal, anna von hausswolves in the throne room, masterpiece, cascadian black metal, amazing |
| 5 | Skaði Myrkur |
M (Deluxe Version) | 16 | 14 | 2.08 | Metal |
| 6 | Dunkelheit Burzum |
Filosofem | 55 | 9 | 8.28 | dark, experimental, black ambient, varg vikernes, raw black metal, depressive black |
| 7 | Ulvinde Myrkur |
Mareridt (Deluxe Version) | 34 | 12 | 4.17 | dark folk, Metal, atmospheric, vučica vučića, post-black metal, metal |
| 8 | Eld Enslaved |
Eld | 17 | 8 | 2.08 | progressive black metal, Metal, prog black, second wave black metal, norwegian, prog metal |
| 9 | Jeg Er Guden, I Er Tjenerne Myrkur |
M (Deluxe Version) | 19 | 5 | 4.09 | myrkur, dark folk, Metal, folk, post-black metal, gothic |
| 10 | Norn Myrkur |
M (Deluxe Version) | 25 | 1 | 4.12 | Metal, atmospheric, folk, instrumental, nordic folk, piano |
| 11 | Nordlys Myrkur |
M (Deluxe Version) | 32 | 6 | 4.16 | vocal, Metal, atmospheric, folk, instrumental, piano |
| 12 | S.N.M. Uada |
Devoid of Light | 0 | 55 | 4.00 | Metal, goes hard, Hard Rock, atmospheric black metal, Rock, black metal |
| 13 | Mother North Satyricon |
Nemesis Divina | 0 | 16 | 6.00 | true black, dark, nordic, medieval metal, black n roll, north black metal |
| 14 | Queen of Borrowed Light Wolves In The Throne Room |
Diadem of 12 Stars | 22 | 13 | 4.11 | dark, experimental, beautiful, black ambient, black-death metal, over 10 minutes |
| 15 | Ljós í Stormi Sólstafir |
Svartir Sandar | 27 | 77 | 4.13 | dark, nordic, iceland, progressive metal, incredible, brain-altering lobotomy sexual fantasy |
| 16 | Nattsjäl, drömsjäl Månegarm |
Nattväsen (Re-Mastered) | 31 | 61 | 2.15 | Metal, 8 of 10 stars, folk, folk metal, metal, viking metal |
| 17 | Fuel for Hatred Satyricon |
Volcano | 24 | 115 | 5.12 | blackened thrash metal, killer song, progressive metal, satanic, death, norwegian metal |
| 18 | Ea, Lord of the Depths Burzum |
Aske | 45 | 75 | 2.23 | ambient, ambient black metal, true black metal, norwegian, metal, dark ambient |
| 19 | Frostrite Borknagar |
Urd (Deluxe Edition) | 26 | 47 | 3.13 | black metal, power metal, Metal, Rock, do caralho, progressive metal |
| 20 | In The Shadow Of Our Pale Companion Agalloch |
The Mantle | 5 | 62 | 5.03 | experimental, folk, progressive metal, post metal, melodic black metal, epic |
Predicted Response
You're in for a treat — "Nattens Barn" is a perfect showcase of Myrkur’s vocal range and her bold fusion of raw black metal with haunting Nordic folk and ethereal choir elements. The way her voice shifts from delicate whispers to fierce growls over that atmospheric, traditional Danish soundscape is exactly what you're looking for.
Yeah, that Full Of Hell track is pretty sick, it's got that raw aggression. Can you find something similar in intensity but with even more driving rhythms, maybe some blast beats, and a stronger hardcore punk influence?
Open row audit
Likely wrong
The top recommendation is Bound Sphinx by Full Of Hell, but it repeats something the user was trying to move away from: 'Full Of Hell'.
From the submitted list, A Hell on Earth by Discharge looks better because it avoids the top pick's rule violation; fusion stage already ranked it #5; metadata/tags match: hell, hardcore, punk, metal, not.
Likely cause: final ordering placed a weaker/invalid item over clean candidates.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. Best shown candidate: rank 8. The user explicitly asked for something similar to Full Of Hell but with more driving rhythms, blast beats, and a stronger hardcore punk influence, and not necessarily the same band. The submitted top recommendation is another Full Of Hell track, which violates the implied request to move away from that band. Candidate 8 (Discharge) is a much better fit as it directly delivers the hardcore punk and d-beat sound the user is looking for.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #8: Hear Nothing See Nothing Say Nothing by Discharge
The user explicitly asked for something similar to Full Of Hell but with more driving rhythms, blast beats, and a stronger hardcore punk influence, and not necessarily the same band. The submitted top recommendation is another Full Of Hell track, which violates the implied request to move away from that band. Candidate 8 (Discharge) is a much better fit as it directly delivers the hardcore punk and d-beat sound the user is looking for.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response clearly references the submitted track 'Bound Sphinx' by Full Of Hell, justifies its fit by mentioning grindcore, blast beats, and punk spirit, and stays coherent with the user's request for more driving rhythms and hardcore influence.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state misses the intensification of driving rhythms and the explicit similarity request to the Full Of Hell track, while retaining stale references like Homewrecker and possibly conflicting genre tags, which could misdirect retrieval.
missing: User requested 'even more driving rhythms' (intensification of existing attribute) not captured as a modifier; User requested 'similar in intensity' (intensity level) not captured as a constraint; User's positive reaction to Full Of Hell track ('pretty sick') should not be marked as 'do_not_use' anchor; it is a satisfied reference for similarity
extra/stale: Homewrecker from turn 1 is stale and not mentioned in current turn; should be removed or marked as history only; 'extreme metal' from turn 1 is carried over but user's current turn focuses on hardcore punk influence; may be stale or contradictory
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm looking for extreme metal tracks with raw, abrasive production, guttural vocals, and complex, aggressive drumming, around 90-100 BPM, similar to Homewrecker or earlier Full Of Hell.
Coven of the Larynx -- Full Of Hell
Since you mentioned Full Of Hell, how about we dive into "Coven of the Larynx"? It's got that intense metal vibe that I think you'll really get into.
Yeah, that Full Of Hell track is pretty sick, it's got that raw aggression. Can you find something similar in intensity but with even more driving rhythms, maybe some blast beats, and a stronger hardcore punk influence?
State
Current request: Extreme metal with raw aggression, driving rhythms, blast beats, and a stronger hardcore punk influence, similar to Full Of Hell but not necessarily the same band.
Hard rejected names:
Soft avoid names: Full Of Hell, Homewrecker
Positive terms: yeah, full, hell, pretty, sick, it s, got, raw, aggression, find, something, similar, intensity, but, even, driving, rhythms, some, blast, beats, stronger, hardcore, punk, influence, extreme, metal, not, necessarily, same, band
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "artist",
"facet": null,
"value": "Full Of Hell",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "style_reference",
"reuse": "may_reuse",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "Full Of Hell track is pretty sick"
},
{
"type": "artist",
"facet": null,
"value": "Homewrecker",
"role": "history",
"anchor_use": "do_not_use",
"relation": "style_reference",
"reuse": "may_reuse",
"source_turn": 1,
"mentioned_current_turn": false,
"evidence_text": "similar to Homewrecker"
},
{
"type": "attribute",
"facet": "genre",
"value": "extreme metal",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": false,
"evidence_text": "extreme metal"
},
{
"type": "attribute",
"facet": "sonic",
"value": "raw aggression",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "raw aggression"
},
{
"type": "attribute",
"facet": "sonic",
"value": "driving rhythms",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "driving rhythms"
},
{
"type": "attribute",
"facet": "sonic",
"value": "blast beats",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "blast beats"
},
{
"type": "attribute",
"facet": "genre",
"value": "hardcore punk",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "stronger hardcore punk influence"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"extreme metal",
"raw aggression",
"driving rhythms",
"blast beats",
"hardcore punk"
],
"played_track_ids": [
"fb826d1e-0ba0-4905-af52-7db2bc4408e8"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Bound Sphinx Full Of Hell |
Trumpeting Ecstasy | 28 | 2 | 3.14 | avoid_name:Full Of Hell deathgrind, Metal, vicious, grindcore, Rock |
| 2 | Crawling Back to God Full Of Hell |
Trumpeting Ecstasy | 37 | 3 | 4.18 | avoid_name:Full Of Hell deathgrind, heavy, Metal, vicious, death metal, grindcore |
| 3 | Deluminate Full Of Hell |
Trumpeting Ecstasy | 30 | 1 | 3.15 | avoid_name:Full Of Hell deathgrind, noise, Metal, vicious, grindcore |
| 4 | At the Cauldron's Bottom Full Of Hell |
Trumpeting Ecstasy | 24 | 27 | 3.12 | avoid_name:Full Of Hell deathgrind, heavy, Metal, vicious, epic, death metal |
| 5 | Gehorwilt Full Of Hell |
One Day You Will Ache Like I Ache | 0 | 248 | 3.00 | avoid_name:Full Of Hell Rock, Metal |
| 6 | Branches of Yew Full Of Hell |
Trumpeting Ecstasy | 28 | 8 | 3.14 | avoid_name:Full Of Hell deathgrind, grindcore, Metal |
| 7 | Extreme Aggression Kreator |
Extreme Aggression | 0 | 9 | 3.00 | headbanging, :thrash metal, blackened thrash metal, 1998, love us or hate us - the very best of the noise years 1985-1992, death |
| 8 | Hear Nothing See Nothing Say Nothing Discharge |
Hear Nothing See Nothing Say Nothing | 0 | 32 | 4.00 | punk, Punk, d-beat, foundational listening, hardcore punk, fuckin guitar |
| 9 | A Hell on Earth Discharge |
Hear Nothing See Nothing Say Nothing | 0 | 5 | 5.00 | punk, dis-core, hear nothing see nothing say nothing, Punk, punk as fuk, d-beat |
| 10 | Full Metal Contact Fear Factory |
Digimortal [Special Edition] | 25 | 10 | 4.12 | pawer metal, metal, bonus track, amazing riffs, 7 of 10 stars, osini po prasini |
| 11 | The Flood Xibalba |
Hasta La Muerte | 15 | 285 | 3.08 | punk, Metal, hardcore punk, metal, metalcore, Rock |
| 12 | Sentenced Xibalba |
Hasta La Muerte | 18 | 3.09 | punk, Metal, hardcore punk, holy fucking shit, metal, metalcore |
|
| 13 | Mala Mujer Xibalba |
Hasta La Muerte | 17 | 72 | 3.08 | punk, hardcore, Metal, hardcore punk, metal, metalcore |
| 14 | Thrashard D.R.I. |
Thrash Zone | 45 | 113 | 3.23 | punk, crossover, hardcore, Metal, hardcore punk, thrash metal |
| 15 | Tooth Grinder Animosity |
Animal | 24 | 227 | 2.12 | underneath the gun, hardcore, animosity, metal, good when you grind up the ground with your teeths, Metal |
| 16 | Black Metal Venom |
Black Metal | 0 | 20 | 3.00 | nakoruru, songs with black metal in the title, lol satan, satanic, metal, oldies |
| 17 | Fuel for Hatred Satyricon |
Volcano | 24 | 23 | 7.12 | blackened thrash metal, killer song, progressive metal, satanic, death, norwegian metal |
| 18 | I Will Be Heard Hatebreed |
Perseverance (Explicit Version) | 58 | 377 | 6.29 | punk, hard rock, slow, hardcore, epa station, hardcore punk |
| 19 | Shipwreck Your Memorial |
Redirect | 17 | 160 | 3.08 | Punk, hardcore, Metal, progressive metalcore, metal, metalcore |
| 20 | Homewrecker Converge |
Jane Doe | 38 | 6 | 6.19 | hard core, experimental, Punk, the hardest song i know, technical metal, asskicking endings |
Predicted Response
You're into raw, aggressive extreme metal with hardcore punk energy — and "Bound Sphinx" by Full Of Hell is exactly that. It’s a furious burst of grindcore chaos with relentless blast beats, chaotic riffs, and that same chaotic punk spirit you love.
I'm looking for an album with a really striking, abstract cover art. It had some bold colors and shapes, almost like a modern painting.
Open row audit
Recommendation fit: bad fit
The user is looking for an album with striking, abstract cover art featuring bold colors and shapes, but none of the candidate tracks are recommended based on album cover art; the top recommendation 'Pictureface' is a hip-hop track with no connection to the requested visual description.
The audit did not find a clearly better clean alternative in the inspected list/pool.
Likely cause: no specific pipeline gap was identified.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. No valid submitted track was identified. The user is looking for an album with striking, abstract cover art featuring bold colors and shapes, but none of the candidate tracks are recommended based on album cover art; the top recommendation 'Pictureface' is a hip-hop track with no connection to the requested visual description.
Recommendation Fit
no valid submitted recommendation: No valid submitted track
The user is looking for an album with striking, abstract cover art featuring bold colors and shapes, but none of the candidate tracks are recommended based on album cover art; the top recommendation 'Pictureface' is a hip-hop track with no connection to the requested visual description.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: thin
The response mentions the album cover is 'wild, vibrant' with 'bold shapes and intense colors,' but it does not provide any specific detail about the actual cover art (e.g., abstract, geometric, textured) that the user described, making the justification generic and unsupported by visible metadata.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state correctly captures the user's request for an album with striking abstract cover art and bold colors/shapes, with no missing constraints or stale information.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm looking for an album with a really striking, abstract cover art. It had some bold colors and shapes, almost like a modern painting.
State
Current request: An album with striking, abstract cover art featuring bold colors and shapes.
Hard rejected names:
Soft avoid names:
Positive terms: i m, looking, album, really, striking, abstract, cover, art, had, some, bold, colors, shapes, almost, modern, painting, featuring
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "attribute",
"facet": "visual",
"value": "striking abstract cover art",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "striking, abstract cover art"
},
{
"type": "attribute",
"facet": "visual",
"value": "bold colors and shapes",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "bold colors and shapes"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"striking abstract cover art",
"bold colors and shapes"
],
"played_track_ids": []
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Pictureface Input |
Pictureface | 32 | 20 | 0.16 | lovedbyme1, Hip-Hop/Rap, addictive |
| 2 | The Colorful Stabwound múm |
Smilewound | 35 | 2 | 1.18 | colors for the rainy day, Rock, Alternative, Electronic |
| 3 | Abstract Art Born Of Osiris |
The Eternal Reign | 0 | 1 | 3.00 | br00tal, egyptian breakdown, technical deathcore, gindcore, progressive deathcore, 00s |
| 4 | Firework Dallas String Quartet |
Red | 49 | 62 | 2.25 | cover, Pop |
| 5 | White Ferrari Frank Ocean |
Blonde | 88 | 191 | 1.44 | colours, 2016, rnb, frank ocean, the beatles, art |
| 6 | Laid The Pains Of Being Pure At Heart |
Laid | 44 | 31 | 2.22 | cover, Alternative |
| 7 | Lovefool Scott Bradlee's Postmodern Jukebox |
Swipe Right For Vintage | 55 | 151 | 2.27 | cover, covers, Jazz |
| 8 | Deeper Freddie Gibbs |
Piñata | 55 | 0.28 | Hip-Hop/Rap, kss1984 - great, freddie gibbs and madlib, hip hop, best of 2014, hip-hop |
|
| 9 | Knocking on Heavens Door RAIGN |
Knocking On Heavens Door - EP | 64 | 77 | 1.32 | cover, Pop, soundtrack |
| 10 | HUMBLE. Kendrick Lamar |
DAMN. | 89 | 433 | 0.45 | fip, Hip-Hop/Rap, hip hop, piano, areyouon10yet, rap |
| 11 | 4r Da Squaw Isaiah Rashad |
The Sun's Tirade | 64 | 831 | 1.32 | southern hip hop, relax, Hip-Hop/Rap, hip hop, cloud rap, mellow |
| 12 | Big Fish Vince Staples |
Big Fish Theory | 58 | 381 | 0.29 | g-funk, 4 stars, west coast hip-hop, Hip-Hop/Rap, hip house, juicy j |
| 13 | I Wanna Dance with Somebody Rachel Brown |
The Band | 51 | 69 | 2.25 | cover, Pop |
| 14 | Free Lunch Isaiah Rashad |
The Sun's Tirade | 66 | 1.33 | chill, Hip-Hop/Rap, rap |
|
| 15 | Shitsville Freddie Gibbs |
Piñata | 48 | 471 | 0.24 | Hip-Hop/Rap, best tracks of 2014 |
| 16 | Thuggin’ Madlib |
Piñata | 58 | 560 | 1.29 | Hip-Hop/Rap, hip hop, 2014, best tracks of 2011, indiana, kss1984 - loved |
| 17 | The Weekend SZA |
Ctrl | 78 | 565 | 0.39 | pop, american, sza, neo-soul, cr&b, rnb |
| 18 | Heavenly Father Isaiah Rashad |
Cilvia Demo | 63 | 1.31 | tde, Hip-Hop/Rap, hip hop, 2014, tennessee, new find |
|
| 19 | Colors Kenichiro Nishihara |
Illuminus | 16 | 6 | 1.08 | Hip-Hop/Rap |
| 20 | POWER Kanye West |
My Beautiful Dark Twisted Fantasy | 80 | 3.40 | trashbag filled with vomit, experimental, energetic, soul, workout, gossip girl |
Predicted Response
You're into bold, abstract cover art with striking colors — and this one’s a perfect match. The album *Pictureface* by Input has a wild, vibrant cover that’s all about bold shapes and intense colors, just like you wanted. Plus, the music inside is just as energetic and catchy, with a vibe that’s easy to get hooked on.
Play a Robert Johnson song about going to the crossroad and asking for mercy.
Open row audit
Recommendation fit: strong fit
Candidate 1, 'Cross Road Blues' by Robert Johnson, directly matches the user's request for a Robert Johnson song about going to the crossroad and asking for mercy, as it is his iconic track on that exact theme.
The audit did not find a clearly better clean alternative in the inspected list/pool.
Likely cause: no specific pipeline gap was identified.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): strong fit. Best shown candidate: rank 1. Candidate 1, 'Cross Road Blues' by Robert Johnson, directly matches the user's request for a Robert Johnson song about going to the crossroad and asking for mercy, as it is his iconic track on that exact theme.
Recommendation Fit
accepted submitted rank #1: Cross Road Blues by Robert Johnson
Candidate 1, 'Cross Road Blues' by Robert Johnson, directly matches the user's request for a Robert Johnson song about going to the crossroad and asking for mercy, as it is his iconic track on that exact theme.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · strong fitResponse Quality
response quality: clear
The response directly references the submitted top recommendation 'Cross Road Blues', explains how it matches the user's request for a Robert Johnson song about going to the crossroads and asking for mercy, and uses clear, non-expert language.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state correctly captures the user's request for a Robert Johnson song with the lyrical theme of going to the crossroad and asking for mercy, with no missing or stale information.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
Play a Robert Johnson song about going to the crossroad and asking for mercy.
State
Current request: Find the Robert Johnson song about going to the crossroad and asking for mercy.
Hard rejected names:
Soft avoid names:
Positive terms: play, robert, johnson, about, going, crossroad, asking, mercy, find
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "artist",
"facet": null,
"value": "Robert Johnson",
"role": "current_target",
"anchor_use": "must_use",
"relation": "exact_target",
"reuse": "must_reuse",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "Robert Johnson song"
},
{
"type": "attribute",
"facet": "lyrical_theme",
"value": "going to the crossroad and asking for mercy",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "about going to the crossroad and asking for mercy"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [
"Robert Johnson"
],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"going to the crossroad and asking for mercy"
],
"played_track_ids": []
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Cross Road Blues Robert Johnson |
King Of The Delta Blues Singers | 49 | 1 | 2.25 | blues, Blues, supernatural |
| 2 | Crossroads John Mayer |
The Collection | 50 | 3 | 4.25 | blues, cha cha, acoustic rock, university of georgia, cover, covers |
| 3 | Traveling Riverside Blues Robert Johnson |
Slide That Thing!: The Very Best of American Blues Slide Guitar 1920s - 40s | 36 | 2 | 2.18 | blues, recorded: 1937 jun 20, life-changing, 1930s, folk, fucking awesome |
| 4 | Mercy Mercy Hillsong UNITED |
Zion | 36 | 8 | 2.18 | will play on my wedding, southern hemisphere christian music, Christian |
| 5 | Lead Me to the Cross Hillsong UNITED |
iWorship 24:7 | 64 | 29 | 0.32 | intresting, beautiful, diego, united, jesus, to buy |
| 6 | Knockin' On Heaven's Door - Remastered Bob Dylan |
Dylan | 83 | 442 | 0.41 | musical, folk, political, singer-songwritergdchill, poetry, soul |
| 7 | I Got The Cross The River Jordan Blind Willie McTell |
Atlanta Twelve String | 39 | 14 | 0.20 | blues, tasty guitar licks and riffs, rivers and seas, guitar, male vocalist, Blues |
| 8 | Jesus Make Up My Dying Bed Blind Willie Johnson |
Dark Was The Night (Mojo Workin'- Blues For The Next Generation) | 39 | 7 | 1.20 | blues, cjl original library, blind willie johnson, l01-r02, folk, jesus |
| 9 | Mercy Casting Crowns |
Until The Whole World Hears | 30 | 10 | 1.15 | worship, Christian, pop |
| 10 | Crossroads Tracy Chapman |
Crossroads | 62 | 12 | 2.31 | folk, alternative rock, easy listening, vocalist, soul, travel |
| 11 | I Killed Robert Johnson The Stone Foxes |
Bears & Bulls | 0 | 16 | 2.00 | blues rock |
| 12 | Church, I'm Fully Saved Today Blind Willie Johnson |
Dark Was The Night (Mojo Workin'- Blues For The Next Generation) | 24 | 22 | 1.12 | blues, 1308fh, cooper was here, john peel, blind willie johnson, delta blues |
| 13 | Roadhouse Blues The Doors |
Morrison Hotel | 75 | 335 | 0.38 | blues, 1970, live, hard rock, usa, classics |
| 14 | The Soul of a Man Blind Willie Johnson |
Dark Was The Night (Mojo Workin'- Blues For The Next Generation) | 31 | 5 | 1.16 | blues, cjl original library, blind willie johnson, texas, jesus, loved |
| 15 | Crossroads Dead by April |
Incomparable (Mystery Version) | 34 | 13 | 1.17 | emocore, swedish death metal, death melodical metal, whiney, electronic, swedish metal |
| 16 | Have Mercy on Me The Black Keys |
Chulahoma | 36 | 18 | 1.18 | blues, cjl original library, white-boyz bluez, nitaspicks, cover, covers |
| 17 | Like a Rolling Stone Bob Dylan |
Highway 61 Revisited | 79 | 1.40 | live, the greatest, folk, seventies, bob dylan, b-dylan |
|
| 18 | Lord I Just Can't Keep From Crying Blind Willie Johnson |
Dark Was The Night (Mojo Workin'- Blues For The Next Generation) | 25 | 9 | 3.12 | slide blues, tungt09-, nice elevator music, christian blues primative, bluezzz, lugnt09- |
| 19 | Mercy on Me Christina Aguilera |
Back To Basics | 42 | 4 | 1.21 | bionic, soul, glam, death, christina aguilera, female artists |
| 20 | Asking For It Shinedown |
Threat To Survival | 58 | 17 | 1.29 | 2016, Rock, rock, 10s |
Predicted Response
You’re right — that’s the one. “Cross Road Blues” is the classic Robert Johnson track where he’s at the crossroads, begging for mercy and a little help from the devil. It’s raw, haunting, and exactly the kind of soul-searching blues you’re after.
Excellent! This selection, especially Del's track, truly highlights the lyrical depth and wordplay I wanted to discover. These tracks perfectly align with the characteristics I was searching for. What else do you have for me in the realm of underground hip-hop
Open row audit
Likely wrong
The top recommendation is Miles to the Sun by Hieroglyphics, but it repeats something the user was trying to move away from: 'Hieroglyphics'.
From the submitted list, "Mike, Aaron And Eddie" by Haiku D'Etat looks better because it avoids the top pick's rule violation; fusion stage already ranked it #46; catalog popularity is 31; metadata/tags match: excellent, wordplay, underground, hip hop.
Likely cause: final ordering placed a weaker/invalid item over clean candidates.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. Best shown candidate: rank 20. The user explicitly praised Del's track and asked for something beyond Hieroglyphics and Del, but the top recommendation is another Hieroglyphics track, violating the soft avoid. Candidate 20 (Mindstate by Cunninlynguists) is a better fit: it is underground hip-hop with a strong lyrical focus and introspective/philosophical edge, and it avoids the previously mentioned artists.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #20: Mindstate [Deluxe Edition] by Cunninlynguists
The user explicitly praised Del's track and asked for something beyond Hieroglyphics and Del, but the top recommendation is another Hieroglyphics track, violating the soft avoid. Candidate 20 (Mindstate by Cunninlynguists) is a better fit: it is underground hip-hop with a strong lyrical focus and introspective/philosophical edge, and it avoids the previously mentioned artists.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response clearly grounds itself in the submitted track 'Miles to the Sun' by Hieroglyphics, justifies its fit by highlighting introspective and philosophical lyrical depth matching the user's latest request, and stays coherent with the conversation history without any contradictions or unsupported claims.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state accurately captures the user's current request for underground hip-hop with strong lyrical focus and a new introspective/philosophical edge, correctly marks prior artists as satisfied and not to reuse, and includes no contradictory or stale information.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm looking for underground hip-hop tracks with intricate storytelling about navigating urban life or societal observations, focusing on lyrical skill.
One Life One Love -- Hieroglyphics
You should definitely check out "One Life One Love" also from '3rd Eye Vision.' It's got that same authentic underground feel and lyrical depth you appreciate.
This is a dope track and definitely hits the lyrical depth I'm looking for, staying true to the underground sound. Can you recommend something with even more intricate storytelling or vivid narrative arcs about specific urban experiences or character observations?
7 Sixes -- Hieroglyphics
Dope! Since you're still feeling that Hiero sound, I'm gonna hit you with "7 Sixes." It's another strong one that keeps that raw, lyrical underground vibe going strong.
7 Sixes" is solid, keeping that raw lyrical vibe. However, I'm really trying to dig deeper into tracks that present more explicit narrative arcs or vivid character development within their lyrics, rather than just strong observations. Can you suggest a track that really shines in its ability to tell a compelling story, perhaps with a clear progression or detailed depiction of a specific scenario?
Pet Peeves -- Del The Funky Homosapien
Awesome, glad to hear that! Sticking with that Hiero family vibe, you gotta check out "Pet Peeves" by Del The Funky Homosapien. It's got that clever lyricism and unique flow you're into.
Excellent! This selection, especially Del's track, truly highlights the lyrical depth and wordplay I wanted to discover. These tracks perfectly align with the characteristics I was searching for. What else do you have for me in the realm of underground hip-hop with strong lyrical focus, perhaps something with a more introspective or philosophical edge now?
State
Current request: Underground hip-hop with strong lyrical focus, now with a more introspective or philosophical edge.
Hard rejected names:
Soft avoid names: Hieroglyphics, Del The Funky Homosapien
Positive terms: excellent, selection, especially, del s, truly, highlights, lyrical, depth, wordplay, wanted, discover, these, perfectly, align, characteristics, was, searching, what, else, realm, underground, hip hop, strong, focus, perhaps, something, introspective, philosophical, edge, now
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "artist",
"facet": null,
"value": "Hieroglyphics",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 4,
"mentioned_current_turn": false,
"evidence_text": "These tracks perfectly align"
},
{
"type": "artist",
"facet": null,
"value": "Del The Funky Homosapien",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 4,
"mentioned_current_turn": true,
"evidence_text": "Del's track"
},
{
"type": "attribute",
"facet": "genre",
"value": "underground hip-hop",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 4,
"mentioned_current_turn": true,
"evidence_text": "underground hip-hop"
},
{
"type": "attribute",
"facet": "lyrical_theme",
"value": "strong lyrical focus",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 4,
"mentioned_current_turn": true,
"evidence_text": "strong lyrical focus"
},
{
"type": "attribute",
"facet": "mood",
"value": "introspective",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 4,
"mentioned_current_turn": true,
"evidence_text": "introspective"
},
{
"type": "attribute",
"facet": "mood",
"value": "philosophical",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 4,
"mentioned_current_turn": true,
"evidence_text": "philosophical edge"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"underground hip-hop",
"strong lyrical focus",
"introspective",
"philosophical"
],
"played_track_ids": [
"58122c73-c29d-44fd-acb0-627ca52f0e68",
"b5c1e9fc-0012-469c-a6d8-20536dc7da7d",
"887a2c82-4c55-4664-9fef-d18e53c80a92"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Miles to the Sun Hieroglyphics |
3rd Eye Vision | 25 | 3.12 | avoid_name:Hieroglyphics makes me happy, smooth hiphop, underground hip-hop, 1998, chill hiphop, favouritehip-hop |
|
| 2 | Let It Roll Hieroglyphics |
Full Circle | 31 | 716 | 4.16 | avoid_name:Hieroglyphics strictly for the undergound, 2003, underground hip-hop, favorite, fucking awesome, kos |
| 3 | Powers That Be Hieroglyphics |
Full Circle | 32 | 801 | 2.16 | avoid_name:Hieroglyphics strictly for the undergound, 2003, live, underground hip-hop, neo-soul, west coast rap |
| 4 | The Who Hieroglyphics |
3rd Eye Vision | 32 | 379 | 2.16 | avoid_name:Hieroglyphics strictly for the undergound, ilz-hphp, 1998, swinging, del the funky homosapien, songs with the same names as other artists |
| 5 | Signature Slogans Del The Funky Homosapien |
Both Sides Of The Brain | 18 | 897 | 3.09 | avoid_name:Del The Funky Homosapien stream, underground hip-hop, Hip-Hop/Rap, west coast rap, del tha funky homosapien, hip hop |
| 6 | Disastrous Del The Funky Homosapien |
Both Sides Of The Brain | 20 | 406 | 3.10 | avoid_name:Del The Funky Homosapien strictly for the undergound, underground hip-hop, gerby, american, true hip hop, 2000 |
| 7 | Skull & Crossbones Del The Funky Homosapien |
Both Sides Of The Brain | 22 | 711 | 3.11 | avoid_name:Del The Funky Homosapien dark, heavy, underground hip-hop, earthborn, explicit, moody |
| 8 | C.R.E.A.M. (Cash Rules Everything Around Me) (feat. Method Man, Raekwon, Inspectah Deck & Buddha Monk) Wu-Tang Clan |
Enter The Wu-Tang Clan - 36 Chambers (Deluxe Version) | 76 | 115 | 2.38 | critically acclaimed song, great rap, underground hip-hop, east coast, hip-hop classics, east coast rap |
| 9 | "Mike, Aaron And Eddie" Haiku D'Etat |
Coup De Theatre | 31 | 46 | 4.16 | underground hip-hop, intelligent, new, fuckin good underground rap, sweet wordplay, beats for days |
| 10 | Seasons (f. Masta Ace) [Deluxe Edition] Cunninlynguists |
Southernunderground [Deluxe Edition] | 45 | 17 | 2.23 | strictly for the undergound, mechrischto, underground hip-hop, secre, gloomy, cunninlymguists |
| 11 | 93 'Til Infinity Souls Of Mischief |
93 'til Infinity | 72 | 106 | 2.36 | pop, funk, Hip-Hop/Rap, west coast rap, epic, downtempo |
| 12 | Frontlines (feat. Immortal Technique) Diabolic |
Liar and a Thief | 42 | 47 | 2.21 | Hip-Hop/Rap, underground hip-hop, hip-hop |
| 13 | Oldie Odd Future |
The OF Tape Vol. 2 | 63 | 102 | 2.31 | old school, underground hip-hop, Hip-Hop/Rap, awesome, dope, rap |
| 14 | Word...Life O.C. |
Word...Life (Deluxe Edition) | 30 | 82 | 3.15 | strictly for the undergound, ditc, underground hip-hop, east coast, lyrical content, various |
| 15 | The Boiling Point Outerspace |
Blood Brothers | 11 | 66 | 2.06 | underground hip-hop, Hip-Hop/Rap, underground rap, hip-hop, hiphop, rap |
| 16 | I Know Rhyme Asylum |
Solitary Confinement | 15 | 179 | 3.08 | boom bap, underground hip-hop, Hip-Hop/Rap, Alternative |
| 17 | MVP Big L |
Lifestylez Ov Da Poor & Dangerous | 60 | 189 | 2.30 | phat, ditc, mechrischto, east coast, stuff, big |
| 18 | Children Sing PaceWon & Mr. Green |
The Only Color That Matters Is Green | 35 | 150 | 2.17 | underground hip-hop, East Coast Rap, kkkjkjjkj, pacewon and mr green, raw poetix, boom-bap |
| 19 | Super Lyrical Black Thought |
Capital Punishment (Explicit Version) | 44 | 165 | 2.22 | hip hop, Hip-Hop/Rap, rap |
| 20 | Mindstate [Deluxe Edition] Cunninlynguists |
Will Rap for Food [Deluxe Edition] | 0 | 5 | 5.00 | strictly for the undergound, underground hip-hop, great beat, knowledge, pachecos, haunting |
Predicted Response
You're in the right headspace — "Miles to the Sun" by Hieroglyphics is a classic deep cut that matches your mood perfectly. It’s got that smooth, thoughtful boom bap flow with lyrics that drift between reflection and quiet wisdom, like a late-night conversation with yourself. Exactly the kind of introspective, lyrical depth you’re after.
I'm in the mood for some music that has a really distinct sonic quality, something that stands out in its production or instrumentation.
Open row audit
Recommendation fit: strong fit
Qi by Phildel features stunning instrumentals and piano, which align well with the request for distinct sonic quality and standout production.
The audit did not find a clearly better clean alternative in the inspected list/pool.
Likely cause: no specific pipeline gap was identified.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): strong fit. Best shown candidate: rank 1. Qi by Phildel features stunning instrumentals and piano, which align well with the request for distinct sonic quality and standout production.
Recommendation Fit
accepted submitted rank #1: Qi by Phildel
Qi by Phildel features stunning instrumentals and piano, which align well with the request for distinct sonic quality and standout production.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · strong fitResponse Quality
response quality: clear
The response directly references the submitted track 'Qi' by Phildel, highlights its distinct piano and cinematic qualities that match the user's request for distinct sonic quality, and stays coherent with the conversation without any contradictions or unsupported claims.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state accurately captures the user's request for music with distinct sonic quality, production, and instrumentation, with no missing constraints or stale entities.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm in the mood for some music that has a really distinct sonic quality, something that stands out in its production or instrumentation.
State
Current request: Music with a distinct sonic quality that stands out in production or instrumentation.
Hard rejected names:
Soft avoid names:
Positive terms: i m, mood, some, has, really, distinct, sonic, quality, something, stands, out, its, production, instrumentation
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "attribute",
"facet": "sonic",
"value": "distinct sonic quality",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "distinct sonic quality"
},
{
"type": "attribute",
"facet": "sonic",
"value": "stands out in production",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "stands out in its production"
},
{
"type": "attribute",
"facet": "instrument",
"value": "stands out in instrumentation",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "instrumentation"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"distinct sonic quality",
"stands out in production",
"stands out in instrumentation"
],
"played_track_ids": []
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Qi Phildel |
Qi | 55 | 20 | 0.28 | stunning instrumentals, piano, Soundtracks |
| 2 | Sonic Empire - Short Mix Members Of Mayday |
Sonic Empire | 2 | 2 | 1.01 | guter techno, electronic, mc in a trance, Electronic, Dance, stuff i listened to when i was a teen |
| 3 | June Tigers Jaw |
spin | 49 | 21 | 0.24 | good, Others |
| 4 | London Paris Cardiff Dominic Miller |
Fourth Wall | 17 | 14 | 0.09 | Instrumental, Jazz, Rock |
| 5 | Om Niklas Strömstedt |
Om | 72 | 39 | 1.36 | pop, svensk kvalitet, svensk musik, swedish, so 90s, Pop |
| 6 | Care Sonder |
Into | 74 | 30 | 0.37 | R&B/Soul, Soundtracks |
| 7 | Leraine Kettel |
Tryshasla | 35 | 35 | 1.18 | Instrumental, Electronic |
| 8 | Feel Sonder |
Into | 69 | 23 | 0.34 | R&B/Soul |
| 9 | produk 29 [101] Aphex Twin |
Syro | 0 | 17 | 0.00 | experimental, apex twin, downtempo, 2014, in da club, rel-mnth:2014:august |
| 10 | aisatsana [102] Aphex Twin |
Syro | 0 | 155 | 0.00 | dark, minecraft, creepy, ambient, Electronic, tree |
| 11 | Travelling James Spiteri |
A New Beginning | 56 | 98 | 0.28 | Instrumental, Alternative |
| 12 | minipops 67 [120.2][source field mix] Aphex Twin |
minipops 67 [120.2][source field mix] | 0 | 105 | 1.00 | beautiful, apex twin, other-worldly, piano, vocoder, 7 of 10 stars |
| 13 | Idfc blackbear |
Deadroses | 78 | 25 | 1.39 | chill, american, ambient, 2014 single, ambient pop, r&b |
| 14 | Simple Siriusmo |
Diskoding | 14 | 3 | 0.07 | Dance, electronic, Electronic, electro, siriusmo, House |
| 15 | #17 Aphex Twin |
Selected Ambient Works Volume II | 0 | 128 | 1.00 | bw stripes, beautiful, experimental, ambient, mars, niko bellic |
| 16 | Friction Tauk |
Collisions | 38 | 71 | 0.19 | Instrumental, Rock |
| 17 | 4 Aphex Twin |
Richard D. James Album | 0 | 107 | 0.00 | experimental, ambient, hankie, Electronic, warp, tragic |
| 18 | #19 Aphex Twin |
Selected Ambient Works Volume II | 0 | 162 | 1.00 | corrugated tubing, hexagon, goodbye, chill, analog-synthesizer, ambient |
| 19 | On Aphex Twin |
On | 0 | 142 | 2.00 | experimental, ambient-electronic, classics, loved, trance, dmi reminds |
| 20 | Sunrise - Slow Hands Remix Kasper Bjørke |
Sunrise | 0 | 36 | 0.00 | Pop, Dance, Electronic |
Predicted Response
You’re into music that really stands out in sound and style—this one’s a perfect match. "Qi" by Phildel is all about breathtaking piano arrangements and a cinematic, otherworldly feel that wraps around you like a story. It’s not just music, it’s an experience.
YES! Eyehategod! That's the band I was thinking of. And 'Dopesick' is definitely the album! The album cover with the eye operation is exactly what I remembered. That album defines a whole era of sludge.
Open row audit
Recommendation fit: strong fit
The user confirmed Eyehategod and the album Dopesick, and candidate 1 is a track from that album, directly fulfilling the request.
The audit did not find a clearly better clean alternative in the inspected list/pool.
Likely cause: no specific pipeline gap was identified.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): strong fit. Best shown candidate: rank 1. The user confirmed Eyehategod and the album Dopesick, and candidate 1 is a track from that album, directly fulfilling the request.
Recommendation Fit
accepted submitted rank #1: My Name Is God (I Hate You) by Eyehategod
The user confirmed Eyehategod and the album Dopesick, and candidate 1 is a track from that album, directly fulfilling the request.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · strong fitResponse Quality
response quality: clear
The response clearly references the user's confirmed interest in Eyehategod and Dopesick, explains why the recommended track fits, and uses appropriate language without contradictions or unsupported claims.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state correctly captures the user's confirmation of Eyehategod and Dopesick as the exact target, marks prior genre and visual clues as satisfied/do_not_use, and includes no stale or contradictory information.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm trying to remember a really heavy, aggressive band from the 90s. They had a distinct sludgy metal sound.
Dogs Holy Life -- Eyehategod
How about another banger from Eyehategod? Check out "Dogs Holy Life" – it's got that same raw energy you love.
YES! Eyehategod! That's definitely the kind of sound I was trying to find. Was there an album of theirs with a really disturbing album cover, like a medical operation on an eye? I think the album title might have been a single word, something about being sick.
Masters of Legalized Confusion -- Eyehategod
Nice! Glad to hear "Dogs Holy Life" hit the spot. Let's keep the Eyehategod train rolling with "Masters of Legalized Confusion." It's another killer track from 'Dopesick' that really nails that raw sludge sound you're after.
YES! Eyehategod! That's the band I was thinking of. And 'Dopesick' is definitely the album! The album cover with the eye operation is exactly what I remembered. That album defines a whole era of sludge.
State
Current request: Play tracks from Eyehategod's album Dopesick, which the user identified as the album with the disturbing eye-operation cover.
Hard rejected names:
Soft avoid names: sludgy metal, disturbing eye operation cover
Positive terms: yes, eyehategod, that s, band, was, thinking, dopesick, definitely, album, cover, eye, operation, exactly, what, remembered, defines, whole, era, sludge, play, eyehategod s, which, user, identified, disturbing, eye operation
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "artist",
"facet": null,
"value": "Eyehategod",
"role": "current_target",
"anchor_use": "must_use",
"relation": "exact_target",
"reuse": "must_reuse",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "Eyehategod! That's the band"
},
{
"type": "album",
"facet": null,
"value": "Dopesick",
"role": "current_target",
"anchor_use": "must_use",
"relation": "exact_target",
"reuse": "must_reuse",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "Dopesick is definitely the album"
},
{
"type": "attribute",
"facet": "genre",
"value": "sludgy metal",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 1,
"mentioned_current_turn": false,
"evidence_text": "sludgy metal sound"
},
{
"type": "attribute",
"facet": "visual",
"value": "disturbing eye operation cover",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "album cover with the eye operation"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [
"Eyehategod"
],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [],
"played_track_ids": [
"66fa11d7-9e21-456f-b959-9c4351b5000a",
"1395fac2-9498-4ae4-95ab-b5b5cdf5fe10"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | My Name Is God (I Hate You) Eyehategod |
Dopesick (re-issue + Bonus Tracks) | 25 | 1 | 5.12 | punk, heavy, hardcore, 1990s, sludgecore, 1996 |
| 2 | Zero Nowhere Eyehategod |
Dopesick (re-issue + Bonus Tracks) | 22 | 8 | 4.11 | punk, hardcore, 1990s, sludgecore, 1996, hardcore punk |
| 3 | Thunderstruck AC/DC |
The Complete Collection | 88 | 12 | 1.44 | hard rock, heavy, energetic, classics, loved, alternative rock |
| 4 | Torn Natalie Imbruglia |
Left Of The Middle | 82 | 52 | 1.41 | relaxing, guilty pleasures, beautiful, 1990s, female, cover |
| 5 | Break Stuff Limp Bizkit |
Significant Other | 85 | 18 | 0.42 | headbanging, radioultra, an aggressive male vocalist, energetic, dirty electric guitar riffs, hard |
| 6 | Basket Case Green Day |
Dookie (U.S. Version) | 84 | 28 | 0.42 | punk, pop punk, hard rock, Punk, 1990s, favorite |
| 7 | Generator Bad Religion |
Generator | 53 | 149 | 2.27 | Punk, oink100, energetic, loved, hardcore punk, political |
| 8 | Stickin In My Eye NOFX |
White Trash ...... | 53 | 7 | 1.26 | Punk, Alternative, Rock, hardcore |
| 9 | Iris The Goo Goo Dolls |
Dizzy Up The Girl | 92 | 11 | 0.46 | rock ballad, loved, 1998, alternative rock, easy listening, best songs ever |
| 10 | Hungry Eyes Eric Carmen |
The Definitive Collection | 80 | 3 | 2.40 | musical, rock ballad, hungry eyes - eric carmen, a vocal-centric aesthetic, easy listening, oldies |
| 11 | Kiss Me Sixpence None The Richer |
Sixpence None the Richer | 86 | 14 | 0.43 | folk, loved, alternative rock, easy listening, english, 1999 |
| 12 | Killing In The Name Rage Against The Machine |
Rage Against The Machine (Alben für die Ewigkeit) | 83 | 37 | 1.42 | energetic, good rock, political, alternative rock, funk metal, radio x |
| 13 | Eye The Smashing Pumpkins |
Rotten Apples, The Smashing Pumpkins Greatest Hits | 52 | 38 | 1.26 | candy flavor, experimental, not grunge, loved, alternative rock, energy |
| 14 | The Beautiful People Marilyn Manson |
Antichrist Superstar (Ecopac Explicit) | 75 | 343 | 1.38 | cjl original library, metal top, hard rock, an aggressive male vocalist, dirty electric guitar riffs, marilyn manson |
| 15 | Eyes Without a Face Marsheaux |
E-Bay Queen Is Dead | 45 | 497 | 3.23 | cover, covers, och wow lovely, 21st century, sally shapiro, downtempo |
| 16 | Gary Gilmore's Eyes The Adverts |
Crossing The Red Sea | 0 | 97 | 3.00 | javajustice, Punk, an aggressive male vocalist, similar to: wipers, olspur punk radio, lipstick traces |
| 17 | Slide The Goo Goo Dolls |
Dizzy Up The Girl | 76 | 285 | 1.38 | 1998, modern rock, alternative rock, easy listening, oldies, abortion |
| 18 | The Man Who Sold The World Nirvana |
MTV Unplugged In New York | 79 | 114 | 1.40 | live, rock, cover, maz35rated4, cover song, unplugged |
| 19 | Fade Into You Mazzy Star |
So Tonight That I Might See | 86 | 15 | 0.43 | folk, pretty, alternative rock, easy listening, nostalgia, favorites |
| 20 | American Jesus Bad Religion |
Recipe For Hate | 62 | 0.31 | punk, pop punk, live, hard rock, hardcore, 1990s |
Predicted Response
You’re into Eyehategod’s *Dopesick*—that intense, gritty album with the creepy eye-op cover—and this one’s a perfect pick: "My Name Is God (I Hate You)" from the reissue. It’s raw, heavy, and straight from the 90s sludgecore chaos you’re into, with that same dark, relentless energy.
Can you put on 'License to Drive' by Work Drugs?
Open row audit
Recommendation fit: strong fit
The user explicitly requested 'License to Drive' by Work Drugs, and candidate rank 1 is exactly that song, so it perfectly satisfies the request.
The audit did not find a clearly better clean alternative in the inspected list/pool.
Likely cause: no specific pipeline gap was identified.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): strong fit. Best shown candidate: rank 1. The user explicitly requested 'License to Drive' by Work Drugs, and candidate rank 1 is exactly that song, so it perfectly satisfies the request.
Recommendation Fit
accepted submitted rank #1: License to Drive by Work Drugs
The user explicitly requested 'License to Drive' by Work Drugs, and candidate rank 1 is exactly that song, so it perfectly satisfies the request.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · strong fitResponse Quality
response quality: misleading
The response simply repeats the same song the user just asked to play, failing to provide any meaningful justification or personalization for the recommendation.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state correctly captures the user's request for the exact track 'License to Drive' by Work Drugs, with no missing or stale constraints.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
Can you put on 'License to Drive' by Work Drugs?
State
Current request: Play 'License to Drive' by Work Drugs.
Hard rejected names:
Soft avoid names:
Positive terms: put, license, drive, work, drugs, play
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "track",
"facet": null,
"value": "License to Drive",
"role": "current_target",
"anchor_use": "must_use",
"relation": "exact_target",
"reuse": "must_reuse",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "License to Drive"
},
{
"type": "artist",
"facet": null,
"value": "Work Drugs",
"role": "current_target",
"anchor_use": "must_use",
"relation": "exact_target",
"reuse": "must_reuse",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "by Work Drugs"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [
"Work Drugs"
],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [],
"played_track_ids": []
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | License to Drive Work Drugs |
Absolute Bearing | 36 | 1 | 4.18 | electronic, rock, woooww bitch, indie pop, amazing radio, summer 2012 |
| 2 | Drive Vanessa Hudgens |
V | 29 | 5 | 1.15 | vanessa hudgens v album, occhi a cuoricino, easy listening, vvvvvvvvvvvvvvv, femmina, ingles |
| 3 | Drive Oh Wonder |
Oh Wonder | 56 | 3 | 2.28 | favorite, soft electronic, 2015, british, awesome, 2015 single |
| 4 | Drive in Drive Out Dave Matthews Band |
Crash | 40 | 4 | 2.20 | carefree, alternative rock, rockpop, freewheeling, concert, adult alternative pop-rock |
| 5 | Drive The Cars |
Love In The 80's | 69 | 14 | 1.34 | relaxing, Latin Pop, beautiful, slow, rock ballad, the cars - drive |
| 6 | Drive Halsey |
BADLANDS | 54 | 11 | 1.27 | pop, american, 2015, Alternative Rock, this is so good, halsey |
| 7 | Night Drive Ari Lennox |
PHO | 53 | 15 | 1.26 | rnb, R&B/Soul |
| 8 | Drive Kids In Glass Houses |
Peace | 25 | 8 | 1.12 | punk, pop punk, rock, emo, alternative rock, fave |
| 9 | Absolute Bearing Work Drugs |
Absolute Bearing | 22 | 22 | 2.11 | Pop, Rock |
| 10 | Driving Sibylle Baier |
Colour Green | 31 | 7 | 0.15 | bedtime music, relaxing, beautiful, vocal, folk, rainy music |
| 11 | Drive Mall Grab |
Elegy | 0 | 16 | 1.00 | Electronic, 4 stars, techno |
| 12 | Method Acting Work Drugs |
Method Acting | 20 | 25 | 2.10 | Pop |
| 13 | License to Kill Ian Taylor |
Infidels | 44 | 42 | 1.22 | folk, genre: folk rock, freedom, 80s, bob dylan, rock |
| 14 | Drive Miley Cyrus |
Bangerz (Deluxe Version) | 53 | 6 | 2.27 | awsome song, heartbreaking lyrics, fav888, favorite, urban pop, hit |
| 15 | Drive It Like You Stole It The Glitch Mob |
Drink The Sea | 45 | 13 | 2.23 | experimental, poptron, metro electronica, best songs ever, jukeboxcheddar, 2010 |
| 16 | Work It Out Tiggs Da Author |
Work It Out | 38 | 37 | 1.19 | R&B/Soul |
| 17 | Drive-Thru Tenacious D |
Tenacious D | 33 | 21 | 1.17 | american, hard rock, rock, funny, comedy, humour |
| 18 | Night Drive Gotye |
Like Drawing Blood | 24 | 2 | 1.12 | relaxing, gotye - night drive, beautiful, night time, experimental, randome |
| 19 | The Drive-By Ice Cube |
AmeriKKKa's Most Wanted | 28 | 12 | 1.14 | Hip-Hop/Rap, west coast rap, hip hop, ice cube, rap |
| 20 | Far Drive The Front Bottoms |
Going Grey | 34 | 24 | 1.17 | Others |
Predicted Response
You just played "License to Drive" — that synth-drenched, carefree energy is pure summer vibes. If you're into that mix of fuzzy electronic beats and indie pop swagger, you’ll definitely vibe with the next track: “License to Drive” by Work Drugs, straight from their album *Absolute Bearing*. It’s that same nostalgic, sun-soaked groove that feels like cruising down a coastal road with the windows down.
Wondercash" is really good too! I'm getting a good feel for the "Comment c'est loin" soundtrack. How about some other popular French Hip-Hop tracks that have a buzz right now, maybe by other artists but still in that popular, trending style?
Open row audit
Likely wrong
The top recommendation is Pas n’importe quel toon by Casseurs Flowters, but it repeats something the user was trying to move away from: 'Casseurs Flowters'; it repeats something the user was trying to move away from: 'Comment c'est loin'; the user asked to branch out, but it repeats prior artist 'Casseurs Flowters'.
From the submitted list, Solaar pleure by Mc Solaar looks better because it avoids the top pick's rule violation; fusion stage already ranked it #5; catalog popularity is 56; metadata/tags match: i m, feel, hip hop.
Likely cause: state extraction/structuring missed the user constraint.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. Best shown candidate: rank 12. The top recommendation is by Casseurs Flowters from the same soundtrack the user wants to move away from, violating the request for other artists. Candidate 12 (Onizuka by PNL) is a popular French Hip-Hop track by a different artist that fits the trending style.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #12: Onizuka by PNL
The top recommendation is by Casseurs Flowters from the same soundtrack the user wants to move away from, violating the request for other artists. Candidate 12 (Onizuka by PNL) is a popular French Hip-Hop track by a different artist that fits the trending style.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: misleading
The response contradicts the submitted top recommendation by saying it should be avoided, and it violates the user's request for other artists by recommending the same artist Casseurs Flowters.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state correctly identifies the genre and popularity constraints but fails to explicitly mark the request for new artists beyond the two mentioned, and the routing tags are empty, which risks retrieving stale or irrelevant tracks.
missing: The user explicitly asks for 'other artists' besides Casseurs Flowters and Orelsan, but the state does not capture that the request is for new artists, not just avoiding those two.; The user wants 'popular French Hip-Hop tracks that have a buzz right now' but the state's 'popular' and 'buzz right now' facets are redundant and not clearly distinguished as separate constraints.; The state does not capture the user's satisfaction with the 'Comment c'est loin' soundtrack as a completed prior interest, not a current target.
extra/stale: The 'intent_mode' is 'pivot' but the user is continuing the same genre and popularity theme, not pivoting away.; The 'request_type' is 'new_artist' which is correct, but the 'retrieval_profile' of 'novelty' is vague and could misdirect retrieval away from popular/trending tracks.; The 'routing_tags' are empty, missing a tag for 'French Hip-Hop' or 'popular' that would help route to the right retrieval source.
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
What are some popular songs that I might be missing out on right now?
C’est toujours 2 connards dans un abribus -- Casseurs Flowters
You should check out "C’est toujours 2 connards dans un abribus." It's got that signature style you're into.
Yeah, that's a cool track! I'm curious about the album "Comment c'est loin." Are there other popular tracks from that movie soundtrack or by artists like Orelsan or Casseurs Flowters?
Wondercash -- Casseurs Flowters
Awesome, glad to hear you're feeling the vibe! How about "Wondercash" next? It's another solid track from Casseurs Flowters that I think you'll definitely appreciate.
Wondercash" is really good too! I'm getting a good feel for the "Comment c'est loin" soundtrack. How about some other popular French Hip-Hop tracks that have a buzz right now, maybe by other artists but still in that popular, trending style?
State
Current request: Other popular French Hip-Hop tracks with a current buzz, by artists other than Orelsan/Casseurs Flowters, still in a popular trending style.
Hard rejected names:
Soft avoid names: Casseurs Flowters, Orelsan, Comment c'est loin
Positive terms: wondercash, really, good, too, i m, getting, feel, comment, c est, loin, soundtrack, how, about, some, other, popular, french, hip hop, buzz, right, now, artists, but, still, trending, style, current, than, orelsan, casseurs, flowters
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "artist",
"facet": null,
"value": "Casseurs Flowters",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 3,
"mentioned_current_turn": false,
"evidence_text": "by other artists"
},
{
"type": "artist",
"facet": null,
"value": "Orelsan",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 2,
"mentioned_current_turn": false,
"evidence_text": "by other artists"
},
{
"type": "album",
"facet": null,
"value": "Comment c'est loin",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "good feel for the soundtrack"
},
{
"type": "attribute",
"facet": "genre",
"value": "French Hip-Hop",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "French Hip-Hop"
},
{
"type": "attribute",
"facet": "popularity",
"value": "popular",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "popular"
},
{
"type": "attribute",
"facet": "popularity",
"value": "buzz right now",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "buzz right now"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"French Hip-Hop",
"popular",
"buzz right now"
],
"played_track_ids": [
"63627c3c-3063-4242-9c48-b3a5867fe0ff",
"b9b3f53c-200c-4d3f-9712-d019112aa96e"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Pas n’importe quel toon Casseurs Flowters |
Comment c'est loin | 47 | 37 | 7.24 | avoid_name:Casseurs Flowters, avoid_name:Comment c'est loin, prior_artist_after_switch:Casseurs Flowters Hip-Hop/Rap |
| 2 | Solaar pleure Mc Solaar |
Cinquième as | 56 | 5 | 6.28 | beautiful, underground hip-hop, frog hiphop, lyrical content, feeling sad, lyrical hip-hop |
| 3 | Petit frère IAM |
L'école du micro d'argent | 61 | 6 | 2.31 | fip, underground hip-hop, french rap, Hip-Hop/Rap, french hip-hop, hip-hop |
| 4 | Plus rien ne m'étonne Orelsan |
Plus rien ne m'étonne - single | 11 | 4 | 2.06 | avoid_name:Orelsan Hip-Hop/Rap |
| 5 | La petite marchande de porte-clefs Orelsan |
Le chant des sirènes | 11 | 2 | 3.06 | avoid_name:Orelsan dark, experimental, political, 2011, ethereal, experimental pop |
| 6 | Pause IAMDDB |
Vibe, Volume 2. | 45 | 14 | 2.23 | test, hip-hop, french, francais, R&B/Soul |
| 7 | Dieu m'a donné la foi Ophélie Winter |
Soon | 52 | 17 | 3.26 | Dance, urban pop, n-a, 00s, 90s, ophelie winter |
| 8 | Finir mal Orelsan |
Le chant des sirènes | 10 | 3 | 3.05 | avoid_name:Orelsan electronic, Hip-Hop/Rap, afsg, great lyricists, political, alternative hip-hop |
| 9 | Double vie Orelsan |
Double Vie - Single | 7 | 1 | 3.04 | avoid_name:Orelsan electronic, Hip-Hop/Rap, great lyricists, french hip hop, alternative hip-hop, 2011 |
| 10 | La morale Orelsan |
Le chant des sirènes | 9 | 8 | 3.04 | avoid_name:Orelsan great lyrics, folk-hop, electronic, Hip-Hop/Rap, folk, great lyricists |
| 11 | Soirée Ratée Orelsan |
Perdu D'Avance | 0 | 7 | 2.00 | avoid_name:Orelsan Hip-Hop/Rap |
| 12 | Onizuka PNL |
Dans la légende | 70 | 29 | 1.35 | Hip-Hop/Rap |
| 13 | Black Beatles Rae Sremmurd |
SremmLife 2 | 78 | 996 | 2.39 | mannequin challenge, rae sremmurd, colours, Hip-Hop/Rap, hip hop, trap |
| 14 | Abonné PNL |
Le monde Chico | 51 | 20 | 1.25 | Hip-Hop/Rap |
| 15 | Perdu D'avance Orelsan |
Perdu D'Avance | 0 | 11 | 2.00 | avoid_name:Orelsan Hip-Hop/Rap |
| 16 | Je Veux Zaz |
Zaz | 73 | 255 | 4.37 | energetic, pretty, easy listening, vocalist, soul, spring |
| 17 | Hit 'Em Up Style (Oops!) Foxy Brown |
Urban Music | 74 | 32 | 2.37 | break up songs, bitter, r and b, american, poignant, female vocalist |
| 18 | Work REMIX (feat. A$AP Rocky, French Montana, Trinidad James & ScHoolboy Q) Trinidad James |
Trap Lord | 67 | 183 | 2.33 | Hip-Hop/Rap, trill wave, 2013 single, remix, hip-hop, purchased release |
| 19 | Logo Dans Le Ciel Orelsan |
Perdu D'Avance | 0 | 24 | 2.00 | avoid_name:Orelsan Hip-Hop/Rap |
| 20 | Oh La La Brigitte |
Et vous, tu m'aimes ? | 35 | 73 | 1.18 | nouvelle scene francaise, fip, chanson, new discovery, female vocalists, Pop |
Predicted Response
Sorry, but that track is by Casseurs Flowters, who you specifically asked to avoid. Let me find you something else with that same buzz and French hip-hop flavor — but from a different artist.
Yes, this track really hits the mark. 'Let Us Down Easy' perfectly captures that introspective yet warm vibe I was hoping for, with the strong acoustic elements and reflective mood. This collection is excellent for a thoughtful evening. Can you suggest some mo
Open row audit
Recommendation fit: bad fit
The user explicitly asked for tracks from other artists beyond Ryan Adams & The Cardinals, but the submitted top recommendation is by Ryan Bingham, which is a different artist but still not the best fit; candidate 5 (Sad Eyes by Josh Rouse) is a much better match for the requested introspective, acoustic-driven singer-songwriter/alt-country style.
From the submitted list, Revelator by Gillian Welch looks better because fusion stage already ranked it #220; catalog popularity is 40; metadata/tags match: easy, lyrics, quiet.
Likely cause: state extraction/structuring missed the user constraint.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. Best shown candidate: rank 5. The user explicitly asked for tracks from other artists beyond Ryan Adams & The Cardinals, but the submitted top recommendation is by Ryan Bingham, which is a different artist but still not the best fit; candidate 5 (Sad Eyes by Josh Rouse) is a much better match for the requested introspective, acoustic-driven singer-songwriter/alt-country style.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #5: Sad Eyes by Josh Rouse
The user explicitly asked for tracks from other artists beyond Ryan Adams & The Cardinals, but the submitted top recommendation is by Ryan Bingham, which is a different artist but still not the best fit; candidate 5 (Sad Eyes by Josh Rouse) is a much better match for the requested introspective, acoustic-driven singer-songwriter/alt-country style.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response clearly grounds itself in the submitted track, explains why Ryan Bingham's 'Hallelujah' fits the user's request for introspective, acoustic-driven songs with emotional depth, and stays coherent with the latest user turn without any unsupported claims or contradictions.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state correctly captures the user's pivot to new artists while retaining all relevant mood, genre, and sonic constraints from the current and prior turns, with no missing or stale information.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm looking for introspective, acoustic-driven rock songs, similar to Ryan Adams & The Cardinals' melancholic but hopeful sound, something for a thoughtful evening.
Go Easy -- Ryan Adams & The Cardinals
Sticking with Ryan Adams & The Cardinals, how about "Go Easy"? It's another great one from them that really hits that alternative rock sweet spot.
That's a good track from Ryan Adams & The Cardinals, it definitely fits the artist preference. Can you suggest some more tracks that really lean into that introspective, acoustic-driven feel, with a strong focus on lyrics for quiet contemplation?
Let Us Down Easy -- Ryan Adams & The Cardinals
Awesome, glad you're digging those! Let's keep the good vibes going with another Ryan Adams & The Cardinals track, "Let Us Down Easy." It's got that same alternative rock feel you've been enjoying.
Yes, this track really hits the mark. 'Let Us Down Easy' perfectly captures that introspective yet warm vibe I was hoping for, with the strong acoustic elements and reflective mood. This collection is excellent for a thoughtful evening. Can you suggest some more tracks with a similar emotional depth and acoustic focus, maybe exploring other artists in the singer-songwriter or alt-country vein?
State
Current request: Other singer-songwriter or alt-country artists with introspective, acoustic-driven tracks, strong lyrics, emotional depth, and a reflective mood for quiet contemplation.
Hard rejected names:
Soft avoid names: Ryan Adams & The Cardinals
Positive terms: yes, really, hits, mark, let, down, easy, perfectly, captures, introspective, yet, warm, vibe, was, hoping, strong, acoustic, elements, reflective, mood, collection, excellent, thoughtful, evening, suggest, some, similar, emotional, depth, focus, exploring, other, artists, singer songwriter, alt country, vein, acoustic driven, lyrics, quiet, contemplation
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "artist",
"facet": null,
"value": "Ryan Adams & The Cardinals",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "other artists"
},
{
"type": "attribute",
"facet": "genre",
"value": "singer-songwriter",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "singer-songwriter"
},
{
"type": "attribute",
"facet": "genre",
"value": "alt-country",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "alt-country"
},
{
"type": "attribute",
"facet": "sonic",
"value": "acoustic-driven",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "acoustic focus"
},
{
"type": "attribute",
"facet": "lyrical_theme",
"value": "strong lyrics",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "strong focus on lyrics"
},
{
"type": "attribute",
"facet": "mood",
"value": "introspective",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "introspective"
},
{
"type": "attribute",
"facet": "mood",
"value": "reflective",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "reflective mood"
},
{
"type": "attribute",
"facet": "mood",
"value": "emotional depth",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "emotional depth"
},
{
"type": "attribute",
"facet": "mood",
"value": "quiet contemplation",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": false,
"evidence_text": "quiet contemplation"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"singer-songwriter",
"alt-country",
"acoustic-driven",
"strong lyrics",
"introspective",
"reflective",
"emotional depth",
"quiet contemplation"
],
"played_track_ids": [
"ebd770a8-53f2-48d8-a13e-3c97b3b8e902",
"fff9842a-c9be-4b7e-800f-5e4df03e66d1"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Hallelujah Ryan Bingham |
Junky Star (International Version) | 62 | 16 | 2.31 | americana, Country, alt-country, singer-songwriter, Singer/Songwriter, Rock |
| 2 | Cold Roses Ryan Adams & The Cardinals |
Cold Roses | 0 | 632 | 3.00 | avoid_name:Ryan Adams & The Cardinals, prior_artist_after_switch:Ryan Adams & The Cardinals folk, alt singer songwriter, most loved, radioparadise, mother american night, bluesy rock |
| 3 | Life Is Beautiful Ryan Adams & The Cardinals |
Cold Roses | 0 | 130 | 4.00 | avoid_name:Ryan Adams & The Cardinals, prior_artist_after_switch:Ryan Adams & The Cardinals folk, viciazos, alt singer songwriter, hopeful, american, lovely |
| 4 | Let It Ride Ryan Adams & The Cardinals |
Cold Roses | 0 | 4.00 | avoid_name:Ryan Adams & The Cardinals, prior_artist_after_switch:Ryan Adams & The Cardinals favorite, like it despite the country, endlesssummernights, country, alt singer songwriter, newly discovered tunes |
|
| 5 | Sad Eyes Josh Rouse |
Nashville | 26 | 102 | 6.13 | greys, romanticonas, simply the best - right now, folk, the soundtrack to my life, loved |
| 6 | When The Stars Go Blue Ryan Adams |
Gold | 56 | 2 | 2.28 | repeat, alt singer songwriter, alt-country, male vocalists, singer-songwriter, left of the dial |
| 7 | The End Ryan Adams & The Cardinals |
Jacksonville City Nights | 0 | 299 | 4.00 | avoid_name:Ryan Adams & The Cardinals, prior_artist_after_switch:Ryan Adams & The Cardinals american, 5 points, awesome, rock, favourite artists, seen live |
| 8 | Car Wheels On A Gravel Road Lucinda Williams |
Car Wheels On A Gravel Road | 48 | 181 | 6.24 | folk, 1998, tribute, soul, evocative, oldies |
| 9 | Peaceful Valley Ryan Adams & The Cardinals |
Jacksonville City Nights | 0 | 20 | 2.00 | avoid_name:Ryan Adams & The Cardinals, prior_artist_after_switch:Ryan Adams & The Cardinals rock, country, perfect, alt singer songwriter, alt-country, indie rock |
| 10 | Essence Lucinda Williams |
Essence | 35 | 156 | 6.17 | sweet songs, javajustice, background, folk, foxy lady, rockpop |
| 11 | What Makes You Beautiful - acoustic Tyler Ward |
The Hollywood Sessions | 0 | 32 | 2.00 | Singer/Songwriter, acoustic |
| 12 | The Hardest Part Ryan Adams & The Cardinals |
Jacksonville City Nights | 0 | 189 | 2.00 | avoid_name:Ryan Adams & The Cardinals, prior_artist_after_switch:Ryan Adams & The Cardinals rock, alt singer songwriter, alt-country |
| 13 | Everybody Knows Ryan Adams |
Everybody Knows EP (International Version) | 47 | 1 | 6.24 | folk, apumrwork, thesixtyone, pa zichonko, the way you look, more |
| 14 | Thunder Fink's Mood |
Thunder | 41 | 48 | 1.21 | cover, Pop, imagine dragons |
| 15 | A Kiss Before I Go Ryan Adams & The Cardinals |
Jacksonville City Nights | 0 | 611 | 2.00 | avoid_name:Ryan Adams & The Cardinals, prior_artist_after_switch:Ryan Adams & The Cardinals auralsex, repeat, songs that bring you to your knees, folk, alt country, country |
| 16 | The Sun Also Sets Ryan Adams |
Easy Tiger | 20 | 5 | 8.10 | blues, adult alternative, amazon mp3 editor picks best songs of 2007, great titles, folk, the merch grrls |
| 17 | A Country Boy Can Survive Hank Williams, Jr. |
The Pressure Is On | 69 | 493 | 2.35 | giant douche, great song, folk, matt hughes intro, songs i love, country |
| 18 | Portland Middle Brother |
Middle Brother | 0 | 509 | 4.00 | chaser i, folk, cities, wanderlust, favourites, don't forget |
| 19 | Only One Angel Jimmy LaFave |
Favorites 1992-2001 | 20 | 532 | 1.10 | sxsw 2012, texas country, Others |
| 20 | Revelator Gillian Welch |
Time (The Revelator) | 40 | 220 | 8.20 | love the lyrics, best album openers, folk, loved, pretty, easy listening |
Predicted Response
Given your love for introspective, lyric-driven songs with emotional depth, Ryan Bingham’s "Hallelujah" feels like a natural fit—his raw, weathered voice and poetic storytelling cut through the quiet with a haunting sincerity. The acoustic foundation and reflective mood mirror the contemplative space you’re seeking, while the lyrical weight echoes the depth you appreciate in singer-songwriters.
That's a good start. Do you have anything by them that's a bit heavier or has more black metal elements?
Open row audit
Recommendation fit: bad fit
The user asked for a heavier Finntroll track with more black metal elements, but the submitted top recommendation 'Blodsvept' is only tagged as black metal and folk metal without clear emphasis on heaviness or black metal. Candidate 4 'Skogsdotter' has tags like 'symphonic black' and 'pagan folk' that better match the request for black metal elements, making it a stronger choice.
The audit did not find a clearly better clean alternative in the inspected list/pool.
Likely cause: no specific pipeline gap was identified.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. Best shown candidate: rank 4. The user asked for a heavier Finntroll track with more black metal elements, but the submitted top recommendation 'Blodsvept' is only tagged as black metal and folk metal without clear emphasis on heaviness or black metal. Candidate 4 'Skogsdotter' has tags like 'symphonic black' and 'pagan folk' that better match the request for black metal elements, making it a stronger choice.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #4: Skogsdotter by Finntroll
The user asked for a heavier Finntroll track with more black metal elements, but the submitted top recommendation 'Blodsvept' is only tagged as black metal and folk metal without clear emphasis on heaviness or black metal. Candidate 4 'Skogsdotter' has tags like 'symphonic black' and 'pagan folk' that better match the request for black metal elements, making it a stronger choice.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response clearly grounds itself in the submitted track 'Blodsvept', justifies its fit for the user's request for heavier/black metal elements by explicitly mentioning 'raw black metal energy' and 'more intensity', and stays coherent with the conversation without any contradictory or unsupported claims.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state correctly captures the user's request for more Finntroll tracks that are heavier and have more black metal elements, with no missing constraints or stale information.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
Play me some Finntroll. What do you recommend?
Fanskapsfylld -- Finntroll
If you're still in the mood for some more Finntroll, how about "Fanskapsfylld"? It's got that classic energetic folk metal feel you're into.
That's a good start. Do you have anything by them that's a bit heavier or has more black metal elements?
State
Current request: A heavier Finntroll track with more black metal elements.
Hard rejected names:
Soft avoid names:
Positive terms: that s, good, start, anything, bit, heavier, has, black, metal, elements, finntroll
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "artist",
"facet": null,
"value": "Finntroll",
"role": "current_target",
"anchor_use": "must_use",
"relation": "exact_target",
"reuse": "must_reuse",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "anything by them"
},
{
"type": "attribute",
"facet": "sonic",
"value": "heavier",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "heavier"
},
{
"type": "attribute",
"facet": "genre",
"value": "black metal",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "more black metal elements"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [
"Finntroll"
],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"heavier",
"black metal"
],
"played_track_ids": [
"2e04b932-0f81-4662-b379-fddeae8aa372"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Blodsvept Finntroll |
Blodsvept | 0 | 3 | 3.00 | black metal, 2010s, humppa folk black metal, rock and troll, metal, folk metal |
| 2 | Trollhammaren Finntroll |
Nattfödd | 0 | 2 | 4.00 | beer, kick ass song, finnish metal, trollish, energetic, humppa folk metal |
| 3 | Nattfödd Finntroll |
Nattfödd | 32 | 5 | 4.16 | dark, blackened folk metal, finnish metal, humppa folk metal, finnish black metal, finnish |
| 4 | Skogsdotter Finntroll |
Blodsvept | 30 | 1 | 4.15 | finnish metal, najlepsze kurwa, symphonic black, christians crushing enemies, hoertsichgutan, pagan folk |
| 5 | Under Bergets Rot Finntroll |
Nifelvind | 42 | 4 | 3.21 | humppa folk metal, folk, symphonic black, halloween, metal, humppa |
| 6 | Years Of Silent Sorrow Immortal |
At The Heart Of Winter | 29 | 16 | 2.15 | cold, second wave black metal, winter, metal, power metal, wacken |
| 7 | Black Winter Day Amorphis |
Tales From The Thousand Lakes | 38 | 22 | 3.19 | totaly fucking awesome track, progressive metal, death, best songs ever, epic, death doom metal |
| 8 | My Name Is Murder Brendon Small |
My Name Is Murder | 48 | 91 | 2.24 | death metal, Rock, Metal, black |
| 9 | Dunkelheit Burzum |
Filosofem | 55 | 62 | 3.27 | dark, experimental, black ambient, varg vikernes, raw black metal, depressive black |
| 10 | Fuel for Hatred Satyricon |
Volcano | 24 | 32 | 3.12 | blackened thrash metal, killer song, progressive metal, satanic, death, norwegian metal |
| 11 | Withstand The Fall Of Time Immortal |
At The Heart Of Winter | 41 | 58 | 3.21 | emusic, vampiric metal, blackened thrash metal, second wave black metal, abbath, fucking awesome |
| 12 | Beyond The Horizon Dissection |
Reinkaos | 0 | 50 | 3.00 | fucking awesome, acs, ugh, satanic, metal, Metal |
| 13 | Battles in the North Immortal |
Battles in the North | 36 | 48 | 3.18 | metalmittwoch, usa, wacken 2007, second wave black metal, immortal, blashyrkh |
| 14 | The Darkness That Embraces Me Immortal |
Damned In Black | 25 | 20 | 2.12 | Metal, fucking awesome, norwegian, i will play this song after killing 10million jews with a blunt knife, true norwegian black metal, black metal |
| 15 | Frontschwein Marduk |
Frontschwein | 36 | 53 | 2.18 | dark, swedish black metal, white pride world wide, progressive metal, metal, racism in music rules |
| 16 | Black Metal Venom |
Black Metal | 0 | 11 | 2.00 | nakoruru, songs with black metal in the title, lol satan, satanic, metal, oldies |
| 17 | Tragedies Blows At Horizon Immortal |
At The Heart Of Winter | 32 | 28 | 3.16 | beautiful, cold, blackened thrash metal, second wave black metal, sick guitar riff, progressive metal |
| 18 | Nebular Ravens Winter Immortal |
Blizzard Beasts | 20 | 36 | 2.10 | Metal, melodic black metal, death metal, morbid angel style, bird, second wave black metal |
| 19 | Where Dark & Light Don't Differ Immortal |
At The Heart Of Winter | 32 | 15 | 3.16 | second wave black metal, fucking awesome, killer riffs, metal, amazing riffs, :super: |
| 20 | Natus Eclipsim Uada |
Devoid of Light | 0 | 49 | 2.00 | Metal, melodic black metal, Hard Rock, Rock, black metal |
Predicted Response
You're in for a treat — "Blodsvept" is one of Finntroll's heaviest tracks, packed with raw black metal energy and that signature trollish humppa groove. Perfect for when you want more intensity and that dark, wild Finn-folk edge you’re after.
Yeah, 'Brown Skin' is another solid track from P3. I'm really feeling this album. Keep them coming! What other deep cuts are there from 'PARTYNEXTDOOR 3 (P3)' that have that smooth, late-night R&B sound?
Open row audit
Recommendation fit: bad fit
The user explicitly asked for deep cuts from PARTYNEXTDOOR 3 (P3), but the submitted top recommendation 'Problems & Selfless' is from that album and fits the smooth late-night R&B sound, so it is actually a good match. However, the user also previously requested 'Not Nice' or 'Temptations' and 'Temptations' was already played; 'Not Nice' is not from P3, so the top pick is acceptable. The best choice remains rank 1 as it directly fulfills the request.
The audit did not find a clearly better clean alternative in the inspected list/pool.
Likely cause: no specific pipeline gap was identified.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. Submitted rank 1 was judged invalid; no better valid submitted rank was identified. The user explicitly asked for deep cuts from PARTYNEXTDOOR 3 (P3), but the submitted top recommendation 'Problems & Selfless' is from that album and fits the smooth late-night R&B sound, so it is actually a good match. However, the user also previously requested 'Not Nice' or 'Temptations' and 'Temptations' was already played; 'Not Nice' is not from P3, so the top pick is acceptable. The best choice remains rank 1 as it directly fulfills the request.
Recommendation Fit
top recommendation judged invalid; no better submitted rank chosen: Problems & Selfless by PARTYNEXTDOOR
The user explicitly asked for deep cuts from PARTYNEXTDOOR 3 (P3), but the submitted top recommendation 'Problems & Selfless' is from that album and fits the smooth late-night R&B sound, so it is actually a good match. However, the user also previously requested 'Not Nice' or 'Temptations' and 'Temptations' was already played; 'Not Nice' is not from P3, so the top pick is acceptable. The best choice remains rank 1 as it directly fulfills the request.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response clearly references the submitted track 'Problems & Selfless' from P3, explains its smooth, late-night R&B vibe that matches the user's request, and stays coherent with the conversation.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state correctly captures the user's request for more deep cuts from PARTYNEXTDOOR 3 (P3) with a smooth, late-night R&B sound, and includes no missing or stale constraints.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm looking for a modern male R&B artist, his music often feels dark and atmospheric, focusing on themes of love and longing.
Nobody -- PARTYNEXTDOOR
You should definitely check out "Nobody." It's another solid R&B track from the same album.
Yes, PARTYNEXTDOOR! That's the artist I was trying to remember. "Nobody" is a good one, but can you play 'Not Nice' or 'Temptations'?
High Hopes -- PARTYNEXTDOOR
Glad to hear that! Sticking with your favorite artist, how about "High Hopes"? It's another great one from PARTYNEXTDOOR's P3 album, keeping that smooth R&B vibe going.
Yes, this is perfect! 'High Hopes' definitely has that moody vibe. Can you keep playing more from 'PARTYNEXTDOOR 3 (P3)'? I'm enjoying exploring this album.
Temptations -- PARTYNEXTDOOR
Awesome! If you're still in the mood for more PARTYNEXTDOOR from P3, you absolutely have to check out "Temptations." It's got that classic sensual R&B sound you enjoy.
Yes! 'Temptations' is exactly what I was looking for. Perfect! I'm really glad we figured out it's PARTYNEXTDOOR. I'd love to hear more songs from his 'PARTYNEXTDOOR 3 (P3)' album, or maybe some other similar tracks from him.
Brown Skin -- PARTYNEXTDOOR
Awesome, I'm glad! Let's keep the PARTYNEXTDOOR 3 (P3) train rolling with "Brown Skin." It's got that undeniable R&B feel you're looking for!
Yeah, 'Brown Skin' is another solid track from P3. I'm really feeling this album. Keep them coming! What other deep cuts are there from 'PARTYNEXTDOOR 3 (P3)' that have that smooth, late-night R&B sound?
State
Current request: More deep cuts from PARTYNEXTDOOR 3 (P3) with a smooth, late-night R&B sound.
Hard rejected names:
Soft avoid names:
Positive terms: yeah, brown, skin, another, solid, i m, really, feeling, album, keep, coming, what, other, deep, cuts, there, partynextdoor, smooth, late night, sound
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "artist",
"facet": null,
"value": "PARTYNEXTDOOR",
"role": "current_target",
"anchor_use": "must_use",
"relation": "exact_target",
"reuse": "must_reuse",
"source_turn": 5,
"mentioned_current_turn": true,
"evidence_text": "PARTYNEXTDOOR"
},
{
"type": "album",
"facet": null,
"value": "PARTYNEXTDOOR 3 (P3)",
"role": "current_target",
"anchor_use": "must_use",
"relation": "exact_target",
"reuse": "must_reuse",
"source_turn": 5,
"mentioned_current_turn": true,
"evidence_text": "PARTYNEXTDOOR 3 (P3)"
},
{
"type": "attribute",
"facet": "mood",
"value": "smooth late-night R&B",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 5,
"mentioned_current_turn": true,
"evidence_text": "smooth, late-night R&B sound"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [
"PARTYNEXTDOOR"
],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"smooth late-night R&B"
],
"played_track_ids": [
"f1c05018-a89f-43ab-93b0-bc20d5566b97",
"40d6f73f-1170-4f36-8658-997e37fcf123",
"4449578b-c495-449f-b052-3ed423f0efda",
"dff0f9e6-78a6-418b-93a5-5f509cec34b6"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Problems & Selfless PARTYNEXTDOOR |
PARTYNEXTDOOR 3 (P3) | 44 | 1 | 1.22 | R&B/Soul |
| 2 | Right Now PARTYNEXTDOOR |
PARTYNEXTDOOR | 0 | 11 | 1.00 | 001, rnb, pe 75, hip hop, autotune, nc 50 |
| 3 | Options PARTYNEXTDOOR |
PARTYNEXTDOOR TWO | 0 | 7 | 1.00 | R&B/Soul |
| 4 | Recognize (feat. Drake) PARTYNEXTDOOR |
PARTYNEXTDOOR TWO | 2 | 19 | 3.01 | lap dance, pbrnb, d27, liked, i will be listening again, r&b |
| 5 | Come and See Me (feat. Drake) PARTYNEXTDOOR |
Come and See Me (feat. Drake) | 2 | 20 | 1.01 | beautiful, electronic, rnb, hip hop, partynextdoor, drake |
| 6 | Ballin' PARTYNEXTDOOR |
PARTYNEXTDOOR | 0 | 6 | 1.00 | partynextdoor gif, Hip-Hop/Rap, out of your league, r&b, rnb, hip-hop |
| 7 | Not Nice PARTYNEXTDOOR |
Not Nice | 0 | 2 | 1.00 | ovo, Hip-Hop/Rap, 2016, rnb, partynextdoor, 2010s |
| 8 | SLS PARTYNEXTDOOR |
PARTYNEXTDOOR TWO | 0 | 13 | 2.00 | r&b, love at first listen, best of 2014, soul, R&B/Soul, smooth |
| 9 | Wus Good / Curious PARTYNEXTDOOR |
PARTYNEXTDOOR | 5 | 14 | 1.02 | lo fi rnb ish, 001, partynextdoor, rnb, hip hop, night |
| 10 | Her Way PARTYNEXTDOOR |
PARTYNEXTDOOR TWO | 0 | 5 | 1.00 | love at first listen, electronic, R&B/Soul |
| 11 | Muse PARTYNEXTDOOR |
PARTYNEXTDOOR TWO | 0 | 23 | 1.00 | 2013, ovo, R&B/Soul |
| 12 | One I Want (feat. PARTYNEXTDOOR) PARTYNEXTDOOR |
The Space Between | 0 | 15 | 1.00 | ovo, rnb, partynextdoor, R&B/Soul, sweatshop, majid jordan |
| 13 | TBH PARTYNEXTDOOR |
PARTYNEXTDOOR | 0 | 8 | 1.00 | rnb, Hip-Hop/Rap, R&B/Soul |
| 14 | Make A Mil PARTYNEXTDOOR |
PARTYNEXTDOOR | 0 | 16 | 1.00 | Hip-Hop/Rap, r&b, rnb, partynextdoor, hip-hop, soul |
| 15 | Wednesday Night Interlude PARTYNEXTDOOR |
If You're Reading This It's Too Late | 64 | 25 | 1.32 | 2015, Hip-Hop/Rap, r&b, hip hop, partynextdoor, melancholic |
| 16 | Break From Toronto PARTYNEXTDOOR |
PARTYNEXTDOOR | 8 | 21 | 2.04 | miguel, Hip-Hop/Rap, r&b, hip hop, partynextdoor, trap |
| 17 | Thirsty PARTYNEXTDOOR |
PARTYNEXTDOOR TWO | 0 | 10 | 1.00 | free download tag, fav, R&B/Soul |
| 18 | Bout It PARTYNEXTDOOR |
PARTYNEXTDOOR TWO | 0 | 9 | 1.00 | R&B/Soul |
| 19 | East Liberty PARTYNEXTDOOR |
PARTYNEXTDOOR TWO | 0 | 4 | 1.00 | ovo, hip-hop, R&B/Soul |
| 20 | Belong To The City PARTYNEXTDOOR |
PARTYNEXTDOOR TWO | 1 | 3 | 1.00 | melancholic, R&B/Soul |
Predicted Response
Nice — if you’re into the smooth, late-night vibe of P3, "Problems & Selfless" is a perfect deep cut. It’s got that hazy, introspective R&B flow with a dreamy beat that’s perfect for winding down.
Yes, 'Finding and Believing' is an excellent choice, a true cornerstone from 'Secret Story.' That's exactly the kind of influential track I'm looking for. Could you recommend another track that's considered a classic for its innovative guitar work or particula
Open row audit
Recommendation fit: strong fit
Bright Size Life is a classic Pat Metheny track from his debut album, renowned for its innovative guitar work and melodic complexity within jazz fusion, directly matching the user's request for another influential, guitar-focused Pat Metheny piece.
The audit did not find a clearly better clean alternative in the inspected list/pool.
Likely cause: no specific pipeline gap was identified.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): strong fit. Best shown candidate: rank 1. Bright Size Life is a classic Pat Metheny track from his debut album, renowned for its innovative guitar work and melodic complexity within jazz fusion, directly matching the user's request for another influential, guitar-focused Pat Metheny piece.
Recommendation Fit
accepted submitted rank #1: Bright Size Life by Pat Metheny
Bright Size Life is a classic Pat Metheny track from his debut album, renowned for its innovative guitar work and melodic complexity within jazz fusion, directly matching the user's request for another influential, guitar-focused Pat Metheny piece.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · strong fitResponse Quality
response quality: clear
The response clearly grounds itself in the submitted track 'Bright Size Life', justifies its fit by highlighting Pat Metheny's innovative guitar work and melodic depth, and stays coherent with the user's request for a classic with strong guitar work and melodic complexity.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state correctly captures the user's request for another classic, influential Pat Metheny track with innovative guitar work and melodic complexity within jazz fusion, while marking the previously recommended track and album as satisfied and to be avoided.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm a big Pat Metheny fan. Can you suggest some of his tracks that are considered highly influential or 'must-listens' among serious jazz fusion enthusiasts?
Finding and Believing -- Pat Metheny Group
Sticking with that instrumental vibe from Pat Metheny Group, I think you'll really appreciate "Finding and Believing." It's another fantastic, lushly orchestrated piece from their "Secret Story" album that really showcases their genius.
Yes, 'Finding and Believing' is an excellent choice, a true cornerstone from 'Secret Story.' That's exactly the kind of influential track I'm looking for. Could you recommend another track that's considered a classic for its innovative guitar work or particularly strong melodic complexity within his jazz fusion catalog?
State
Current request: Another Pat Metheny track considered a classic for its innovative guitar work or strong melodic complexity within his jazz fusion catalog.
Hard rejected names:
Soft avoid names: Finding and Believing, Secret Story
Positive terms: yes, finding, believing, excellent, choice, true, cornerstone, secret, story, that s, exactly, kind, influential, i m, looking, could, recommend, another, considered, classic, its, innovative, guitar, work, particularly, strong, melodic, complexity, within, his, jazz, fusion, catalog, pat, metheny
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "artist",
"facet": null,
"value": "Pat Metheny",
"role": "current_target",
"anchor_use": "must_use",
"relation": "exact_target",
"reuse": "must_reuse",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "Pat Metheny fan"
},
{
"type": "track",
"facet": null,
"value": "Finding and Believing",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "excellent choice"
},
{
"type": "album",
"facet": null,
"value": "Secret Story",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "cornerstone from Secret Story"
},
{
"type": "attribute",
"facet": "genre",
"value": "jazz fusion",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "jazz fusion"
},
{
"type": "attribute",
"facet": "popularity",
"value": "classic",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "classic"
},
{
"type": "attribute",
"facet": "sonic",
"value": "innovative guitar work",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "innovative guitar work"
},
{
"type": "attribute",
"facet": "sonic",
"value": "strong melodic complexity",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "strong melodic complexity"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [
"Pat Metheny"
],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"jazz fusion",
"classic",
"innovative guitar work",
"strong melodic complexity"
],
"played_track_ids": [
"08436a25-cc00-4d8b-bc11-a4dc79faf6e0"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Bright Size Life Pat Metheny |
Bright Size Life | 48 | 2 | 7.24 | pat metheny, guitar jazz, jazzecho, easy listening, solo el fin, trio |
| 2 | Afternoon Pat Metheny Group |
Speaking Of Now | 47 | 3 | 5.24 | jazz fusion, Smooth Jazz, usa, contemporary jazz, instrumental, instrumental jazz tag |
| 3 | The Way Up: Opening & Part One Pat Metheny Group |
The Way Up | 31 | 4 | 4.16 | jazz fusion, Rock, jazz |
| 4 | Alfie Pat Metheny |
What's It All About | 33 | 1 | 5.17 | jazz fusion, haruki murakami, instrumental jazz tag, Jazz, jazz, acoustic |
| 5 | Red Sky Pat Metheny Group |
We Live Here | 28 | 9 | 5.14 | relaxing, ffmrfeelingood, pat metheny, sensual, rustycanuckchillinbeans, jazzywantsmoreplays |
| 6 | Birdland - Live Weather Report |
Heavy Weather | 18 | 7 | 3.09 | jazz fusion, usa, bass guitar, joco pastorius, laptop, no video |
| 7 | Pop Virgil The Stanley Clarke Band |
Up | 39 | 6 | 2.19 | jazz fusion, Jazz |
| 8 | Blue in Green Miles Davis |
Kind Of Blue (Legacy Edition) | 67 | 33 | 3.33 | jazz fusion, soundscape, Latin, Soundtracks, Latin Rock, root362 |
| 9 | Transformation Dave Eggar |
Transformation | 4 | 21 | 3.02 | jazz fusion, gimme sum friends04, studytime, my favourites, alex skolnik skolnick jazz metal testament relax chill baked, instrumental |
| 10 | I.G.Y. Donald Fagen |
The Nightfly | 58 | 43 | 3.29 | singer-songwriters, anthony jackson, good music, 80s, rock, classic rock |
| 11 | Hi-Tech Jazz Galaxy 2 Galaxy |
Galaxy 2 Galaxy: A High Tech Jazz Compilation | 31 | 46 | 3.15 | Dance, hi-tech jazz, loved, 1993, to buy, k-working |
| 12 | Aja Steely Dan |
Aja | 0 | 11 | 7.00 | my prog rock favs, so so, muzak, easy listening, soul, groovyacousticsoul |
| 13 | The Way Up: Part Two Pat Metheny |
The Way Up | 24 | 5 | 5.12 | jazz fusion, avant garde jazz, instrumental, Rock, guitar, smooth jazz |
| 14 | Pipeline Bill Frisell |
Guitar in the Space Age | 40 | 14 | 3.20 | jazz fusion, surf rock, fip |
| 15 | Cantaloupe Island - 1999 Digital Remaster;Rudy Van Gelder Edition Herbie Hancock |
Empyrean Isles | 63 | 79 | 2.31 | jazzattack, cantaloupe island, modal jazz, piano, lounge, jazz funk |
| 16 | Textures Cynic |
Focus | 28 | 15 | 4.14 | relaxing, technical, jazz-metal fusion, emotional, sex, experimental |
| 17 | Lulajze Jezuniu (Polish Christmas Carol) Pat Metheny |
Upojenie | 20 | 10 | 3.10 | Vocal, Jazz |
| 18 | Maiden Voyage Herbie Hancock |
Maiden Voyage | 51 | 23 | 3.25 | modal jazz, classic jazz, maiden voyage, freddie hubbard, hardbop, piano |
| 19 | Liquid Dreams Liquid Tension Experiment |
Liquid Tension Experiment 2 | 22 | 56 | 3.11 | writing, experimental, great piano, study music, technical metal, great song |
| 20 | Kid Charlemagne Steely Dan |
The Royal Scam | 57 | 16 | 4.29 | so so, classics, truth, guitar dot com 100 greatest guitar solos, groovyacousticsoul, oldies |
Predicted Response
Perfect — if you're into Pat Metheny's innovative guitar work and melodic depth in the jazz fusion space, *Bright Size Life* is a foundational classic. It's a standout from his debut album, blending intricate phrasing with a warm, open sound that captures the spirit of his early trio work — smooth but endlessly interesting.
I need some intense, focused hip-hop for getting through a tough creative block, something with a raw urban vibe to keep me locked in.
Open row audit
Recommendation fit: bad fit
Candidate 1 'Real Hip-Hop' is tagged as 'chill', which contradicts the user's request for intense, focused, hard-hitting hip-hop. Candidate 2 'Hip Hop' by Dead Prez is energetic, hard, and socially conscious, fitting the raw urban vibe and intensity needed for a creative block.
The audit did not find a clearly better clean alternative in the inspected list/pool.
Likely cause: no specific pipeline gap was identified.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. Best shown candidate: rank 2. Candidate 1 'Real Hip-Hop' is tagged as 'chill', which contradicts the user's request for intense, focused, hard-hitting hip-hop. Candidate 2 'Hip Hop' by Dead Prez is energetic, hard, and socially conscious, fitting the raw urban vibe and intensity needed for a creative block.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #2: Hip Hop by Dead Prez
Candidate 1 'Real Hip-Hop' is tagged as 'chill', which contradicts the user's request for intense, focused, hard-hitting hip-hop. Candidate 2 'Hip Hop' by Dead Prez is energetic, hard, and socially conscious, fitting the raw urban vibe and intensity needed for a creative block.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response clearly references the submitted track and artist, explains how its gritty flow and sharp lyricism match the user's need for intense, focused hip-hop to overcome a creative block, and stays coherent with the latest request.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state captures most of the user's explicit constraints, but incorrectly interprets the reason for the music (creative block) as a desire for an energy boost, which could mislead retrieval toward high-energy tracks instead of the focused, raw vibe requested.
missing: none called out
extra/stale: The mood 'boost my energy' is not directly implied by the user's phrasing 'getting through a tough creative block' — it may misrepresent the user's actual emotional need
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I need some intense, focused hip-hop for getting through a tough creative block, something with a raw urban vibe to keep me locked in.
State
Current request: Intense, focused hip-hop with a raw urban vibe for getting through a creative block.
Hard rejected names:
Soft avoid names:
Positive terms: need, some, intense, focused, hip hop, getting, through, tough, creative, block, something, raw, urban, vibe, keep, locked, boost, energy
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "attribute",
"facet": "genre",
"value": "hip-hop",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "hip-hop"
},
{
"type": "attribute",
"facet": "mood",
"value": "intense",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "intense"
},
{
"type": "attribute",
"facet": "mood",
"value": "focused",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "focused"
},
{
"type": "attribute",
"facet": "sonic",
"value": "raw urban",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "raw urban vibe"
},
{
"type": "attribute",
"facet": "mood",
"value": "boost my energy",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "getting through a tough creative block"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"hip-hop",
"intense",
"focused",
"raw urban",
"boost my energy"
],
"played_track_ids": []
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Real Hip-Hop Das EFX |
Hold It Down | 53 | 2 | 1.26 | chill, Hip-Hop/Rap, hip hop, underground rap, R&B/Soul, Pop |
| 2 | Hip Hop Dead Prez |
Let's Get Free | 61 | 3 | 4.30 | socially conscious, east coast rap, energetic, loved, political rap, political |
| 3 | Fashion Killa A$AP Rocky |
LONG.LIVE.A$AP (Deluxe Version) | 83 | 465 | 3.42 | king, trashbag filled with vomit, d27, cool fashion tho, te2 tops of 2013, fashioncore |
| 4 | Caroline Aminé |
Caroline | 71 | 319 | 1.35 | Pop, Hip-Hop/Rap |
| 5 | C.R.E.A.M. (Cash Rules Everything Around Me) (feat. Method Man, Raekwon, Inspectah Deck & Buddha Monk) Wu-Tang Clan |
Enter The Wu-Tang Clan - 36 Chambers (Deluxe Version) | 76 | 164 | 1.38 | critically acclaimed song, great rap, underground hip-hop, east coast, hip-hop classics, east coast rap |
| 6 | Ill Mind of Hopsin 8 Hopsin |
Ill Mind of Hopsin 8 | 54 | 7 | 1.27 | hop, Hip-Hop/Rap, hip, trap, hip-hop, rap |
| 7 | Strictly Hip Hop Cypress Hill |
Cypress Hill/Black Sunday/III-Temples Of Boom | 35 | 1 | 1.18 | underground hip-hop, nei schguet schguet, 1990s, dj muggs, dope beat, rap hip-hop |
| 8 | Hit 'Em Up Style (Oops!) Foxy Brown |
Urban Music | 74 | 52 | 2.37 | break up songs, bitter, r and b, american, poignant, female vocalist |
| 9 | Hell on Earth (Front Lines) Mobb Deep |
Hell On Earth (Explicit) | 65 | 103 | 0.33 | beats |
| 10 | Downtown (feat. Melle Mel, Grandmaster Caz, Kool Moe Dee & Eric Nally) Grandmaster Melle Mel |
Downtown (feat. Melle Mel, Grandmaster Caz, Kool Moe Dee & Eric Nally) | 68 | 85 | 1.34 | post-punk, Hip-Hop/Rap |
| 11 | m.A.A.d city MC Eiht |
good kid, m.A.A.d city | 72 | 122 | 2.36 | kendrick lamar, hardcore anal trap penetration by some black nigger, meaning, narrative, mc eiht, title tracks |
| 12 | Hip-Hop Saved My Life - feat. Nikki Jean Explicit Nikki Jean |
Lupe Fiasco's The Cool | 54 | 6 | 2.27 | lupe - hip hop, rokker radio, 00s, the good stuff, awesome, lyricism |
| 13 | 1 of 1 (feat. BH) Nipsey Hussle |
Crenshaw | 35 | 19 | 1.18 | Hip-Hop/Rap |
| 14 | Sumthin' Sumthin' - Remastered 2021 Maxwell |
MAXWELL'S URBAN HANG SUITE | 61 | 209 | 2.31 | dancecraze, relaxation music, luv songs, easy listening, soul, toad-tested mother-approved |
| 15 | Hypnotize - 2014 Remastered Version The Notorious B.I.G. |
Life After Death (Remastered Edition) | 83 | 464 | 3.42 | big, east coast rap, hen party, schwupihouse, classic rap, hip hop::pingponger |
| 16 | Ill Mind of Hopsin 5 Hopsin |
Ill Mind of Hopsin 5 - Single | 57 | 59 | 1.28 | hopsin - ill mind of hopsin iv, hopsin - ill mind of hopsin, ill mind of hopsin, mind, oskarchuckys loved tracks, shit |
| 17 | What You So Mad At?? Jadakiss |
Kiss Of Death | 30 | 70 | 2.15 | east coast, Hip-Hop/Rap, raw, nyc, brooding, get your ass on the floor |
| 18 | The Hop A Tribe Called Quest |
Beats, Rhymes & Life | 65 | 5 | 1.32 | cjl original library, jazz-hop, rap hip-hop, real hiphop, high school days, leapsandfav |
| 19 | HUMBLE. Kendrick Lamar |
DAMN. | 89 | 1.45 | fip, Hip-Hop/Rap, hip hop, piano, areyouon10yet, rap |
|
| 20 | The Urban Theme Maxwell |
MAXWELL'S URBAN HANG SUITE | 50 | 15 | 1.25 | albums i own, neo-soul, slow, songs i love, buy, quiet storm |
Predicted Response
You're in the zone—this one’s a raw, focused dose of classic East Coast energy. "Real Hip-Hop" by Das EFX hits hard with gritty flow and sharp lyricism, perfect for pushing through that creative block. Let the beat lock in and keep you locked in.
Her Ghost in the Fog" is a classic, absolutely love the dark storytelling and atmosphere. It's exactly what I'm looking for in terms of gothic or horror-inspired lyrics. Now, how about some lyrics that explore social commentary or political ideas?
Open row audit
Likely wrong
The top recommendation is Cthulhu Dawn by Cradle Of Filth, but it repeats something the user was trying to move away from: 'Cradle Of Filth'.
From the submitted list, What About Us? by Mr. Lif looks better because it avoids the top pick's rule violation; fusion stage already ranked it #33; catalog popularity is 18; metadata/tags match: what, about, commentary, political.
Likely cause: final ordering placed a weaker/invalid item over clean candidates.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. Best shown candidate: rank 18. The user explicitly asked for social commentary or political ideas after enjoying a gothic/horror track, but the submitted top recommendation 'Cthulhu Dawn' is another Cradle Of Filth song with no political or social commentary theme, and it violates the implicit move-away from the same artist. Candidate 18 'Politics' by The Damned directly addresses political themes, making it a clearly better fit.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #18: Politics by The Damned
The user explicitly asked for social commentary or political ideas after enjoying a gothic/horror track, but the submitted top recommendation 'Cthulhu Dawn' is another Cradle Of Filth song with no political or social commentary theme, and it violates the implicit move-away from the same artist. Candidate 18 'Politics' by The Damned directly addresses political themes, making it a clearly better fit.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response clearly grounds itself in the submitted track, explains how its dark satire and Lovecraftian themes fit the user's request for social commentary or political ideas, and stays coherent with the conversation history.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state correctly identifies the new request for social commentary and political ideas, but it fails to carry forward the user's expressed satisfaction with gothic/horror lyrics as a continuing interest, and it prematurely marks Cradle Of Filth as 'avoid_exact' without evidence of rejection, which could narrow retrieval too much.
missing: The user's positive reaction to gothic/horror-inspired lyrics is not captured as a current target or facet; The user's request for lyrics exploring social commentary or political ideas is not fully captured as a single combined lyrical theme facet
extra/stale: Cradle Of Filth is marked as 'satisfied_prior' with 'avoid_exact' but the user did not reject the artist; it may be prematurely excluded; The resolver's 'positive_tags' include 'social commentary' and 'political' but the state_excerpt does not reflect the user's continued interest in gothic/horror themes
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
These two tracks have some pretty strong lyrical content and distinct themes. "We Are The Ones" by The Coup has a powerful, politically charged message about taking action, while "Amor E Morte" by Cradle Of Filth delves into darker, more gothic storytelling. Let me know what you think of the lyrics in these!
Her Ghost in the Fog -- Cradle Of Filth
Sticking with the classics from Cradle Of Filth, you absolutely have to check out "Her Ghost in the Fog." It's another epic track with fantastic atmosphere and those signature powerful vocals. I bet you'll love it!
Her Ghost in the Fog" is a classic, absolutely love the dark storytelling and atmosphere. It's exactly what I'm looking for in terms of gothic or horror-inspired lyrics. Now, how about some lyrics that explore social commentary or political ideas?
State
Current request: Songs with lyrics that explore social commentary or political ideas, using the prior gothic/horror track as a satisfied reference.
Hard rejected names:
Soft avoid names: Her Ghost in the Fog, Cradle Of Filth
Positive terms: her, ghost, fog, classic, absolutely, love, dark, storytelling, atmosphere, it s, exactly, what, i m, looking, terms, gothic, horror inspired, lyrics, now, how, about, some, explore, social, commentary, political, ideas, using, prior, horror, satisfied, reference
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "track",
"facet": null,
"value": "Her Ghost in the Fog",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "Her Ghost in the Fog is a classic"
},
{
"type": "artist",
"facet": null,
"value": "Cradle Of Filth",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 1,
"mentioned_current_turn": false,
"evidence_text": "Cradle Of Filth"
},
{
"type": "attribute",
"facet": "lyrical_theme",
"value": "social commentary",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "social commentary"
},
{
"type": "attribute",
"facet": "lyrical_theme",
"value": "political",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "political ideas"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"social commentary",
"political"
],
"played_track_ids": [
"b898f886-1695-45f1-9eb3-aca307a677bf"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Cthulhu Dawn Cradle Of Filth |
Midian | 43 | 7.21 | avoid_name:Cradle Of Filth headbanging, gay metal, majesty, satanic, essentials, best songs ever |
|
| 2 | Tortured Soul Asylum Cradle Of Filth |
Midian | 30 | 19 | 3.15 | avoid_name:Cradle Of Filth immune to death, mmpps, love-da-best, symphonic gothic metal, metal, symphonic metal |
| 3 | Death Magick for Adepts Cradle Of Filth |
Midian | 34 | 5.17 | avoid_name:Cradle Of Filth great lyrics, peteton, mmpps, alternative rock, extreme black metal, sex metal |
|
| 4 | Tearing the Veil from Grace Cradle Of Filth |
Midian | 32 | 5.16 | avoid_name:Cradle Of Filth dark, great lyrics, fuck your god, great drums, milan, peteton |
|
| 5 | Bathory Aria Cradle Of Filth |
Cruelty And The Beast | 37 | 4 | 4.18 | avoid_name:Cradle Of Filth satanic, ukofffane :p, 90s black metal, melodic black metal, epic, english |
| 6 | Haunted Shores Cradle Of Filth |
Dusk & Her Embrace | 28 | 8 | 3.14 | avoid_name:Cradle Of Filth dark, camelot, cronos, vampiric metal, muse, ultimate power |
| 7 | A Gothic Romance (Red Roses For The Devils's Wore) Cradle Of Filth |
Dusk & Her Embrace | 35 | 14 | 3.17 | avoid_name:Cradle Of Filth Metal, Rock, horror metal, mmpps, extreme gothic metal, Hard Rock |
| 8 | Nymphetamine Fix Cradle Of Filth |
Nymphetamine (Explicit Version) | 56 | 3 | 1.28 | avoid_name:Cradle Of Filth gothic metal, Metal, melodic black metal, death metal, Rock, vampiryc metal |
| 9 | Lord Abortion Cradle Of Filth |
Midian | 37 | 30 | 7.18 | avoid_name:Cradle Of Filth extra drums, experimental, jos favourites, fuck yeah, melodic black metal, english |
| 10 | Dawn of Descent Oceano |
Ascendants | 33 | 88 | 0.17 | deathcore, Metal, death metal, grindcore, brutal death metal, metal |
| 11 | Saffron's Curse Cradle Of Filth |
Midian | 39 | 11 | 4.20 | avoid_name:Cradle Of Filth experimental, dralzheimers favs, woot, symphonic gothic metal, progressive metal, essentials |
| 12 | Temptation Cradle Of Filth |
Thornography [Special Edition] | 47 | 2 | 8.23 | avoid_name:Cradle Of Filth pink metal, evil twin, progressive metal, tribute, satanic, essentials |
| 13 | Amor E Morte Cradle Of Filth |
Midian | 34 | 23 | 4.17 | avoid_name:Cradle Of Filth awesum, fucking awesome, mmpps, symphonic gothic metal, extreme black metal, metal |
| 14 | From the Cradle to Enslave Cradle Of Filth |
From The Cradle To Enslave | 50 | 1 | 9.25 | avoid_name:Cradle Of Filth female backed metal, hard, igor, poetry, extreme black metal, essentials |
| 15 | Libertina Grimm Cradle Of Filth |
Thornography [Special Edition] | 25 | 231 | 4.12 | avoid_name:Cradle Of Filth dark, lol satan, dark gothic metal, metal, rozpierdol taki ze klekajcie narody, koito pee zlo ne misli |
| 16 | Funeral In Carpathia Cradle Of Filth |
Dusk & Her Embrace | 36 | 22 | 7.18 | avoid_name:Cradle Of Filth top 50, death songs, symphonic gothic metal, death, essentials, black graveworm |
| 17 | Dusk and Her Embrace Cradle Of Filth |
Dusk & Her Embrace | 38 | 7 | 7.19 | avoid_name:Cradle Of Filth symphonic gothic metal, death, best songs ever, fuck yeah, brainbanging, melodic black metal |
| 18 | Politics The Damned |
Music For Pleasure | 0 | 21 | 0.00 | punk, snotty punx, neatneatneat, rock, stick it to the man, bond |
| 19 | Beneath the Howling Stars Cradle Of Filth |
Cruelty And The Beast | 34 | 29 | 4.17 | avoid_name:Cradle Of Filth hardcore, mmpps, romantic black metal, alternative rock, z3po like this, brutal death metal |
| 20 | What About Us? Mr. Lif |
I Heard it Today | 18 | 33 | 5.09 | beautiful, underground hip-hop, moody, political, lyrically gifted, kexp song of the day |
Predicted Response
Given your interest in socially and politically charged lyrics, you might be surprised by this one — "Cthulhu Dawn" by Cradle of Filth isn't about politics in a conventional sense, but it’s steeped in dark satire and mythic critique of institutional power, echoing Lovecraftian horror as a metaphor for the corruption and absurdity of authority. While it leans into gothic drama and theatrical darkness, the song uses that lens to question blind faith and systemic decay — a kind of lyrical rebellion wrapped in symphonic metal.
I'm trying to remember a Lil Wayne song that sounded a bit different from his usual stuff, maybe from an experimental phase.
Open row audit
Recommendation fit: bad fit
The user wants a Lil Wayne song from his experimental rock-rap era, but the top recommendation is a Gucci Mane remix featuring Lil Wayne, which is a trap song, not a Lil Wayne solo track from that phase. Candidate 15, 'Let It Rock,' is a well-known Lil Wayne song that blends rock and rap, fitting the experimental rock-rap description perfectly.
The audit did not find a clearly better clean alternative in the inspected list/pool.
Likely cause: no specific pipeline gap was identified.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. Best shown candidate: rank 15. The user wants a Lil Wayne song from his experimental rock-rap era, but the top recommendation is a Gucci Mane remix featuring Lil Wayne, which is a trap song, not a Lil Wayne solo track from that phase. Candidate 15, 'Let It Rock,' is a well-known Lil Wayne song that blends rock and rap, fitting the experimental rock-rap description perfectly.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #15: Let It Rock by Lil Wayne
The user wants a Lil Wayne song from his experimental rock-rap era, but the top recommendation is a Gucci Mane remix featuring Lil Wayne, which is a trap song, not a Lil Wayne solo track from that phase. Candidate 15, 'Let It Rock,' is a well-known Lil Wayne song that blends rock and rap, fitting the experimental rock-rap description perfectly.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: misleading
The response correctly identifies that the submitted top recommendation is not a Lil Wayne track, but then violates the constraint by recommending a different song/era instead of explaining why the submitted track does or does not fit the user's request, and it contradicts the user's goal of finding a specific song from memory.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state correctly captures the user's request for a Lil Wayne song from an experimental phase, with appropriate facets and no missing or contradictory information.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm trying to remember a Lil Wayne song that sounded a bit different from his usual stuff, maybe from an experimental phase.
State
Current request: Find a Lil Wayne song that sounds different from his usual stuff, possibly from an experimental phase.
Hard rejected names:
Soft avoid names:
Positive terms: i m, trying, remember, lil, wayne, sounded, bit, different, his, usual, stuff, experimental, phase, find, sounds, possibly
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "artist",
"facet": null,
"value": "Lil Wayne",
"role": "current_target",
"anchor_use": "must_use",
"relation": "exact_target",
"reuse": "must_reuse",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "Lil Wayne song"
},
{
"type": "attribute",
"facet": "sonic",
"value": "different from his usual stuff",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "sounded a bit different"
},
{
"type": "attribute",
"facet": "sonic",
"value": "experimental",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "experimental phase"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [
"Lil Wayne"
],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"different from his usual stuff",
"experimental"
],
"played_track_ids": []
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Both (feat. Drake & Lil Wayne) - Remix Gucci Mane |
Both (feat. Drake & Lil Wayne) | 50 | 14 | 3.25 | lil wayne, Hip-Hop/Rap, trap, drake, gucci mane |
| 2 | Ball (feat. Lil Wayne) T.I. |
Ball (feat. Lil Wayne) | 48 | 22 | 2.24 | hip-hop, Hip-Hop/Rap, rap, Soundtracks |
| 3 | Mad Solange |
A Seat at the Table | 56 | 28 | 2.28 | neo-soul, rnb, collaboration, hino, alternative rnb, soul |
| 4 | Bandz A Make Her Dance (feat. Lil' Wayne & 2 Chainz) 2 Chainz |
Est. in 1989, Pt. 2 | 69 | 41 | 2.35 | lil wayne, 2 chainz, Hip-Hop/Rap, juicy j, hip hop, rap |
| 5 | The Motto Lil Wayne |
Take Care (Deluxe) | 76 | 50 | 4.38 | favorite, motto, n-a, new, nicho, 2011 |
| 6 | A Milli Lil Wayne |
Tha Carter III (MTV Bonus Version) | 72 | 38 | 3.36 | hip hop, Hip-Hop/Rap |
| 7 | 3 Peat Lil Wayne |
Tha Carter III (MTV Bonus Version) | 57 | 23 | 5.29 | lil wanye the great, urban power ballad, comfort music, nigga music, hot, epic |
| 8 | HYFR (Hell Ya Fucking Right) Lil Wayne |
Take Care (Deluxe) | 74 | 46 | 2.37 | psychedelic chill, bachata song 2, psychedelic hip hop, party hard, hip hop tag, r&b |
| 9 | Beware Big Sean |
Hall Of Fame | 70 | 91 | 2.35 | lil wayne, Hip-Hop/Rap, jhene aiko, hip hop, play-more, hipsters are bros in disguise |
| 10 | Lollipop Lil Wayne |
Tha Carter III (MTV Bonus Version) | 72 | 70 | 4.36 | crapola, critically acclaimed song, loved, night driving, 00s, dancehall |
| 11 | Money On My Mind Lil Wayne |
Tha Carter II | 56 | 27 | 2.28 | lil wayne, southern rap, 2005, american, Hip-Hop/Rap, whtd-fm |
| 12 | Me U & Hennessy (feat. Lil Wayne) DeJ Loaf |
Me U & Hennessy | 71 | 42 | 2.35 | chill, Hip-Hop/Rap, r&b, rnb, hip hop, hip-hop |
| 13 | Love U Better (feat. Lil Wayne & The-Dream) The-Dream |
Beach House 3 | 53 | 30 | 2.27 | lil wayne, the-dream, R&B/Soul, ty dolla sign |
| 14 | Comfortable Lil Wayne |
Tha Carter III (MTV Bonus Version) | 55 | 40 | 3.27 | serious fun, lil wayne - comfortable, rapnb, aitchrap, totally, g-eazy |
| 15 | Let It Rock Lil Wayne |
In The City | 71 | 69 | 4.36 | energetic, loved, forever stuck on repeat, alternative rock, rockpop, i just wanna dance |
| 16 | Let The Beat Build Lil Wayne |
Tha Carter III (MTV Bonus Version) | 55 | 32 | 4.28 | rick ghraphixxx, drive time, magic city, classics, gospelesque, wilin out |
| 17 | Shoot Me Down Lil Wayne |
Tha Carter III (MTV Bonus Version) | 51 | 65 | 3.25 | southern, dark, Hip-Hop/Rap, cap, guitar, cash money |
| 18 | Receipt Lil Wayne |
Tha Carter II | 50 | 39 | 2.25 | phat, receipt, aitchrap, schrockstar, dirty south, new orleans |
| 19 | Used To Lil Wayne |
If You're Reading This It's Too Late | 59 | 36 | 3.29 | lil wayne, love, ovo, bass, Hip-Hop/Rap, hip hop |
| 20 | No Frauds Lil Wayne |
No Frauds | 58 | 81 | 2.29 | Hip-Hop/Rap, soundtrack, pop, martinis and bikinis, mina, lovesongs |
Predicted Response
Hmm, that one’s actually not a Lil Wayne track — it’s Gucci Mane’s remix with Drake and Lil Wayne on guest vocals. While it’s got that signature trap energy and a cool collab vibe, it’s not really from an experimental phase of Lil Wayne’s own work. If you’re looking for something truly different from his usual style, check out his *Tha Carter IV* era or maybe his more abstract, surreal tracks like "The Drought" — those lean into a more experimental side.
Oh, wait! The album cover for "On Oni Pond" – the one with the people on a boat with tigers – that's it! Is "Pyramids" from that album? That cover is definitely the kind of surreal and quirky visual I had in mind.
Open row audit
Likely wrong
The top recommendation is Fangs by Man Man, but it repeats something the user was trying to move away from: 'Man Man'.
From the submitted list, Pyramids by Frank Ocean looks better because it avoids the top pick's rule violation; fusion stage already ranked it #2; catalog popularity is 81; metadata/tags match: one, pyramids.
Likely cause: final ordering placed a weaker/invalid item over clean candidates.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. No valid submitted track was identified. The user is asking for confirmation that 'Pyramids' is from the 'On Oni Pond' album, not requesting a new track recommendation. None of the candidates directly answer this factual question, so no track should be recommended.
Recommendation Fit
no valid submitted recommendation: No valid submitted track
The user is asking for confirmation that 'Pyramids' is from the 'On Oni Pond' album, not requesting a new track recommendation. None of the candidates directly answer this factual question, so no track should be recommended.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response correctly confirms that 'Pyramids' is from the album with the recalled cover art, then smoothly recommends 'Fangs' from the same album, justifying the fit with relevant talk of energy and style that aligns with the user's expressed interest.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state incorrectly elevates 'Pyramids' to a must-use target when the user is simply asking for confirmation, and marks 'Man Man' as do-not-use without any rejection, while also including an unsupported played track ID, which could misdirect retrieval.
missing: none called out
extra/stale: Track 'Pyramids' is marked as 'must_use' but user only asks if it is from the album, not to use it as a target; Artist 'Man Man' is marked as 'do_not_use' but user has not rejected it; it is still relevant context; Resolver includes a played track ID with no evidence in conversation
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I have a visual in my head of an album cover, it's quite surreal or quirky. Can you help me find it?
Pyramids -- Man Man
How about "Pyramids"? It's got that classic Man Man experimental rock sound and it's also from their 'On Oni Pond' album. Give it a listen!
Oh, wait! The album cover for "On Oni Pond" – the one with the people on a boat with tigers – that's it! Is "Pyramids" from that album? That cover is definitely the kind of surreal and quirky visual I had in mind.
State
Current request: Confirm that Pyramids is from the On Oni Pond album, which has the surreal quirky cover with people on a boat with tigers.
Hard rejected names:
Soft avoid names: Man Man, surreal quirky album cover with people on a boat with tigers
Positive terms: wait, album, cover, oni, pond, one, people, boat, tigers, that s, pyramids, definitely, kind, surreal, quirky, visual, had, mind, confirm, which, has
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "album",
"facet": null,
"value": "On Oni Pond",
"role": "current_target",
"anchor_use": "must_use",
"relation": "exact_target",
"reuse": "must_reuse",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "On Oni Pond"
},
{
"type": "track",
"facet": null,
"value": "Pyramids",
"role": "current_target",
"anchor_use": "must_use",
"relation": "exact_target",
"reuse": "must_reuse",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "Pyramids"
},
{
"type": "artist",
"facet": null,
"value": "Man Man",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 1,
"mentioned_current_turn": false,
"evidence_text": "Man Man"
},
{
"type": "attribute",
"facet": "visual",
"value": "surreal quirky album cover with people on a boat with tigers",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "people on a boat with tigers"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [],
"played_track_ids": [
"dde45ac4-9c21-49a3-8239-d47c5c14f0aa"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Fangs Man Man |
On Oni Pond | 0 | 12 | 2.00 | avoid_name:Man Man rock, Others, 2013, philadelphia, indie rock, 10s |
| 2 | Pyramids Frank Ocean |
channel ORANGE | 81 | 2 | 3.40 | singles, soul, prog, gossip girl, epic, hot |
| 3 | Pyramid (feat. Iyaz) Charice |
Charice | 61 | 6 | 0.30 | escutar, pinoy, banned, filipino, 2010, rock |
| 4 | Dude - Feat. Ms. Thing Beenie Man |
Back to Basics | 61 | 1 | 0.30 | virgin records, tracks i know, west indies, west indian, m-o-b-o, hippy |
| 5 | Pyramid Four Tet |
Pink | 27 | 4 | 1.14 | loops of infinity, experimental, party time, liquid, 2011, idm |
| 6 | Pyramid Scheme Mad Caddies |
Keep It Going | 22 | 3 | 0.11 | ska, Reggae, punk rock, Alternative, pr0, Rock |
| 7 | The Saga Begins (Lyrical Adaption of "American Pie") "Weird Al" Yankovic |
The Essential Weird Al Yankovic | 51 | 3.25 | experimental, loved, woot, Comedy, heart attack mix, 1999 |
|
| 8 | White & Nerdy (Parody of "Ridin'" by Chamillionaire feat. Krayzie Bone) "Weird Al" Yankovic |
The Essential Weird Al Yankovic | 55 | 4.28 | gr9 shi, really good stuff, maz35rated4, Comedy, clean, fmf |
|
| 9 | Party In the CIA (Parody of "Party In The U.S.A." by Miley Cyrus) "Weird Al" Yankovic |
Alpocalypse | 53 | 52 | 1.26 | novelty, satire, 2011, Comedy, spy, catchy |
| 10 | Smells Like Nirvana "Weird Al" Yankovic |
The Essential Weird Al Yankovic | 44 | 235 | 4.22 | infamous, alternative rock, classic nirvana parody, m favs, oks, Comedy |
| 11 | Whirlwind Pyramid The D.O.C. |
No One Can Do It Better | 34 | 10 | 1.17 | strictly for the undergound, thug2, classic hip-hop, da real underground old skool hip hop, jazz rap, true hip hop |
| 12 | Airplanes (feat. Hayley Williams of Paramore) B.o.B |
B.o.B Presents: The Adventures of Bobby Ray | 77 | 0.39 | kocham, singles, clear, tea, don't forget, 2010 |
|
| 13 | Word Crimes "Weird Al" Yankovic |
Mandatory Fun | 49 | 1.25 | 2014 single, cover, intelligent, grammar, Comedy, american |
|
| 14 | DNA. Kendrick Lamar |
DAMN. | 83 | 545 | 0.41 | fip, Hip-Hop/Rap, hip hop, trap, political hip hop, 2010s rap |
| 15 | XXX. FEAT. U2. U2 |
DAMN. | 72 | 525 | 0.36 | west coast hip hop, conscious hip hop, Hip-Hop/Rap, trap rap |
| 16 | Canadian Idiot (Parody of "American Idiot" by Green Day) "Weird Al" Yankovic |
The Essential Weird Al Yankovic | 44 | 295 | 2.22 | punk, novelty, cover, poprock, parodies, 00s |
| 17 | Another Tattoo (Parody of "Nothin' On You" by B.o.B. featuring Bruno Mars) "Weird Al" Yankovic |
Alpocalypse | 36 | 233 | 1.18 | pop, parody, quirky, novelty, rnb, male vocals |
| 18 | Ghetto Gospel 2Pac |
Loyal To The Game | 70 | 1.35 | cool music, trance, regretful, epic, favorites, tupac |
|
| 19 | If That Isn't Love "Weird Al" Yankovic |
Alpocalypse | 26 | 1.13 | pop, love, quirky, novelty, rock, really fucking unexpected |
|
| 20 | Mi Tesoro (feat. Nicky Jam) Zion & Lennox |
Motivan2 | 59 | 18 | 0.29 | Latin, Latin Hip-Hop/Rap |
Predicted Response
Yeah, "Pyramids" is totally from *On Oni Pond* — that wild boat-with-tigers cover is one of the weirdest and coolest album art ever! Since you liked that track, you’ll probably love "Fangs" — it’s got that same crazy energy, wild lyrics, and totally offbeat vibe that makes Man Man so fun to listen to.
Absolutely spot on again! 'Rhodes to Freedom' is another fantastic atmospheric D&B track, and the album art continues to be exactly the abstract, silhouetted style I'm into. These selections are excellent. What other artists or tracks can you suggest that main
Open row audit
Likely wrong
The top recommendation is Viewpoint by LTJ Bukem, but it repeats something the user was trying to move away from: 'LTJ Bukem'; the user asked to branch out, but it repeats prior artist 'LTJ Bukem'.
From the submitted list, Inner Space - Original Mix by Apex looks better because it avoids the top pick's rule violation; fusion stage already ranked it #3; catalog popularity is 35; metadata/tags match: atmospheric, electronic, drum, bass.
Likely cause: state extraction/structuring missed the user constraint.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. Best shown candidate: rank 2. The user explicitly asked for other artists or tracks beyond LTJ Bukem, but the submitted top recommendation is another LTJ Bukem track, violating the request to move away from that artist. Candidate 2 (Inner Space by Apex) is a better fit as it is a different artist with atmospheric drum & bass and likely abstract/geometric album art.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #2: Inner Space - Original Mix by Apex
The user explicitly asked for other artists or tracks beyond LTJ Bukem, but the submitted top recommendation is another LTJ Bukem track, violating the request to move away from that artist. Candidate 2 (Inner Space by Apex) is a better fit as it is a different artist with atmospheric drum & bass and likely abstract/geometric album art.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: acceptable
The response correctly identifies the submitted track and attempts to justify its fit with abstract/geometric album art, but the description of the music as 'slow-motion silhouette against a dark sky' is somewhat generic and doesn't strongly personalize the explanation beyond the user's stated preferences.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state correctly identifies the user's desire for abstract, geometric album art and atmospheric D&B, but it fails to capture the explicit request for new artists beyond LTJ Bukem and includes an unsupported 'novelty' retrieval profile, which could lead to recommendations that are too diverse rather than stylistically similar.
missing: User explicitly asks for 'other artists or tracks' besides LTJ Bukem, but state only marks LTJ Bukem as 'do_not_use' without capturing the request for new artists.; The user's request for 'other artists' implies a pivot away from the current artist, but the state's 'intent_mode' is 'pivot' and 'request_type' is 'new_artist', which is correct; however, the 'retrieval_profile' of 'novelty' is not explici; The user's positive feedback on previous tracks (e.g., 'Rhodes to Freedom') is not captured as a satisfied prior that could be used as a positive anchor for similarity.
extra/stale: The 'retrieval_profile' field is set to 'novelty' without clear evidence from the conversation; the user is asking for more of the same style, not necessarily novel or diverse recommendations.; The 'routing_tags' object is empty, but the conversation provides clear genre and visual style tags that could be used for routing.
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm interested in electronic tracks with abstract album art, particularly those with strong silhouettes and a bright, patterned background.
Rainfall -- LTJ Bukem
If you're looking for another deep dive into that signature Bukem sound, I've got "Rainfall" for you. It's got that beautiful, atmospheric D&B vibe that I think you'll really appreciate.
While the track by LTJ Bukem is great musically and aligns with my preferred sound, the album art isn't quite what I'm looking for. Can you recommend more electronic or drum & bass tracks where the album art is truly abstract or geometric, featuring clear, bold patterns or silhouettes?
Undress Your Mind -- LTJ Bukem
Fantastic! Glad that hit the spot. Let's keep the Bukem vibes flowing! How about "Undress Your Mind"? It's another brilliant track with that smooth, intelligent D&B sound you're clearly enjoying.
Yes, this selection perfectly matches the visual and sonic aesthetic I was looking for! The atmospheric drum & bass combined with that abstract, silhouetted album art is spot on. Fantastic!
Close to the source -- LTJ Bukem
Happy to hear that! Sticking with the master, I think you'll really like "Close to the source." It's got that classic Good Looking vibe with beautiful, atmospheric textures that Bukem is so known for. Give it a listen!
Another superb track from Bukem! "Close to the Source" perfectly maintains the atmospheric electronic sound, and the album art continues to hit that abstract, geometric, silhouette-driven style I'm after. Keep these excellent recommendations coming! What else have you got that fits this aesthetic?
Rhodes to Freedom -- LTJ Bukem
Perfect! I'm glad we're hitting the right notes. For more of that deep, atmospheric sound you're into, you absolutely have to hear "Rhodes to Freedom." It's another gem from Bukem that perfectly blends intricate beats with soulful melodies.
Absolutely spot on again! 'Rhodes to Freedom' is another fantastic atmospheric D&B track, and the album art continues to be exactly the abstract, silhouetted style I'm into. These selections are excellent. What other artists or tracks can you suggest that maintain this blend of intelligent electronic music with striking, abstract visual themes in their album art?
State
Current request: Other artists or tracks with intelligent electronic music (atmospheric D&B) and striking abstract/geometric/silhouette album art; LTJ Bukem is satisfied context.
Hard rejected names:
Soft avoid names: LTJ Bukem
Positive terms: absolutely, spot, again, rhodes, freedom, another, fantastic, atmospheric, album, art, continues, exactly, abstract, silhouetted, style, i m, these, selections, excellent, what, other, artists, suggest, maintain, blend, intelligent, electronic, striking, visual, themes, their, geometric, silhouette, ltj, bukem, satisfied, context, drum, bass
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "artist",
"facet": null,
"value": "LTJ Bukem",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 5,
"mentioned_current_turn": true,
"evidence_text": "other artists"
},
{
"type": "attribute",
"facet": "genre",
"value": "atmospheric drum & bass",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 5,
"mentioned_current_turn": true,
"evidence_text": "atmospheric D&B"
},
{
"type": "attribute",
"facet": "sonic",
"value": "intelligent electronic",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 5,
"mentioned_current_turn": true,
"evidence_text": "intelligent electronic music"
},
{
"type": "attribute",
"facet": "visual",
"value": "abstract geometric silhouetted album art",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 5,
"mentioned_current_turn": true,
"evidence_text": "abstract, silhouetted style"
},
{
"type": "attribute",
"facet": "visual",
"value": "striking abstract visual themes",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 5,
"mentioned_current_turn": true,
"evidence_text": "striking, abstract visual themes"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"atmospheric drum & bass",
"intelligent electronic",
"abstract geometric silhouetted album art",
"striking abstract visual themes"
],
"played_track_ids": [
"11884c8d-6de6-4820-bfe5-dd1a457f90a8",
"93bd2280-004b-45a9-a514-c130ec4b3c3c",
"476986d8-1951-44ba-bb0b-89afca7483d2",
"e43ddc27-925e-43ea-9edf-63e3a9dab7d6"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Viewpoint LTJ Bukem |
Journey Inwards | 25 | 4 | 6.12 | avoid_name:LTJ Bukem, prior_artist_after_switch:LTJ Bukem drum and bass, dnb, Dance, Electronic, future jazz, acid jazz |
| 2 | Inner Space - Original Mix Apex |
Inner Space / Energy Lines | 35 | 3 | 4.17 | drum and bass, dnb, liquid funk, Dance, Electronic, atmospheric |
| 3 | Is Anybody out There? - Friction & K-Tee Remix S.P.Y |
UKF Drum & Bass 2011 | 30 | 9 | 3.15 | Drum & Bass, drum and bass, Dance, Electronic |
| 4 | Live On Your Smile - Original Mix Ivy Lab |
Missing Persons EP | 0 | 7 | 4.00 | drum and bass, Dance, barturismooth, Electronic, 2014, drum n bass |
| 5 | Dare - Hold It Down Friction |
Dare | 33 | 84 | 3.17 | Drum & Bass, Dance, Electronic |
| 6 | Breathe in Air Phaeleh |
Fallen Light | 33 | 10 | 3.17 | Drum & Bass, electronic, Dance, Electronic |
| 7 | Watercolours LTJ Bukem |
Journey Inwards | 42 | 2 | 7.21 | avoid_name:LTJ Bukem, prior_artist_after_switch:LTJ Bukem relaxing, beautiful, dnb, drum bass, Dance, amazingly alluring intelligent dnb |
| 8 | Attack Ships On Fire London Elektricity |
Syncopated City | 0 | 280 | 4.00 | morning, drum'n'bass, dnb, Dance, unsyncopated ensemble rhythms, geddit |
| 9 | Butterflies Andy Stott |
Too Many Voices | 25 | 110 | 4.12 | experimental, electronic, abstract, downtempo, Electronic, bass music |
| 10 | Bare Religion London Elektricity |
Syncopated City | 0 | 11 | 3.00 | dnb, Dance, liquid, soul, d&b, chillout |
| 11 | Dignity Found Whiney |
Preludes EP | 0 | 49 | 3.00 | Drum & Bass, Dance, Electronic |
| 12 | Ultraviolet Fred V & Grafix |
Oxygen | 1 | 220 | 3.00 | drum and bass, dnb, liquid funk, Electronic, Drum & Bass, liquid drum and bass |
| 13 | Altitude Fred V & Grafix |
Oxygen | 1 | 17 | 3.00 | Drum & Bass, Rock, Electronic |
| 14 | Nightwalker - Original Mix Nelver |
Offworld Transmissions Volume 3 | 24 | 132 | 2.12 | Drum & Bass, Dance |
| 15 | Away With Me - Calibre Remix Tamara Blessa |
Delay No More (The Remixes) | 46 | 20 | 2.23 | Drum & Bass, Dance |
| 16 | Clap Track Lynx |
Clap Track | 0 | 47 | 3.00 | Drum & Bass, Dance, Electronic |
| 17 | Fasten Your Seatbelt (Ft. The Freestylers) Freestylers |
Hold Your Colour | 0 | 408 | 6.00 | dnb, Dance, now thats what i call awesome, kedvenc, house, awesome |
| 18 | Shine In Nu:Tone |
Shine in | 0 | 60 | 3.00 | drum and bass, liked, electronic, Dance, Electronic, drum n bass |
| 19 | We Can Have It All - Sigma Remix Danny Byrd |
We Can Have It All EP | 1 | 129 | 3.00 | drum and bass, electronic, Electronic, nice, Drum & Bass, Rock |
| 20 | Unfolding Etherwood |
New Blood 013 | 0 | 1 | 4.00 | drum and bass, barturismooth, newisst, liquid, Drum & Bass, atmospheric drum and bass |
Predicted Response
You're in the right headspace — "Viewpoint" by LTJ Bukem is a perfect fit with its deep, atmospheric drum & bass groove and that signature abstract visual style that feels both geometric and meditative. The way the beats unfold like a slow-motion silhouette against a dark sky really matches the mood you're after.
I'm trying to remember a K-Pop song from a few years ago that was really popular, everyone seemed to know it.
Open row audit
Recommendation fit: weak fit
The user wants a massive early-to-mid-2010s K-Pop hit that was played everywhere, but 'Fine' by Taeyeon (2017) is a bit late and not as universally iconic as 'Up & Down' by EXID (2014), which was a viral sensation and fits the description better.
The audit did not find a clearly better clean alternative in the inspected list/pool.
Likely cause: no specific pipeline gap was identified.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): weak fit. Best shown candidate: rank 2. The user wants a massive early-to-mid-2010s K-Pop hit that was played everywhere, but 'Fine' by Taeyeon (2017) is a bit late and not as universally iconic as 'Up & Down' by EXID (2014), which was a viral sensation and fits the description better.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #2: Up & Down by EXID
The user wants a massive early-to-mid-2010s K-Pop hit that was played everywhere, but 'Fine' by Taeyeon (2017) is a bit late and not as universally iconic as 'Up & Down' by EXID (2014), which was a viral sensation and fits the description better.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · weak fitResponse Quality
response quality: thin
The response grounds itself in the submitted track 'Fine' and is conversationally relevant, but it does not justify why this specific song fits the user's request for a massive early-to-mid-2010s hit, as 'Fine' is from 2017 and not as universally iconic as the user describes.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state captures genre and popularity but omits the crucial time period constraint (early to mid-2010s) and the specific 'massive hit' intensity, which could lead to retrieving songs from the wrong era or insufficiently iconic tracks.
missing: time period: early to mid-2010s; massive hit / played everywhere
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm trying to remember a K-Pop song from a few years ago that was really popular, everyone seemed to know it.
State
Current request: Find a popular K-Pop song from a few years ago that was widely known.
Hard rejected names:
Soft avoid names:
Positive terms: i m, trying, remember, k pop, few, years, ago, was, really, popular, everyone, seemed, know, find, widely, known
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "attribute",
"facet": "genre",
"value": "K-Pop",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "K-Pop song"
},
{
"type": "attribute",
"facet": "popularity",
"value": "popular",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "really popular"
},
{
"type": "attribute",
"facet": "popularity",
"value": "everyone seemed to know",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "everyone seemed to know"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"K-Pop",
"popular",
"everyone seemed to know"
],
"played_track_ids": []
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Fine TAEYEON |
My Voice - The 1st Album | 65 | 33 | 1.32 | K-Pop, Pop, 2017, fine |
| 2 | Up & Down EXID |
AH YEAH | 61 | 44 | 1.30 | faves, kpop, Easy Listening, 2013, korean drama ost, korean |
| 3 | Crush I.O.I |
Crush (From Produce 101) | 41 | 2 | 1.21 | pop, girl group, eletronic, K-Pop, bop, kpop |
| 4 | Adore U SEVENTEEN |
SEVENTEEN 1st Mini Album ’17 CARAT’ | 62 | 14 | 1.31 | K-Pop, korean pop, pops in seoul, korean, k-pop, Pop |
| 5 | Final Song MØ |
Final Song | 66 | 151 | 0.33 | Pop, Dance, Electronic |
| 6 | Oh NaNa (Hidden. HUR YOUNG JI) KARD |
K.A.R.D Project Vol.1 "Oh NaNa" | 51 | 15 | 1.25 | k-pop, Pop, Dance, K-Pop |
| 7 | MOVE TAEMIN |
MOVE - The 2nd Album | 63 | 59 | 1.31 | pop, best of 2017, K-Pop, shinee, kpop, taemin |
| 8 | BOOMBOOM SEVENTEEN |
Seventeen 3rd Mini Album ’Going Seventeen’ | 59 | 1 | 1.29 | k-pop, Pop, K-Pop |
| 9 | It's Definitely You JIN |
HWARANG, Pt. 2 (Music from the Original TV Series) | 5 | 82 | 1.02 | bts jin, ost, K-Pop, hwarang, jin, bts |
| 10 | VERY NICE SEVENTEEN |
Love&Letter repackage album | 70 | 4 | 1.35 | Pop, K-Pop |
| 11 | Shining Diamond SEVENTEEN |
SEVENTEEN 1st Mini Album ’17 CARAT’ | 52 | 23 | 1.26 | k-pop, Pop, seventeen, K-Pop |
| 12 | Beautiful Crush |
Guardian (Original Television Soundtrack) Part 4 | 69 | 96 | 1.34 | ost, K-Pop, crush, 2017, goblin, kdrama |
| 13 | Someone Like U Dalshabet |
Naturalness | 0 | 16 | 1.00 | retro, kpop, K-Pop, pop |
| 14 | WHISTLE - Japanese Version BLACKPINK |
BLACKPINK | 38 | 25 | 1.19 | Pop, J-Pop, K-Pop |
| 15 | HOLIDAY T-ARA |
DAY BY DAY | 0 | 35 | 1.00 | kpop, korean, k-pop, 10s k-pop, 2010s, korean pop |
| 16 | 20 SEVENTEEN |
SEVENTEEN 1st Mini Album ’17 CARAT’ | 53 | 32 | 1.26 | Pop, songs 2 cry 2, K-Pop |
| 17 | 11:11 TAEYEON |
11:11 | 59 | 75 | 1.29 | pop music, K-Pop, perfect, kpop, Pop, taeyeon |
| 18 | HONEYMOON B.A.P |
BLUE | 40 | 69 | 1.20 | Dance, best of 2017, K-Pop, kpop, masterpiece, feels like the honeymoon |
| 19 | ah-ah Teen Top |
NATURAL BORN TEEN TOP | 40 | 11 | 1.20 | K-Pop |
| 20 | Forever EXO |
THE WAR - The 4th Album | 50 | 78 | 1.25 | best of exo, beautiful, parrful, Dance, best of 2017, epic |
Predicted Response
You asked for a popular K-Pop song from a few years ago that everyone knew—and while "Fine" came out in 2017, it's still one of those songs that just *stuck*, with Taeyeon’s smooth voice and soulful vibe making it a favorite across the world. It’s the kind of track you’d hear everywhere, even years later.
Absolutely! "Thine Planetarium" is another excellent track that fits perfectly. Keep them coming! I'm really enjoying this chill instrumental flow.
Open row audit
Recommendation fit: strong fit
The user explicitly asked for more RJD2 instrumental tracks with the same chill vibe, and 'The Proxy' is an instrumental track from the same album 'Deadringer' that fits perfectly with the established flow.
The audit did not find a clearly better clean alternative in the inspected list/pool.
Likely cause: no specific pipeline gap was identified.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): strong fit. Best shown candidate: rank 1. The user explicitly asked for more RJD2 instrumental tracks with the same chill vibe, and 'The Proxy' is an instrumental track from the same album 'Deadringer' that fits perfectly with the established flow.
Recommendation Fit
accepted submitted rank #1: The Proxy by RJD2
The user explicitly asked for more RJD2 instrumental tracks with the same chill vibe, and 'The Proxy' is an instrumental track from the same album 'Deadringer' that fits perfectly with the established flow.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · strong fitResponse Quality
response quality: clear
The response clearly references the submitted track 'The Proxy' by RJD2, explains its chill instrumental vibe with specific musical details (electric bass riff, layered samples), and aligns with the user's request for more tracks like 'Thine Planetarium' for focused work.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state correctly captures the user's request for more chill instrumental tracks by RJD2, with no missing constraints or stale information.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I need some background music for studying. Something that won't distract me.
Smoke & Mirrors -- RJD2
You'll really appreciate "Smoke & Mirrors." It's got that smooth, soulful instrumental feel from "Deadringer" that I know you appreciate.
This is pretty good, I like the RJD2 vibe. But I need something strictly instrumental, no vocals at all, to really help me concentrate.
Final Frontier -- RJD2
Awesome, glad you're feeling "Smoke & Mirrors"! How about another classic RJD2 track from "Deadringer" called "Final Frontier"? It's got that unmistakable instrumental hip-hop and trip hop feel, I think you'll really like this one too!
Yes, "Final Frontier" is perfect! This is exactly the kind of instrumental track I'm looking for. Do you have more tracks with this kind of vibe?
2 More Dead -- RJD2
Awesome! Glad you're digging "Final Frontier." For another deep cut from RJD2's "Deadringer" album that keeps that instrumental, chilled-out vibe going, I'd suggest "The Proxy." It's got those trippy soundscapes and grooves that make his music so unique.
Yes, this is also excellent! These RJD2 instrumental tracks are exactly what I need for deep work. The vibe is perfect.
Good Times Roll Pt. 2 -- RJD2
Glad you're liking the instrumental vibes, my friend! To keep that RJD2 flow going strong, how about "2 More Dead"? It's another standout from "Deadringer" with that signature instrumental funk and some awesome turntablism.
This selection is perfect for my workflow. Thank you! These tracks create exactly the right atmosphere for deep work.
Thine Planetarium -- RJD2
Alright, if "2 More Dead" hit the spot, then you definitely need to check out "Good Times Roll Pt. 2" by RJD2. It's another instrumental gem from "Deadringer" that keeps those good vibes rolling.
Absolutely! "Thine Planetarium" is another excellent track that fits perfectly. Keep them coming! I'm really enjoying this chill instrumental flow.
State
Current request: More RJD2 instrumental tracks with the same chill, instrumental vibe.
Hard rejected names:
Soft avoid names:
Positive terms: absolutely, thine, planetarium, another, excellent, fits, perfectly, keep, coming, i m, really, enjoying, chill, instrumental, flow, rjd2, same, vibe
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "artist",
"facet": null,
"value": "RJD2",
"role": "current_target",
"anchor_use": "must_use",
"relation": "exact_target",
"reuse": "must_reuse",
"source_turn": 6,
"mentioned_current_turn": false,
"evidence_text": "Keep them coming"
},
{
"type": "attribute",
"facet": "sonic",
"value": "instrumental",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 6,
"mentioned_current_turn": true,
"evidence_text": "instrumental tracks"
},
{
"type": "attribute",
"facet": "mood",
"value": "chill",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 6,
"mentioned_current_turn": true,
"evidence_text": "chill instrumental flow"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [
"RJD2"
],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"instrumental",
"chill"
],
"played_track_ids": [
"5e48bed4-eeb7-48ee-943e-6523bcf2dc48",
"92f5d4f5-d2b6-4e36-bd52-cb0be9936d0f",
"5fae0cb9-eb65-4283-a4fd-b29cde521006",
"5d9c32e5-7a26-44ea-b97e-547223960aec",
"28464be8-860b-497e-9048-9a8432ec4524"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | The Proxy RJD2 |
Deadringer: Deluxe | 35 | 4 | 4.17 | columbus, experimental, electric guitars, rockpop, sunday social, recos |
| 2 | Chicken-Bone Circuit RJD2 |
Deadringer: Deluxe | 29 | 2 | 2.15 | electro-funk, trip-hop, Hip-Hop/Rap, instrumental, dub-funk beats, nu breaks |
| 3 | Ghostwriter RJD2 |
Deadringer: Deluxe | 58 | 1 | 5.29 | soul, favorites, electglitchdubhop, jazz hop, hiphopapocrypha, good vibe |
| 4 | Ghostwriter Remix RJD2 |
The Horror: Deluxe | 27 | 5 | 3.13 | experimental, underground hip-hop, jmiyun, turntablism, vibrant, chilled beats |
| 5 | The Horror RJD2 |
Deadringer: Deluxe | 36 | 3 | 4.18 | experimental, loved, nu jazz, space music, epic, video |
| 6 | Seven Light Years (Instrumental) RJD2 |
In Rare Form | 31 | 6 | 3.15 | trip-hop, Hip-Hop/Rap, instrumental, revolutionary, chillax, vanguardia primitiva |
| 7 | F.H.H. (Instrumental) RJD2 |
The Horror: Deluxe | 20 | 14 | 2.10 | sultry, Hip-Hop/Rap, instrumental hip hop, definitive jux, hip-hop |
| 8 | Going and Going. And Going. (Instrumental Version) RJD2 |
The Abandoned Lullaby - Instrumentals | 8 | 58 | 2.04 | R&B/Soul |
| 9 | Hand-Me-Downs (Instrumental) RJD2 |
Things Go Better: Instrumentals | 8 | 32 | 2.04 | Hip-Hop/Rap |
| 10 | Since We Last Spoke RJD2 |
Since We Last Spoke: Deluxe | 33 | 16 | 3.17 | energetic, big drums, loved, mountainbike, 2004, experimental pop |
| 11 | 1976 RJD2 |
Since We Last Spoke: Deluxe | 45 | 12 | 3.23 | experimental, loved, sopperfield, spring, nu jazz, investigate |
| 12 | Games You Can Win (Instrumental) RJD2 |
Inversions of the Colossus | 9 | 35 | 3.04 | metro downtempo, Hip-Hop/Rap, chillout, toys and games |
| 13 | Iced Lightning RJD2 |
Since We Last Spoke: Deluxe | 21 | 22 | 3.10 | sleep, uptempo hip-hop, tommi best, ice cream jones, easy listening, mellow electronic |
| 14 | Ring Finger RJD2 |
Since We Last Spoke: Deluxe | 24 | 7 | 3.12 | experimental, sebastien schuller, loved, smoothing out, favorites, quirky |
| 15 | Let There Be Horns RJD2 |
The Colossus | 17 | 34 | 2.08 | big, songs even i dance to, majestic, turntablism, davaho53, horns |
| 16 | Descended from Myth RJD2 |
More Is Than Isn't | 28 | 55 | 2.14 | Hip-Hop/Rap, indie, hip hop, abstract hiphop, instrumental hip-hop, rjs electrical connections |
| 17 | Mad Blunted Jazz DJ Cam |
Underground Vibes | 0 | 28 | 4.00 | chill chill, lounge electronic, acid lounge, easy listening, klaus, ninja tune |
| 18 | Dusk to Dawn Emancipator |
Dusk to Dawn | 54 | 8 | 2.27 | instrumental hip hop, radioparadise, Instrumental, piano, lounge, hann with gun |
| 19 | Ohhh Baby Flamingosis |
Bright Moments | 0 | 42 | 2.00 | chill hop, Hip-Hop/Rap, Electronic, instrumental hip hop, future funk, R&B/Soul |
| 20 | I Juswanna Chill Large Professor |
The LP | 52 | 104 | 1.26 | banned, Hip-Hop/Rap, hip-hop |
Predicted Response
You're in the right headspace—just dropped *The Proxy* by RJD2, a smooth, groove-driven instrumental with that signature chill vibe you're into. The laid-back electric bass riff and layered samples create a mellow, almost cinematic feel, perfect for unwinding.
Yes! 'Johnny Too Bad Freestyle' is exactly what I was looking for from 'Everything Under The Sun'. This is great! These tracks hit exactly the sound I was looking for. Play 'Johnny Too Bad Freestyle - Rarities Version'.
Open row audit
Recommendation fit: bad fit
The user explicitly asked to play 'Johnny Too Bad Freestyle - Rarities Version', not for a new recommendation. None of the candidate tracks is that requested song, so no submitted track should be recommended.
The audit did not find a clearly better clean alternative in the inspected list/pool.
Likely cause: no specific pipeline gap was identified.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. No valid submitted track was identified. The user explicitly asked to play 'Johnny Too Bad Freestyle - Rarities Version', not for a new recommendation. None of the candidate tracks is that requested song, so no submitted track should be recommended.
Recommendation Fit
no valid submitted recommendation: No valid submitted track
The user explicitly asked to play 'Johnny Too Bad Freestyle - Rarities Version', not for a new recommendation. None of the candidate tracks is that requested song, so no submitted track should be recommended.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response correctly references the user's positive reaction to the freestyle track, grounds the recommendation in the same album and reggae-punk style, and avoids any contradictions or unsupported claims.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state correctly captures the user's request to play 'Johnny Too Bad Freestyle - Rarities Version' by Sublime from 'Everything Under The Sun', and includes all relevant constraints from the conversation.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm looking for Sublime tracks that blend reggae and punk, with a driving beat, and are featured on their 'Everything Under The Sun' rarities album.
STP - Rarities Version -- Sublime
Awesome! If you're digging that raw Sublime energy, you've absolutely got to check out "STP - Rarities Version." It's got that perfect blend of punk and ska punk, truly embodying what makes Sublime so iconic. Give it a listen!
Yeah, 'STP' definitely has that raw energy I'm looking for, and it's on the right album. Can you filter those results to include only tracks with a tempo between 80-100 bpm and a focus on catchy guitar riffs? I want to ensure that driving beat is really there.
5446 Thats My Number/ Ball And Chain -- Sublime
Awesome! Glad you're enjoying the deep cuts. For your next listen, how about "5446 Thats My Number/ Ball And Chain"? It's another classic Sublime track with that killer ska punk energy you love.
Hold on, '5446 Thats My Number' is a great track, but I specifically asked for songs from the 'Everything Under The Sun' rarities album. Can you find tracks from *that* album that still blend reggae and punk, have a driving beat, and catchy guitar riffs? I really need them from 'Everything Under The Sun'.
Scarlet Begonias -- Sublime
Awesome! If you're looking for more of that classic Sublime ska punk, you've got to hear "Scarlet Begonias." It's a fan favorite for a reason, blending all those awesome reggae and punk elements.
I appreciate the genre alignment, but you're still recommending tracks from the wrong album. I need Sublime tracks that blend reggae and punk, with a driving beat and catchy guitar riffs, AND are specifically from their 'Everything Under The Sun' rarities album. Please focus on that album exclusively.
Smoke Two Joints -- Sublime
So glad you're enjoying these! You absolutely have to check out "Smoke Two Joints" next. It's one of Sublime's most iconic tracks, packed with that laid-back yet edgy ska punk feel you love.
This isn't working. 'Smoke Two Joints' is not from 'Everything Under The Sun'. I'm only looking for Sublime tracks that are on their 'Everything Under The Sun' rarities album, and they need to blend reggae and punk with a driving beat and catchy guitar riffs. Please stick to that album for the recommendations.
Ebin -- Sublime
Totally get that! Since you're still craving that awesome ska punk energy, how about "Ebin"? It's got that undeniable Sublime sound and groove that you're sure to love. Give it a spin!
This is getting frustrating. 'Ebin' is also not from 'Everything Under The Sun'. I need Sublime tracks that blend reggae and punk, with a driving beat, and are featured on their 'Everything Under The Sun' rarities album. Please focus on *that* album only.
Right Back -- Sublime
Perfect! If you're still in the mood for that classic Sublime blend, you should definitely check out "Right Back." It's got that unmistakable ska punk energy that makes them so great.
This is still not correct. 'Right Back' is from '40oz To Freedom'. I am looking for Sublime tracks that blend reggae and punk, with a driving beat, and are *only* featured on their 'Everything Under The Sun' rarities album. Please, only tracks from 'Everything Under The Sun'.
Johnny Too Bad Freestyle - Rarities Version -- Sublime
Awesome! If you're looking for another track with that classic Sublime sound, give "Johnny Too Bad Freestyle - Rarities Version" a listen. It's got that raw reggae-punk energy that I think you'll really dig.
Yes! 'Johnny Too Bad Freestyle' is exactly what I was looking for from 'Everything Under The Sun'. This is great! These tracks hit exactly the sound I was looking for. Play 'Johnny Too Bad Freestyle - Rarities Version'.
State
Current request: Play 'Johnny Too Bad Freestyle - Rarities Version' by Sublime.
Hard rejected names:
Soft avoid names:
Positive terms: yes, johnny, too, bad, freestyle, exactly, what, was, looking, everything, under, sun, great, these, hit, sound, play, rarities, version, sublime
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "track",
"facet": null,
"value": "Johnny Too Bad Freestyle - Rarities Version",
"role": "current_target",
"anchor_use": "must_use",
"relation": "exact_target",
"reuse": "must_reuse",
"source_turn": 8,
"mentioned_current_turn": true,
"evidence_text": "Play 'Johnny Too Bad Freestyle - Rarities Version'"
},
{
"type": "artist",
"facet": null,
"value": "Sublime",
"role": "current_target",
"anchor_use": "must_use",
"relation": "exact_target",
"reuse": "must_reuse",
"source_turn": 8,
"mentioned_current_turn": true,
"evidence_text": "Sublime"
},
{
"type": "album",
"facet": null,
"value": "Everything Under The Sun",
"role": "current_target",
"anchor_use": "must_use",
"relation": "exact_target",
"reuse": "must_reuse",
"source_turn": 8,
"mentioned_current_turn": true,
"evidence_text": "from 'Everything Under The Sun'"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [
"Sublime"
],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [],
"played_track_ids": [
"74b0756a-d65f-4dba-8c0a-ccaca0230735",
"d50111b2-71cb-48a7-8beb-3a05420125d9",
"4a3bad54-69c5-4907-8b9a-2265081e186f",
"50f9048f-7b3a-4d0a-bc32-16f5124d5bf5",
"2456ac67-03db-4897-a976-e0e6c8d99b47",
"008db103-8bdc-4674-b992-19575aa23ea6",
"bcba1fcf-6ac7-4c31-9c1a-5f21603f4ebb"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Lou Makes Friends - Rarities Version Sublime |
Everything Under The Sun | 45 | 2 | 6.22 | reggae-punk, Rock |
| 2 | Live At E's Sublime |
40oz To Freedom (Explicit Version) | 46 | 5 | 8.23 | loved, muito som, alternative rock, soul, play 2, benji |
| 3 | KRS-One Sublime |
40oz To Freedom (Explicit Version) | 48 | 9 | 2.24 | sweet, ska, awesome, worst, drugs, new college |
| 4 | Chica Me Tipo Sublime |
40oz To Freedom (Explicit Version) | 48 | 6 | 7.24 | sublimeinminds tag set, raggae, alternative rock, soul, ninja tune, essentials |
| 5 | 40oz. To Freedom Sublime |
40oz To Freedom (Explicit Version) | 65 | 7 | 2.33 | punk, ska punk, ska, hmm, rock, loved |
| 6 | New Thrash Sublime |
40oz To Freedom (Explicit Version) | 45 | 8 | 5.22 | punk, under two minutes, heavy, ska-punk, hardcore, fav0urit3 |
| 7 | Waiting For My Ruca Sublime |
40oz To Freedom (Explicit Version) | 65 | 1 | 4.33 | experimental, folk, sleep, alternative rock, soul, essentials |
| 8 | Date Rape Sublime |
40oz To Freedom (Explicit Version) | 65 | 4 | 3.33 | punk, ska-punk, hard rock, 1990s, favorite, 1991 |
| 9 | What Happened Sublime |
40oz To Freedom (Explicit Version) | 50 | 10 | 5.25 | loved, alternative rock, soul, drinking, ska dub, epic |
| 10 | Badfish Sublime |
Jah Won't Pay The Bills | 74 | 29 | 7.37 | loved, sleep, coldplay, alternative rock, soul, cali |
| 11 | Having A Real Bad Day Taj Mahal |
Señor Blues | 27 | 324 | 1.14 | blues, contemporary blues, rock, mg night and day, folk, blues tag |
| 12 | You Better Listen Sublime With Rome |
Yours Truly (Deluxe) | 56 | 15 | 1.28 | alternative rock, Rock, Alternative, Reggae |
| 13 | Bad Seeds Tomorrows Bad Seeds |
Early Prayers | 43 | 337 | 2.21 | cali stoner music, blaze, Reggae, cleoritz, tokin tunes, classic rock faves huey |
| 14 | Too Much Bonaparte |
Too Much | 31 | 260 | 2.15 | dans schwede dans, experimental, blippy, kathas lieblingslieder, 21st century, abfab |
| 15 | Same In The End Sublime |
Sublime | 64 | 11 | 3.32 | third-wave ska, uuh, coldplay, alternative rock, soul, spring |
| 16 | Same Old Situation Sublime With Rome |
Yours Truly (Deluxe) | 44 | 3 | 1.22 | Alternative, Rock, same old situation, Reggae |
| 17 | PCH Sublime With Rome |
Yours Truly (Deluxe) | 44 | 24 | 1.22 | pop, relaxing, rock, Reggae, Alternative, Rock |
| 18 | Born Free 10 Ft. Ganja Plant |
Hillside Airstrip | 30 | 419 | 0.15 | indierock, ska, Reggae, metro reggae, roots, jamband |
| 19 | Too Late for Goodbyes Julian Lennon |
Valotte | 55 | 2.27 | Pop, rock, johne lennone |
|
| 20 | My Freestyle Dub Inc |
Diversité | 48 | 16 | 1.24 | dub-reggea, relaxing, french dancehall, cookieboogie, 00s, freedom |
Predicted Response
Since you’re vibing with that raw, energetic freestyle from Sublime’s *Everything Under The Sun* era, you’ll love “Lou Makes Friends - Rarities Version”—it’s got that same gritty, carefree swagger, with a reggae-punk groove that feels like a sun-soaked street jam. Perfect for when you want more of that unapologetic, off-the-cuff Sublime magic.
Yes! This is way better! "Superman Lost" has that awesome energetic electronic sound, and the album art is so vibrant and cool with all the colors. This is exactly the kind of visual-musical connection I wanted! Can you show me more tracks that have this kind
Open row audit
Likely wrong
The top recommendation is The Sky by Mat Zo, but it repeats something the user was trying to move away from: 'Mat Zo'.
From the submitted list, Harder, Better, Faster, Stronger by Daft Punk looks better because it avoids the top pick's rule violation; fusion stage already ranked it #991; catalog popularity is 75; metadata/tags match: better, awesome, energetic.
Likely cause: final ordering placed a weaker/invalid item over clean candidates.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. Best shown candidate: rank 6. The user explicitly enjoyed 'Superman Lost' by Mat Zo and asked for more tracks like it, but candidate 1 (The Sky) is also by Mat Zo, violating the clear move-away from the same artist. The best fit is candidate 6 (Harder, Better, Faster, Stronger by Daft Punk), which features bold, colorful album art and upbeat electronic music matching the request.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #6: Harder, Better, Faster, Stronger by Daft Punk
The user explicitly enjoyed 'Superman Lost' by Mat Zo and asked for more tracks like it, but candidate 1 (The Sky) is also by Mat Zo, violating the clear move-away from the same artist. The best fit is candidate 6 (Harder, Better, Faster, Stronger by Daft Punk), which features bold, colorful album art and upbeat electronic music matching the request.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response directly references the submitted track 'The Sky' by Mat Zo, explains how its energetic electro house sound and colorful feel match the user's request for bold, abstract artwork and upbeat electronic music, and stays coherent with the conversation history.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state correctly captures the user's request for more tracks with bold, colorful, abstract artwork and upbeat electronic music, marks the previously satisfied track and artist as avoid_exact, and includes no contradictions or stale data.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
Can you show me some tracks that have vibrant, eye-catching covers and an energetic sound?
Leaving Earth -- Seven Lions
If you're still in that electronic mood, you might really get into "Leaving Earth" by Seven Lions. It's got a cool, expansive sound that's super immersive. Give it a shot!
The music is cool, definitely energetic! But the album art for "Leaving Earth" isn't as vibrant and bold as I was hoping. Can you find something with really eye-popping, perhaps abstract or neon-style artwork, combined with an upbeat electronic track?
Superman Lost -- Mat Zo
Nice! Glad you enjoyed "Leaving Earth." If you're digging that electronic vibe, you absolutely have to check out "Superman Lost" by Mat Zo. It's got some awesome vocals and a really solid electronic beat that I think you'll find pretty epic!
Yes! This is way better! "Superman Lost" has that awesome energetic electronic sound, and the album art is so vibrant and cool with all the colors. This is exactly the kind of visual-musical connection I wanted! Can you show me more tracks that have this kind of bold, colorful, abstract artwork with upbeat electronic music?
State
Current request: More tracks with bold, colorful, abstract artwork and upbeat electronic music, using Superman Lost as a satisfied reference.
Hard rejected names:
Soft avoid names: Superman Lost, Mat Zo
Positive terms: yes, way, better, superman, lost, has, awesome, energetic, electronic, sound, album, art, vibrant, cool, all, colors, exactly, kind, visual musical, connection, wanted, show, bold, colorful, abstract, artwork, upbeat, using, satisfied, reference
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "track",
"facet": null,
"value": "Superman Lost",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "Superman Lost"
},
{
"type": "artist",
"facet": null,
"value": "Mat Zo",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 2,
"mentioned_current_turn": false,
"evidence_text": "Mat Zo"
},
{
"type": "attribute",
"facet": "visual",
"value": "bold colorful abstract artwork",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "bold, colorful, abstract artwork"
},
{
"type": "attribute",
"facet": "genre",
"value": "electronic",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "electronic sound"
},
{
"type": "attribute",
"facet": "energy",
"value": "upbeat",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "upbeat electronic track"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"bold colorful abstract artwork",
"electronic",
"upbeat"
],
"played_track_ids": [
"735b1e39-d0c3-4afa-bc2a-9c84831e33d2",
"cf43eb3b-e74b-4aba-9e57-94874f828ce8"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | The Sky Mat Zo |
Damage Control | 0 | 2 | 1.00 | avoid_name:Mat Zo dance, electro house, electronica |
| 2 | Smacked Up On Jack Mat Zo |
Self Assemble | 8 | 1 | 1.04 | avoid_name:Mat Zo Electronic |
| 3 | Superman Taiwan MC & Plex Rock |
Polishing Peanuts EP | 46 | 6 | 2.23 | Electronic, fip, Rock, electroswing |
| 4 | Evening Star Cannons |
Spells | 53 | 10 | 1.26 | Pop, Electronic |
| 5 | Superhero Chris Linton |
Superhero | 5 | 12 | 1.02 | Dance, Electronic |
| 6 | Harder, Better, Faster, Stronger Daft Punk |
Discovery | 75 | 991 | 6.38 | punk, robot, experimental, Dance, energetic, loved |
| 7 | Superman Lazlo Bane |
All The Time In The World | 51 | 5 | 8.26 | alternative rock, easy listening, supermen, laid back, Alternative, favorites |
| 8 | Hum With Me John De Sohn |
Hum With Me | 42 | 35 | 1.21 | Pop, Dance, Electronic |
| 9 | On Sight Kanye West |
Yeezus | 75 | 626 | 3.38 | experimental, industrial hip-hop, eletrohop, yeezy, 2013, def jam |
| 10 | Shifted Thoughts La Mar |
Shifted Thoughts | 0 | 23 | 1.00 | Electronic |
| 11 | HUMBLE. - SKRILLEX REMIX Skrillex |
HUMBLE. (SKRILLEX REMIX) | 69 | 535 | 0.34 | Hip-Hop/Rap, skrillex |
| 12 | Would You Ever Skrillex |
Would You Ever | 60 | 1.30 | dance, electronic, Dance, Electronic |
|
| 13 | The System Daniel Deluxe |
Desync (Original Soundtrack, Vol. 1) | 25 | 56 | 2.12 | Electronic, Soundtracks |
| 14 | 80s Fitness - Original Mix Koan Sound |
The Adventures of Mr. Fox | 23 | 38 | 2.12 | glitch hop, electronic, Dance, dubstep, filthstep, glitch house |
| 15 | One More Time Daft Punk |
Discovery | 82 | 137 | 7.41 | Dance, energetic, trance, 00s, one, 90s |
| 16 | Love U RAIZHELL |
Love U | 0 | 13 | 1.00 | electronic, Dance, Electronic |
| 17 | Falls (feat. Sasha Sloan) ODESZA |
A Moment Apart | 56 | 3.28 | Pop, Rock, Electronic |
|
| 18 | Cheated Pascäal |
Fragile | 26 | 61 | 1.13 | beats, Electronic |
| 19 | Spilt Milk Feed Me |
A Giant Warrior Descends on Tokyo | 0 | 850 | 1.00 | electronic, Dance, complextro, dubstep, electro, dance |
| 20 | Invincible Deaf Kev |
Invincible | 1 | 67 | 1.00 | Dance, Electronic |
Predicted Response
Love the vibe you're going for—bold visuals and high-energy electronic beats! "The Sky" by Mat Zo is a perfect match: it's got that punchy, upbeat electro house energy with a wild, colorful sound that feels like a neon explosion, just like the art you're into.
Yes, 'We Are' is exactly it! I've got it! It's definitely the driving, anthemic drum beat combined with the powerful, soaring chorus and Taka's passionate vocal delivery that hooks me. The way his voice carries that emotional weight with such intensity over th
Open row audit
Recommendation fit: weak fit
While 'Taking Off' is a ONE OK ROCK track, candidate 4 (C.h.a.o.s.m.y.t.h.) better matches the user's request for energetic drum patterns, anthemic choruses, and intense vocal performances from their earlier catalog, as 'Taking Off' leans more pop rock and less intense than the examples discussed.
The audit did not find a clearly better clean alternative in the inspected list/pool.
Likely cause: no specific pipeline gap was identified.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): weak fit. Best shown candidate: rank 4. While 'Taking Off' is a ONE OK ROCK track, candidate 4 (C.h.a.o.s.m.y.t.h.) better matches the user's request for energetic drum patterns, anthemic choruses, and intense vocal performances from their earlier catalog, as 'Taking Off' leans more pop rock and less intense than the examples discussed.
Recommendation Fit
preferred submitted rank #4: C.h.a.o.s.m.y.t.h. by ONE OK ROCK
While 'Taking Off' is a ONE OK ROCK track, candidate 4 (C.h.a.o.s.m.y.t.h.) better matches the user's request for energetic drum patterns, anthemic choruses, and intense vocal performances from their earlier catalog, as 'Taking Off' leans more pop rock and less intense than the examples discussed.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · weak fitResponse Quality
response quality: clear
The response clearly references the submitted track 'Taking Off', highlights the energetic drums, anthemic chorus, and emotional vocal delivery that the user explicitly asked for, and stays coherent with the latest user turn without any contradictions or unsupported claims.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state correctly captures the user's request for more ONE OK ROCK songs with the specified energetic drum patterns, anthemic choruses, intense vocal performances, and strong emotions, with no missing or stale constraints.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I really connect with 'I Was King' by ONE OK ROCK, but I can't quite put my finger on why. What elements make this song so powerful?
Clock Strikes -- ONE OK ROCK
If you're looking for more of that epic ONE OK ROCK sound, you absolutely have to check out "Clock Strikes." It's another fan favorite with an incredible build-up and powerful lyrics.
That's a really good one! 'Clock Strikes' definitely has that strong, emotional build-up too. I think I'm getting closer, but it's still hard to say exactly what it is. Is there something about the vocal delivery in these songs, or maybe the instrumental arrangement, that makes them feel so powerful and intense?
Deeper Deeper -- ONE OK ROCK
So glad you're loving the energy! For another dose of that powerful ONE OK ROCK sound, you should totally check out "Deeper Deeper." It's got that addictive, driving rock feel that I think you'll really dig!
Yes, 'Deeper Deeper' is super energetic and has that powerful feel too! I think it's not just the energy, but something about how it builds up and then just explodes. Is there a specific drum pattern or guitar riff in these songs that gives them that driving, anthemic sound? Or maybe it's the chorus?
Liar -- ONE OK ROCK
Awesome, I'm happy to hear you enjoyed "Deeper Deeper"! If you're looking for another track with that kind of intensity and powerful rock vibe from ONE OK ROCK, you absolutely have to listen to "Liar." It's a classic and really hits hard!
Yes, 'Liar' is so strong and intense, I really like it! I think I'm realizing it's really about the chorus. The way the energy just explodes there, combined with the powerful drumming, really gets me. Can you help me find out if there's a pattern in the drum beats during the choruses of 'I Was King,' 'Clock Strikes,' and 'Liar' that makes them so impactful?
Kanzen kankaku Dreamer -- ONE OK ROCK
Absolutely! If you want something truly epic and amazing from ONE OK ROCK, you HAVE to listen to "Kanzen kankaku Dreamer." It's one of their most iconic and powerful anthems – a total masterpiece that I know you'll love!
Yes! 'Kanzen Kankaku Dreamer' totally hits it! That's exactly the kind of sound I mean. It's definitely the combination of that driving, energetic drum beat throughout the song, especially in the chorus, and how the chorus itself just soars and feels like an anthem. I'm so close to understanding it! Could we explore one more aspect – how does the vocal delivery, particularly Taka's singing, contribute to that anthemic, powerful feeling in these songs with such intense choruses and drums?
Jibun ROCK -- ONE OK ROCK
Absolutely! I love that you asked for "Jibun ROCK"! That's an amazing choice and definitely one of their most powerful and inspiring tracks. Get ready to feel totally pumped!
Yes! 'Jibun ROCK' is another perfect example! I've got it! It's definitely the driving, anthemic drum beat combined with the powerful, soaring chorus and Taka's passionate vocal delivery that hooks me. The way his voice carries that emotional weight with such intensity over those instruments is what truly resonates. Find me more ONE OK ROCK songs with similar energetic drum patterns, anthemic choruses, and intense vocal performances!
We Are -- ONE OK ROCK
That's awesome, so glad you felt that energy! If you're looking for more of that inspiring and powerful vibe, you absolutely have to check out "We Are" by ONE OK ROCK. It's an anthem with a really strong message, I think you'll love it!
Yes, 'We Are' is exactly it! I've got it! It's definitely the driving, anthemic drum beat combined with the powerful, soaring chorus and Taka's passionate vocal delivery that hooks me. The way his voice carries that emotional weight with such intensity over those instruments is what truly resonates. This is amazing, thank you so much! Please find me more ONE OK ROCK songs with similar energetic drum patterns, anthemic choruses, and intense vocal performances that convey strong emotions!
State
Current request: More ONE OK ROCK songs with energetic drum patterns, anthemic choruses, and intense vocal performances conveying strong emotions.
Hard rejected names:
Soft avoid names:
Positive terms: yes, exactly, i ve, got, it s, definitely, driving, anthemic, drum, beat, combined, powerful, soaring, chorus, taka s, passionate, vocal, delivery, hooks, way, his, voice, carries, emotional, weight, such, intensity, over, those, instruments, what, truly, resonates, amazing, thank, much, find, one, rock, similar
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "artist",
"facet": null,
"value": "ONE OK ROCK",
"role": "current_target",
"anchor_use": "must_use",
"relation": "exact_target",
"reuse": "must_reuse",
"source_turn": 7,
"mentioned_current_turn": true,
"evidence_text": "more ONE OK ROCK songs"
},
{
"type": "attribute",
"facet": "sonic",
"value": "energetic drum patterns",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 7,
"mentioned_current_turn": true,
"evidence_text": "energetic drum patterns"
},
{
"type": "attribute",
"facet": "sonic",
"value": "anthemic choruses",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 7,
"mentioned_current_turn": true,
"evidence_text": "anthemic choruses"
},
{
"type": "attribute",
"facet": "sonic",
"value": "intense vocal performances",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 7,
"mentioned_current_turn": true,
"evidence_text": "intense vocal performances"
},
{
"type": "attribute",
"facet": "mood",
"value": "strong emotions",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 7,
"mentioned_current_turn": true,
"evidence_text": "strong emotions"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [
"ONE OK ROCK"
],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"energetic drum patterns",
"anthemic choruses",
"intense vocal performances",
"strong emotions"
],
"played_track_ids": [
"e4ae522e-2e38-4dfb-8a83-045d2bc269a4",
"da9c05b6-88eb-4629-a245-f7da1c4ceed3",
"03298a4c-c20c-49a9-8bce-ccb571fe198f",
"7ce1ed9d-5ec8-4584-aa71-5a67db2781ea",
"fd3a653c-ad0d-4ae5-adcc-c20e72fc6043",
"ef5bc36d-ea99-4246-beea-a7b5a5f866d4"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Taking Off ONE OK ROCK |
Ambitions | 54 | 9 | 2.27 | pop rock, Rock, j-rock |
| 2 | Wherever you are ONE OK ROCK |
Niche Syndrome | 65 | 3 | 4.33 | queria estar morta, stuff i should be able to inject directly into my blood, favorite, wherever you are, fucking awesome, yeah |
| 3 | Re:make ONE OK ROCK |
Zankyō Reference | 55 | 4 | 4.28 | stuff i should be able to inject directly into my blood, favorite, 2011, i had to change my pants after this song, one ok rock, awesome |
| 4 | C.h.a.o.s.m.y.t.h. ONE OK ROCK |
Zankyō Reference | 53 | 1 | 3.27 | rock, 4star, jrock, Rock, chaos myth, japan |
| 5 | Answer is near ONE OK ROCK |
Zankyō Reference | 45 | 5 | 3.23 | rock, male vocalist, j-rock, one ok rock, japanese |
| 6 | Listen ONE OK ROCK |
Ambitions | 46 | 15 | 3.23 | pop rock, avril lavigne, amazing, pop rock, Rock, rock |
| 7 | Let's take it someday ONE OK ROCK |
Zankyō Reference | 40 | 2 | 4.20 | rock, Rock, visual kei, male vocalist, j-rock, J-Pop |
| 8 | Take What You Want (feat. 5 Seconds of Summer) ONE OK ROCK |
Ambitions | 58 | 12 | 3.29 | Rock, j-rock |
| 9 | キミシダイ列車 ONE OK ROCK |
Zankyō Reference | 51 | 6 | 2.25 | J-Pop, Rock |
| 10 | Hard To Love ONE OK ROCK |
Ambitions | 45 | 14 | 2.23 | Rock, pop rock |
| 11 | Take Me To The Top ONE OK ROCK |
35xxxv | 44 | 10 | 2.22 | rock, addictive, corefags, Rock, one ok rock |
| 12 | Cry Out ONE OK ROCK |
35xxxv | 55 | 7 | 4.28 | cryyy outttttttttttt will you teeeeeeeeell me now, Rock, the chorus, masterpiece, alternative rock, japanese rock |
| 13 | 3xxxv5 ONE OK ROCK |
35xxxv | 40 | 8 | 2.20 | queria estar morta, 2015, rock, Rock, best intro, 35xxxv |
| 14 | Hey Baby, Here's That Song You Wanted blessthefall |
Witness | 60 | 170 | 4.30 | emocore, cimx-fm, good song if you are insecure about someone, vocal, title is a full sentence, hardcore |
| 15 | Your Song Mayday Parade |
Valdosta EP | 31 | 13 | 7.16 | punk, pop punk, emotional, hardcore, amazing, tales told by dead friends |
| 16 | The Drug In Me Is You Falling In Reverse |
The Drug In Me Is You | 75 | 88 | 8.38 | trashbag filled with vomit, experimental, Punk, alternative rock, fashioncore, as awesome has having testicles in your face when you wake up |
| 17 | FILTH IN THE BEAUTY the GazettE |
Filth in the Beauty | 39 | 33 | 7.20 | scream your lungs out, rough and powerful, ps company, alternative rock, psc, songs that make me want to jump around and break shit |
| 18 | Ocean Avenue Yellowcard |
Ocean Avenue | 75 | 70 | 8.38 | radioultra, Punk, 2004, alternative rock, rock now, best songs ever |
| 19 | Say Ok Vanessa Hudgens |
V | 59 | 23 | 4.29 | say okay, ashley tisdale, ashlee simpson, hot, vanessa hudgens-say ok, top |
| 20 | Love Drunk Boys Like Girls |
Love Drunk | 65 | 702 | 8.32 | energetic, classics, loved, alternative rock, summer 09, songs that cheer me up |
Predicted Response
You’re gonna love this next one — *Taking Off* by ONE OK ROCK hits hard with those high-energy drums, a massive chorus that builds like a wave, and lead singer Takahiro Moriuchi pouring every bit of emotion into his voice. It’s the kind of song that feels like running toward something big, perfect for when you need a boost.
I need some happy, feel-good music right now to lift my spirits.
Open row audit
Recommendation fit: bad fit
The user asked for happy, feel-good music by Indonesian artists, but the top recommendation 'Rock & Roll' by Eric Hutchinson is not Indonesian. Candidate 2 'Seberapa Pantas' by Sheila On 7 is an Indonesian song that fits the request better.
The audit did not find a clearly better clean alternative in the inspected list/pool.
Likely cause: no specific pipeline gap was identified.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. Best shown candidate: rank 2. The user asked for happy, feel-good music by Indonesian artists, but the top recommendation 'Rock & Roll' by Eric Hutchinson is not Indonesian. Candidate 2 'Seberapa Pantas' by Sheila On 7 is an Indonesian song that fits the request better.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #2: Seberapa Pantas by Sheila On 7
The user asked for happy, feel-good music by Indonesian artists, but the top recommendation 'Rock & Roll' by Eric Hutchinson is not Indonesian. Candidate 2 'Seberapa Pantas' by Sheila On 7 is an Indonesian song that fits the request better.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: misleading
The response recommends a non-Indonesian artist (Eric Hutchinson is American), directly contradicting the user's goal of finding uplifting songs by Indonesian artists.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state correctly captures the user's request for happy, feel-good music but fails to include the important constraint from the conversation goal that the music should be by Indonesian artists, which could lead to retrieval of non-Indonesian tracks.
missing: No mention of Indonesian artists constraint from conversation goal; No mention of uplifting mood as a combined concept
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I need some happy, feel-good music right now to lift my spirits.
State
Current request: Happy, feel-good music to lift spirits.
Hard rejected names:
Soft avoid names:
Positive terms: need, some, happy, feel good, right, now, lift, spirits
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "attribute",
"facet": "mood",
"value": "happy",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "happy"
},
{
"type": "attribute",
"facet": "mood",
"value": "feel-good",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "feel-good"
},
{
"type": "attribute",
"facet": "mood",
"value": "lift my spirits",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "lift my spirits"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"happy",
"feel-good",
"lift my spirits"
],
"played_track_ids": []
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Rock & Roll Eric Hutchinson |
Sounds Like This | 54 | 179 | 2.27 | woot, easy listening, dees favs, life is sweet, feel-good, hakuna matata |
| 2 | Seberapa Pantas Sheila On 7 |
07 Des | 76 | 212 | 0.38 | morning, beautiful, jogja kos, lagu indonesia, shella on 7, strong |
| 3 | Yellow Coldplay |
Parachutes | 93 | 83 | 4.46 | loved, pretty, coldplay, alternative rock, easy listening, soul |
| 4 | Happy Day Fee |
We Shine | 37 | 96 | 1.19 | christ, happy, gcc worship, upbeat, christian, praise and worship |
| 5 | Easy Mac Ayres |
Easy | 63 | 750 | 0.32 | R&B/Soul |
| 6 | Lebih Indah Adera |
Lebih Indah | 68 | 33 | 0.34 | Pop, love at first listen |
| 7 | Alegria Compartilhada Forfun |
Alegria Compartilhada | 41 | 92 | 0.20 | vibe positive, reggae rock, Rock, Reggae, forfun |
| 8 | Royals Lorde |
The Love Club EP | 79 | 176 | 2.40 | minimal, soul, video clip, epic, english, 2010s |
| 9 | Slow Down Mac Ayres |
Drive Slow | 60 | 89 | 0.30 | R&B/Soul |
| 10 | Waiting On the World to Change John Mayer |
The Collection | 77 | 119 | 3.38 | folk, accoustic, political, the theme song for my generation, alternative rock, easy listening |
| 11 | Modern Nature Sondre Lerche |
Faces Down | 38 | 6 | 4.19 | feeling happy, this song makes me happy, hey song youre so fucking cute, folk, pretty, soul |
| 12 | Viva La Vida Coldplay |
DDB Hitzone Best Of 2008 | 90 | 22 | 5.45 | relaxing, makes me happy, beautiful, coldplay viva la vida, great lyrics, favorite |
| 13 | Friday Night The Click Five |
Greetings From Imrie House (U.S. Version) | 26 | 12 | 2.13 | pop punk, alternative rock, catchy, music that makes me want to get up, rock, sunny day music |
| 14 | K.O. Brodka |
Granda | 31 | 221 | 2.15 | guilty pleasures, beautiful, kocham, folk, brodka, granda |
| 15 | How D'Ya Like Your Eggs In The Morning Dean Martin |
Dean Martin: The Capitol Recordings, Vol. 2 (1950-1951) | 33 | 2 | 1.17 | happy, good morning, makes me smile, Easy Listening, unadulterated joy, swing |
| 16 | Care Sonder |
Into | 74 | 47 | 0.37 | R&B/Soul, Soundtracks |
| 17 | Torn Natalie Imbruglia |
Left Of The Middle | 82 | 222 | 2.41 | relaxing, guilty pleasures, beautiful, 1990s, female, cover |
| 18 | Happy Up Here Röyksopp |
Happy Up Here | 43 | 1 | 4.21 | makes me happy, experimental, royksopp, cheerful, röyksopp, groove lights |
| 19 | Shut Up and Dance WALK THE MOON |
Full Circle: The Live Anthology | 88 | 32 | 2.44 | African Dance, modern rock, dlmh, allemagne, synthrock, my 10s |
| 20 | Feel Sonder |
Into | 69 | 60 | 0.34 | R&B/Soul |
Predicted Response
Perfect — "Rock & Roll" by Eric Hutchinson is exactly the kind of upbeat, sunny tune that lifts your spirits. It’s got that carefree energy and playful charm that makes you want to smile, even on a cloudy day. Let it carry you like music is your aeroplane — happy, light, and full of life.
This is a great start! "End of an Empire" perfectly captures that powerful, epic sound with the strong warrior imagery. Can you recommend more folk/viking metal tracks that feature album art depicting mythological figures or grand battle scenes, paired with an
Open row audit
Likely wrong
The top recommendation is Battle Metal by Turisas, but it repeats something the user was trying to move away from: 'Turisas'.
From the submitted list, Twilight Of The Thunder God by Amon Amarth looks better because it avoids the top pick's rule violation; fusion stage already ranked it #15; catalog popularity is 61; metadata/tags match: epic, viking, metal, art.
Likely cause: final ordering placed a weaker/invalid item over clean candidates.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. Best shown candidate: rank 4. The user explicitly asked for more tracks beyond the already recommended Turisas, but the submitted top recommendation is again by Turisas, violating the implied request to move away from that artist. A better choice would be 'Guardians Of Asgaard' by Amon Amarth (rank 4), which fits the folk/viking metal genre, has mythological battle imagery, and avoids the previously used artist.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #4: Guardians Of Asgaard by Amon Amarth
The user explicitly asked for more tracks beyond the already recommended Turisas, but the submitted top recommendation is again by Turisas, violating the implied request to move away from that artist. A better choice would be 'Guardians Of Asgaard' by Amon Amarth (rank 4), which fits the folk/viking metal genre, has mythological battle imagery, and avoids the previously used artist.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response directly explains why 'Battle Metal' fits the user's request for epic viking folk metal with battle-themed album art, referencing the track's energetic sound and album art, while staying coherent with the conversation.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state correctly identifies the user's satisfaction with the prior recommendation and captures the main genre and visual constraints, but it misrepresents the logical combination of genres and visual attributes (splitting them into independent facets instead of combined or optional ones), and the intent mode is set to 'open_explore' when the user is clearly continuing a focused attribute search, which could lead to overly broad retrieval.
missing: The user explicitly requested 'folk/viking metal' as a combined genre, but the state splits it into two separate genre facets without indicating they should be combined or treated as a single genre.; The user's request for 'album art depicting mythological figures or grand battle scenes' is captured as two separate visual facets, but the 'or' logic (either/or) is not represented; the state implies both are required.; The user's request for 'strong and energetic sound' is captured as two separate energy facets ('powerful epic' and 'energetic'), but the user's phrasing 'equally strong and energetic' suggests a single combined attribute, not two independen
extra/stale: The 'intent_mode' is set to 'open_explore', but the user is clearly continuing a specific attribute-based search, not exploring broadly.; The 'retrieval_profile' is 'feature_search', which is appropriate, but the 'routing_tags' are empty; given the specific genre and visual constraints, some routing tags (e.g., genre: folk metal, viking metal) would be expected.; The 'anchor_use' for the track 'End of an Empire' is 'do_not_use' with 'reuse': 'avoid_exact', which is correct, but the state also includes a fact for the artist 'Turisas' with the same 'do_not_use' and 'avoid_exact' settings, which is unn
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm looking for folk metal songs with album art that features Viking warriors or intense battle scenes, paired with a powerful, epic sound.
End of an Empire -- Turisas
How about "End of an Empire"? It's got that same epic, powerful feel with all the folk metal elements you're looking for.
This is a great start! "End of an Empire" perfectly captures that powerful, epic sound with the strong warrior imagery. Can you recommend more folk/viking metal tracks that feature album art depicting mythological figures or grand battle scenes, paired with an equally strong and energetic sound?
State
Current request: More folk/viking metal tracks with album art depicting mythological figures or grand battle scenes, paired with a strong, energetic sound.
Hard rejected names:
Soft avoid names: End of an Empire, Turisas
Positive terms: great, start, end, empire, perfectly, captures, powerful, epic, sound, strong, warrior, imagery, recommend, folk, viking, metal, feature, album, art, depicting, mythological, figures, grand, battle, scenes, paired, equally, energetic
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "track",
"facet": null,
"value": "End of an Empire",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "perfectly captures"
},
{
"type": "artist",
"facet": null,
"value": "Turisas",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 1,
"mentioned_current_turn": false,
"evidence_text": "Turisas"
},
{
"type": "attribute",
"facet": "genre",
"value": "folk metal",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "folk/viking metal"
},
{
"type": "attribute",
"facet": "genre",
"value": "viking metal",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "viking metal"
},
{
"type": "attribute",
"facet": "visual",
"value": "mythological figures",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "mythological figures"
},
{
"type": "attribute",
"facet": "visual",
"value": "grand battle scenes",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "grand battle scenes"
},
{
"type": "attribute",
"facet": "energy",
"value": "powerful epic",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "strong and equally powerful"
},
{
"type": "attribute",
"facet": "energy",
"value": "energetic",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "energetic sound"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"folk metal",
"viking metal",
"mythological figures",
"grand battle scenes",
"powerful epic",
"energetic"
],
"played_track_ids": [
"a3eac6df-31fe-454f-b2a3-76fb74eb9bbd"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Battle Metal Turisas |
Battle Metal | 39 | 4 | 6.20 | avoid_name:Turisas dark, nordic, finnish metal, where is my tankard of beer, turisas, great song |
| 2 | Stand Up and Fight Turisas |
Stand Up and Fight | 49 | 2 | 6.25 | avoid_name:Turisas war metal, last ld, folk, finnish, finnish battle metal, crybs symphony |
| 3 | Katuman Kaiku Turisas |
Battle Metal | 16 | 7 | 6.08 | avoid_name:Turisas finnish metal, viking pagan metal, simply cool, folk, ensiferum, great instrumentals |
| 4 | Guardians Of Asgaard Amon Amarth |
Twilight Of The Thunder God | 58 | 38 | 4.29 | heavy, satan headbangs to this stuff, fucking awesome, pagan and viking metal, more viking than erik the fucking viking, metal |
| 5 | The Pursuit Of Vikings Amon Amarth |
Fate of Norns | 57 | 16 | 5.29 | swedish death metal, headbanging, beautiful, live, hard rock, watn geiles riff |
| 6 | Twilight Of The Thunder God Amon Amarth |
Twilight Of The Thunder God | 61 | 15 | 4.30 | viking death, fucking awesome, songs with awesome solos, only metal gods like these people can make this, more viking than erik the fucking viking, metal |
| 7 | Hunting Pirates Turisas |
Stand Up and Fight | 39 | 52 | 4.20 | avoid_name:Turisas finnish metal, Metal, pro-acta, english, Rock, seen live |
| 8 | Victoriae & Triumphi Dominus Turisas |
Battle Metal | 16 | 6 | 6.08 | avoid_name:Turisas intro, under two minutes, finnish metal, viking pagan metal, turisas, folk |
| 9 | Rasputin Turisas |
Rasputin | 57 | 5 | 8.29 | avoid_name:Turisas energetic, folk, punk covers, evil twin, rules, alternative rock |
| 10 | Cursed Be Iron Turisas |
The Varangian Way (Director's Cut) | 28 | 10 | 6.14 | avoid_name:Turisas chuck norris does approve, headbanging, finnish metal, war metal, turisas, heavy |
| 11 | Miklagard Overture Turisas |
The Varangian Way (Director's Cut) | 27 | 11 | 6.13 | avoid_name:Turisas beautiful, finnish metal, turisas, klass, moving, finnish |
| 12 | To Holmgard and Beyond Turisas |
The Varangian Way | 41 | 1 | 9.21 | avoid_name:Turisas war metal, viking battle metal, folk, mittelalter, fuck yeah, very good |
| 13 | As Torches Rise Turisas |
Battle Metal | 22 | 8 | 6.11 | avoid_name:Turisas war metal, music worth living for, progressive metal, folk-viking metal, pagan and viking metal, viking metal |
| 14 | They Rode On Watain |
The Wild Hunt | 43 | 108 | 2.21 | orthodox black metal, viking, Metal, pagan, metal, viking metal |
| 15 | Take the Day! Turisas |
Stand Up and Fight | 37 | 3 | 5.18 | avoid_name:Turisas turisas, power metal, epic, Metal, Rock, battle metal |
| 16 | War of the Gods Amon Amarth |
Surtur Rising | 52 | 23 | 5.26 | kicked my nuts, shit so heavy that it broke the toilet, fucking awesome, immortal, the song used for the fight between rambo and walker texas ranger, extreme power metal |
| 17 | Stone of the Seven Suns SuidAkrA |
Book Of Dowth | 40 | 54 | 4.20 | Metal, death metal, celtic metal, german, metal, melodic death metal |
| 18 | Two of Spades Ensiferum |
One Man Army | 38 | 80 | 3.19 | cowboy metal, Metal, death metal, folk, disco metal, awesometacular |
| 19 | Nattsjäl, drömsjäl Månegarm |
Nattväsen (Re-Mastered) | 31 | 48 | 3.15 | Metal, 8 of 10 stars, folk, folk metal, metal, viking metal |
| 20 | Entroper Enslaved |
Ruun | 16 | 67 | 4.08 | progressive metal, killer riffs, metal, pagan metal, norwegian metal, black viking metal |
Predicted Response
You’re in for a treat — *Battle Metal* by Turisas is exactly the kind of epic, high-energy viking metal you’re after. The track’s thunderous drums and fierce melodies are matched by the album art’s intense battle scene and mythological imagery, straight from Finnish folklore. Perfect for when you want to feel like a warrior charging into legend.
I'm trying to recall an album based solely on its distinctive cover art. It left a strong impression on me, almost like a painting.
Open row audit
Recommendation fit: bad fit
The user is trying to recall an album based on its distinctive cover art, not asking for a song recommendation. None of the candidate tracks directly answer this informational request.
The audit did not find a clearly better clean alternative in the inspected list/pool.
Likely cause: no specific pipeline gap was identified.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. No valid submitted track was identified. The user is trying to recall an album based on its distinctive cover art, not asking for a song recommendation. None of the candidate tracks directly answer this informational request.
Recommendation Fit
no valid submitted recommendation: No valid submitted track
The user is trying to recall an album based on its distinctive cover art, not asking for a song recommendation. None of the candidate tracks directly answer this informational request.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: thin
The response correctly grounds itself in the submitted top recommendation (Blonde by Frank Ocean) and is conversationally relevant, but it fails to justify why this specific album fits the user's request for a cover with a solitary figure or striking surreal scene; the description of the cover as 'soft, dreamy tones and blurred, almost watercolor style' does not match the actual cover of Blonde, which is a simple, washed-out photo of a person with green hair, and the justification is generic and could apply to many albums.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state incorrectly labels the intent as open exploration instead of a specific recall of one album, and misses the core constraint that the user is trying to identify a particular album from memory, not just any album with distinctive cover art.
missing: The user's goal is to find one specific album, not just any album with distinctive cover art.; The user's request is a memory recall based on cover art, not an open exploration.
extra/stale: intent_mode 'open_explore' is too broad; should be 'specific_target' or 'recall'.; retrieval_profile 'hidden_target_search' is acceptable but could be more precise.
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm trying to recall an album based solely on its distinctive cover art. It left a strong impression on me, almost like a painting.
State
Current request: Recall an album based on its distinctive, painting-like cover art.
Hard rejected names:
Soft avoid names:
Positive terms: i m, trying, recall, album, based, solely, its, distinctive, cover, art, left, strong, impression, almost, painting, painting like
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "attribute",
"facet": "visual",
"value": "distinctive cover art",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "distinctive cover art"
},
{
"type": "attribute",
"facet": "visual",
"value": "like a painting",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "almost like a painting"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"distinctive cover art",
"like a painting"
],
"played_track_ids": []
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Pink + White Frank Ocean |
Blonde | 90 | 7 | 0.45 | neo-soul, rhythm and blues, soul, def jam, r&b, instrumental |
| 2 | Postcard Of A Painting Maximo Park |
A Certain Trigger | 0 | 1 | 4.00 | indierock, energetic, interessant, alternative rock, prog, energy |
| 3 | Painting (Masterpiece) Lewis Del Mar |
Painting (Masterpiece) | 49 | 8 | 1.25 | conan, Alternative |
| 4 | I Wanna Dance with Somebody Rachel Brown |
The Band | 51 | 60 | 1.25 | cover, Pop |
| 5 | Painted Skies Milton Breech |
Painted Skies | 28 | 9 | 0.14 | Electronic |
| 6 | Paint It Black - Live in Cheltenham 16/4/98 Inkubus Sukkubus |
Away With The Faeries | 17 | 16 | 1.08 | live, rolling stones cover, cover, covers, paint it black, rock |
| 7 | Painting By Chagall The Weepies |
Say I Am You | 0 | 4 | 4.00 | emusic, lovely music, background, folk, ro-love, a long red glare |
| 8 | Firework Dallas String Quartet |
Red | 49 | 30 | 2.25 | cover, Pop |
| 9 | Like A Prayer Scott Bradlee's Postmodern Jukebox |
Like A Prayer (Originally Performed By Madonna) | 41 | 87 | 1.21 | pop, cover, Jazz, jazz pop, jazz |
| 10 | Laid The Pains Of Being Pure At Heart |
Laid | 44 | 34 | 2.22 | cover, Alternative |
| 11 | Norf Norf Vince Staples |
Norf Norf | 65 | 789 | 0.33 | american, 2015, Hip-Hop/Rap, west coast rap, best of 2015, cold-media |
| 12 | Yeah Right Vince Staples |
Big Fish Theory | 57 | 653 | 0.28 | kendrick lamar, kucka, Hip-Hop/Rap, industrial hip hop, sophie, flume |
| 13 | American Pie Don McLean |
American Pie | 80 | 2.40 | folk, classics, loved, political, 1971, easy listening |
|
| 14 | Vincent Don McLean |
American Pie | 71 | 123 | 1.35 | rock ballad, folk, classics, 1971, easy listening, soul |
| 15 | Revenge XXXTENTACION |
17 | 85 | 0.42 | xxxtenation, xxxtentacion, emo rap, neutral milk hotel, emorap, jangle pop |
|
| 16 | White Ferrari Frank Ocean |
Blonde | 88 | 205 | 1.44 | colours, 2016, rnb, frank ocean, the beatles, art |
| 17 | Alright Kendrick Lamar |
To Pimp A Butterfly | 84 | 132 | 0.42 | kendrick lamar, neo-soul, specialist, political hip hop, fuk ya, poetry |
| 18 | Lovefool Scott Bradlee's Postmodern Jukebox |
Swipe Right For Vintage | 55 | 183 | 1.27 | cover, covers, Jazz |
| 19 | Get Paid Desi Mo |
Summertime '06 | 35 | 1.18 | nrg_scrobbler, Hip-Hop/Rap, cold-media |
|
| 20 | Painted Moon The Silencers |
A Letter From St. Paul | 37 | 44 | 0.18 | apex, buenri, Alternative, sonido valencia, bucle, Pop |
Predicted Response
You were looking for an album with a cover that feels like a painting — and *Blonde* by Frank Ocean is exactly that. The cover’s soft, dreamy tones and blurred, almost watercolor style match the album’s hazy, emotional music perfectly.
Yeah, that's pretty good! I like the energy. Can you show me more songs by Hollerado?
Open row audit
Recommendation fit: strong fit
The user explicitly asked for more songs by Hollerado, and candidate 1 is a Hollerado song, directly fulfilling the request.
The audit did not find a clearly better clean alternative in the inspected list/pool.
Likely cause: no specific pipeline gap was identified.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): strong fit. Best shown candidate: rank 1. The user explicitly asked for more songs by Hollerado, and candidate 1 is a Hollerado song, directly fulfilling the request.
Recommendation Fit
accepted submitted rank #1: Juliette by Hollerado
The user explicitly asked for more songs by Hollerado, and candidate 1 is a Hollerado song, directly fulfilling the request.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · strong fitResponse Quality
response quality: clear
The response clearly references the submitted track 'Juliette' by Hollerado, explains why it fits the user's request for energetic indie rock with guitar-driven energy and catchy hooks, and stays coherent with the user's latest turn asking for more songs by the same artist.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state correctly captures the user's request for more songs by Hollerado, sets the artist as a must-use anchor, and includes the played track ID for context, with no missing or stale information.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm looking for some energetic indie rock. Do you have anything similar to what I just heard?
Got To Lose -- Hollerado
Sticking with that indie feel but maybe with a little more kick, how about "Got To Lose" by Hollerado? It's got a cool alternative vibe that might be right up your alley.
Yeah, that's pretty good! I like the energy. Can you show me more songs by Hollerado?
State
Current request: More songs by Hollerado.
Hard rejected names:
Soft avoid names:
Positive terms: yeah, that s, pretty, good, energy, show, hollerado
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "artist",
"facet": null,
"value": "Hollerado",
"role": "current_target",
"anchor_use": "must_use",
"relation": "exact_target",
"reuse": "must_reuse",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "more songs by Hollerado"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [
"Hollerado"
],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [],
"played_track_ids": [
"605c4871-494b-4650-ba87-9df39c673e8d"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Juliette Hollerado |
Record In A Bag | 42 | 1 | 2.21 | cmj 2009, indie10, canadian, rock, gr cw2, songs to download |
| 2 | Fake Drugs Hollerado |
Record In A Bag | 29 | 2 | 1.15 | Rock, sxsw 2010, Alternative, alternative |
| 3 | Hoolah Hoolah (Edit) CAN |
The Singles | 5 | 44 | 0.03 | experimental, songs to dance like a fool to, multi culti world, redhalo radio, krautrock, can |
| 4 | Hola J Balvin |
Energía | 39 | 7 | 0.20 | |
| 5 | More Than This One Direction |
Up All Night - Fan Edition | 66 | 4 | 0.33 | love the lyrics, awful, more than this, adolf hitler, reincarnation of hitler, audio |
| 6 | Final Song MØ |
Final Song | 66 | 0.33 | Pop, Dance, Electronic |
|
| 7 | Step Ahead (feat. Hola Vano) Liu |
Step Ahead (feat. Hola Vano) | 51 | 6 | 0.26 | Dance |
| 8 | Best Song Ever One Direction |
Midnight Memories (Deluxe) | 79 | 82 | 1.40 | energetic, one, the x factor, adolf hitler, 2013 singles, reincarnation of hitler |
| 9 | More, More, More Andrea True Connection |
More, More, More | 50 | 10 | 1.25 | chaps, sf personal, john, soul, oldies, seventies |
| 10 | Steal My Girl One Direction |
FOUR | 84 | 385 | 2.42 | volta the wanted, adolf hitler cover, 2014 single, for sure, favorite, white powder |
| 11 | No Hay Título J Balvin |
Energía | 35 | 580 | 0.17 | |
| 12 | Nothing More To Me The Swellers |
Good For Me | 16 | 20 | 1.08 | Punk, punk rock, Rock, Alternative |
| 13 | Malvada J Balvin |
Energía | 44 | 277 | 0.22 | |
| 14 | I Want More CAN |
Flow Motion (Remastered) | 37 | 595 | 1.19 | experimental, rock top, proto-punk, can, psychedelic rock, kraut rock |
| 15 | Wilder Holmsey |
Wilder | 40 | 96 | 0.20 | Electronic |
| 16 | Rasputin Johnny Hollow |
Johnny Hollow | 11 | 3 | 1.05 | dark, experimental, songs for dark nights, mmmmmmmmmmmmmmmmmm, goth industrial, animalistic |
| 17 | Heregoesnothin Never Shout Never |
The Yippee EP | 43 | 34 | 0.21 | powerpop, if this were a pokemon i would catch it, emo, Alternative, indie, Pop |
| 18 | Holtzclaw At The Drive In |
in•ter a•li•a | 0 | 26 | 0.00 | rock, emo, art punk, alternative rock, Alternative, indie |
| 19 | Story of My Life One Direction |
Midnight Memories (Deluxe) | 87 | 2.44 | lauren, pop folk, forever stuck on repeat, one, easy listening, the x factor |
|
| 20 | Hello Erato |
Hello (Adele Cover) | 46 | 121 | 0.23 | Pop, Indie Pop, Alternative |
Predicted Response
You’re gonna love this one — "Juliette" by Hollerado has that same cool, guitar-driven indie rock energy you already like, with a killer riff that just grabs you from the start. It’s a perfect pick if you’re into catchy hooks and that slightly quirky, fun vibe Hollerado does so well.
I'm looking for songs with a raw, driving punk rhythm and passionate, almost shouting vocals, similar to Defiance, Ohio's sound.
Open row audit
Recommendation fit: weak fit
Riot City by Total Chaos is a street punk track but lacks the raw, passionate shouting vocals and acoustic punk elements characteristic of Defiance, Ohio. Fuck Authority by Pennywise better matches the driving punk rhythm and anti-establishment message requested.
The audit did not find a clearly better clean alternative in the inspected list/pool.
Likely cause: no specific pipeline gap was identified.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): weak fit. Best shown candidate: rank 4. Riot City by Total Chaos is a street punk track but lacks the raw, passionate shouting vocals and acoustic punk elements characteristic of Defiance, Ohio. Fuck Authority by Pennywise better matches the driving punk rhythm and anti-establishment message requested.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #4: Fuck Authority by Pennywise
Riot City by Total Chaos is a street punk track but lacks the raw, passionate shouting vocals and acoustic punk elements characteristic of Defiance, Ohio. Fuck Authority by Pennywise better matches the driving punk rhythm and anti-establishment message requested.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · weak fitResponse Quality
response quality: acceptable
The response correctly references the submitted track and its raw, driving punk energy, but the justification is somewhat generic and could apply to many punk songs without deeper personalization or explanation of why this specific track fits the user's request for Defiance, Ohio's sound.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: partial
The state correctly extracts the sonic attributes from the current turn and the artist reference to Defiance, Ohio, but it omits the anti-establishment message that is central to the user's conversation goal and likely also relevant to their preferred Folk Punk culture, which may cause retrieval to miss songs with the right lyrical themes.
missing: missing the anti-establishment message that is part of the conversation goal and user's implicit preferences; potential acoustic punk element not captured, though not explicitly stated in the latest turn
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm looking for songs with a raw, driving punk rhythm and passionate, almost shouting vocals, similar to Defiance, Ohio's sound.
State
Current request: Songs with raw, driving punk rhythm and passionate shouting vocals, using Defiance, Ohio as a style reference.
Hard rejected names:
Soft avoid names:
Positive terms: i m, looking, raw, driving, punk, rhythm, passionate, almost, shouting, vocals, similar, defiance, ohio s, sound, using, ohio, style, reference
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "artist",
"facet": null,
"value": "Defiance, Ohio",
"role": "current_target",
"anchor_use": "partial_anchor",
"relation": "style_reference",
"reuse": "may_reuse",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "similar to Defiance, Ohio"
},
{
"type": "attribute",
"facet": "sonic",
"value": "raw driving punk rhythm",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "raw, driving punk rhythm"
},
{
"type": "attribute",
"facet": "sonic",
"value": "passionate shouting vocals",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "passionate, almost shouting vocals"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"raw driving punk rhythm",
"passionate shouting vocals"
],
"played_track_ids": []
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Riot City Total Chaos |
Punk-O-Rama | 35 | 22 | 1.18 | punk, favorite songs, old school punk rock, skinhead, true punk rock, scum punk |
| 2 | My First Punk Song Box Car Racer |
Box Car Racer (Explicit Version) | 38 | 1 | 1.19 | punk, pop punk, hardcore, usa, hardcore punk, alternative rock |
| 3 | Stickin In My Eye NOFX |
White Trash ...... | 53 | 15 | 1.26 | Punk, Alternative, Rock, hardcore |
| 4 | Fuck Authority Pennywise |
Land Of The Free? | 61 | 21 | 1.30 | Punk, hardcore punk, political, was auf die ohren, alternative rock, valmarus - various punk |
| 5 | Victory Lap Propagandhi |
Victory Lap | 53 | 39 | 1.26 | punk, punk rock, Rock, rock |
| 6 | Blitzkrieg Bop - 2016 Remaster Ramones |
Ramones - 40th Anniversary Deluxe Edition (Remastered) | 73 | 249 | 1.36 | punk, hard rock, Punk, awesome, rock, favorite |
| 7 | Bob NOFX |
White Trash ...... | 54 | 10 | 1.27 | punk, pop punk, hard rock, Punk, hardcore punk, alternative rock |
| 8 | Sheena Is a Punk Rocker - 2017 Remaster Ramones |
Rocket To Russia (40th Anniversary Deluxe Edition) | 61 | 6 | 3.31 | punk, pop punk, sheena is a punk rocker, hard rock, ramones, alternative rock |
| 9 | Punk Guy NOFX |
Punk In Drublic | 38 | 5 | 2.19 | punk, under two minutes, pop punk, live, hardcore, 1990s |
| 10 | It's My Job To Keep Punk Rock Elite NOFX |
So Long & Thanks For All The Shoes | 48 | 30 | 1.24 | punk, punk rock, punk favorites, Alternative, untaggedhome |
| 11 | The Leaving Song Pt. II AFI |
Sing The Sorrow | 55 | 227 | 1.27 | punk, american, punk rock, 00s, Pop, Rock |
| 12 | The Press Corpse Anti-Flag |
For Blood And Empire | 52 | 34 | 1.26 | punk, hard rock, hardcore, hardcore punk, fucking awesome, political |
| 13 | Rockaway Beach - 2017 Remaster Ramones |
Rocket To Russia (40th Anniversary Deluxe Edition) | 55 | 750 | 2.27 | critically acclaimed song, punk, pop punk, hard rock, hardcore, usa |
| 14 | Linoleum NOFX |
Punk In Drublic | 60 | 218 | 1.30 | Punk, energetic, songs i can play, hardcore punk, political, alternative rock |
| 15 | Beat on the Brat - 2016 Remaster Ramones |
Ramones - 40th Anniversary Deluxe Edition (Remastered) | 56 | 52 | 1.28 | punk, punk rock, Rock, alternative |
| 16 | Ugly Bastards The Casualties |
For the Punx | 29 | 107 | 1.15 | punk, proud punx, Punk, hardcore, hardcore punk, fucking awesome |
| 17 | The KKK Took My Baby Away - 2002 Remaster Ramones |
Pleasant Dreams (Expanded & Remastered) | 55 | 1.27 | punk, pop punk, Punk, favorite, ramones, oldies |
|
| 18 | Nitro (Youth Energy) The Offspring |
Smash | 55 | 116 | 1.27 | punk, Punk, rock, punk rock, alternative rock, Alternative |
| 19 | Please Play This Song On The Radio NOFX |
White Trash ...... | 46 | 106 | 3.23 | punk, 1990s, really good stuff, status quo, loved, hardcore punk |
| 20 | Red Flag Billy Talent |
Billy Talent II | 69 | 161 | 2.35 | emocore, punk, pop punk, live, hard rock, hardcore |
Predicted Response
You're in the right place—“Riot City” by Total Chaos hits hard with that raw, driving punk energy you're after, just like Defiance, Ohio. The relentless rhythm and fierce shouting vocals are pure old-school punk fire, perfect for turning up and letting loose.
Do you know any soundtracks that have a really unique, almost retro-futuristic vibe, perhaps with a moon on the album cover?
Open row audit
Recommendation fit: bad fit
The user asked for a soundtrack with a unique retro-futuristic vibe and a moon on the album cover. Candidate 1 (Moon Fever) is from an album with a moon cover but is not a soundtrack and lacks the retro-futuristic feel. Candidate 3 (Intergalactic Highway) is a soundtrack with a retro-futuristic space vibe, fitting the request better.
The audit did not find a clearly better clean alternative in the inspected list/pool.
Likely cause: no specific pipeline gap was identified.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. Best shown candidate: rank 3. The user asked for a soundtrack with a unique retro-futuristic vibe and a moon on the album cover. Candidate 1 (Moon Fever) is from an album with a moon cover but is not a soundtrack and lacks the retro-futuristic feel. Candidate 3 (Intergalactic Highway) is a soundtrack with a retro-futuristic space vibe, fitting the request better.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #3: Intergalactic Highway by Dynatron
The user asked for a soundtrack with a unique retro-futuristic vibe and a moon on the album cover. Candidate 1 (Moon Fever) is from an album with a moon cover but is not a soundtrack and lacks the retro-futuristic feel. Candidate 3 (Intergalactic Highway) is a soundtrack with a retro-futuristic space vibe, fitting the request better.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response clearly references the submitted track and album, explains how it matches the user's request for a retro-futuristic vibe and moon imagery, and stays coherent with the conversation.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state correctly captures the user's request for soundtracks with a retro-futuristic vibe and a moon on the album cover, with no missing or stale information.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
Do you know any soundtracks that have a really unique, almost retro-futuristic vibe, perhaps with a moon on the album cover?
State
Current request: Soundtracks with a unique retro-futuristic vibe and a moon on the album cover.
Hard rejected names:
Soft avoid names:
Positive terms: know, any, soundtracks, really, unique, almost, retro futuristic, vibe, perhaps, moon, album, cover, soundtrack
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "attribute",
"facet": "genre",
"value": "soundtrack",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "soundtracks"
},
{
"type": "attribute",
"facet": "sonic",
"value": "retro-futuristic",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "retro-futuristic vibe"
},
{
"type": "attribute",
"facet": "visual",
"value": "moon on the cover",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "moon on the album cover"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"soundtrack",
"retro-futuristic",
"moon on the cover"
],
"played_track_ids": []
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Moon Fever Air |
Le voyage dans la lune | 37 | 1 | 2.19 | relaxing, moon songs, ambient pop, study music, magic, ethereal |
| 2 | Moons Embee |
Moons | 37 | 18 | 1.19 | Others |
| 3 | Intergalactic Highway Dynatron |
The Legacy Collection, Vol. I | 37 | 3 | 3.19 | sun and moon and stars and outer space, roads and journeys, Electronic, Soundtracks |
| 4 | Space Cruise (Title) Ben Prunty |
Ftl: Faster Than Light - Original Soundtrack | 43 | 6 | 2.21 | Soundtracks, Electronic, soundtrack |
| 5 | Tech Noir Gunship |
GUNSHIP | 56 | 223 | 0.28 | :4star, Electronic, retrowave, synthpop, synthwave |
| 6 | Warzone Power Glove |
Far Cry 3: Blood Dragon (Original Game Soundtrack) | 28 | 30 | 2.14 | soundtrack, new retro wave, retro future, farcry, Soundtracks, terminator |
| 7 | Moon River(Original Main Title) Henry Mancini |
Breakfast At Tiffany's (50th Anniversary Edition) | 0 | 9 | 4.00 | spy music, soundtrack, Soundtracks, easy listening, austin powers, movie score composers |
| 8 | Moon Is Sharp Grouper |
A I A: Alien Observer | 41 | 8 | 1.21 | experimental, beautiful, sukhushun, 00s, 2011, haunting |
| 9 | Future Club Perturbator |
Dangerous Days | 55 | 67 | 2.27 | retro electro, electronic, mainplaylist, Electronic, retrowave, instrumental |
| 10 | MilkyWay (Explore) Ben Prunty |
Ftl: Faster Than Light - Original Soundtrack | 40 | 603 | 2.20 | Electronic, soundtrack, Soundtracks, video game music, nice fur, hairy chest |
| 11 | MilkyWay (Battle) Ben Prunty |
Ftl: Faster Than Light - Original Soundtrack | 35 | 230 | 2.17 | Electronic, Soundtracks |
| 12 | Cosmo Black Dynatron |
The Legacy Collection, Vol. I | 22 | 5 | 3.11 | colours, electronic, Electronic, sun and moon and stars and outer space, synth pop, Soundtracks |
| 13 | Dust of the Saturn Dynatron |
The Legacy Collection, Vol. II | 33 | 84 | 3.17 | space synthbient, Dance, Electronic, sun and moon and stars and outer space, best tracks ever, Soundtracks |
| 14 | Prologue John Williams |
Harry Potter and The Sorcerer's Stone Original Motion Picture Soundtrack | 61 | 242 | 3.31 | background, epic, tinker bell, instrumental movie soundtrack, classical, talk nerdy to me |
| 15 | A Window to the Past John Williams |
Harry Potter and the Prisoner of Azkaban / Original Motion Picture Soundtrack | 59 | 509 | 5.29 | mystical, ostfavdejf15, perfect is not enough, tears, zajebiste, yearning |
| 16 | Leaving Hogwarts John Williams |
Harry Potter and The Sorcerer's Stone Original Motion Picture Soundtrack | 59 | 707 | 3.29 | albums i own, beautiful, cinema, i love, i am in physical pain, 00s |
| 17 | Rey's Theme John Williams |
Star Wars: The Force Awakens (Original Motion Picture Soundtrack) | 56 | 2.28 | science fiction film, girls name, work memories, favourite, 2015, 2010s |
|
| 18 | Voldemort Patrick Doyle |
Harry Potter And The Goblet Of Fire (Original Motion Picture Soundtrack) | 38 | 58 | 3.19 | albums i own, cinema, minor key tonality, 00s, zywe, monsters in movie music |
| 19 | The Quidditch World Cup Patrick Doyle |
Harry Potter And The Goblet Of Fire (Original Motion Picture Soundtrack) | 49 | 255 | 2.25 | Soundtracks, soundtrack |
| 20 | March of the Resistance John Williams |
Star Wars: The Force Awakens (Original Motion Picture Soundtrack) | 54 | 2.27 | score, 2015, john williams, soundtrack, k1r7m, 2010s |
Predicted Response
You're in the right orbit — *Moon Fever* by Air is a perfect match. It’s the soundtrack to a moonlit journey, with that dreamy, retro-futuristic haze and a cover that puts the moon front and center. Exactly the kind of ethereal, cinematic mood you're after.
Yes! "Lost Dreams" totally completes the picture. These tracks really hit that specific early 2010s lo-fi chillwave sound I was looking for. Excellent work! Now that we've found that, do you have any other electronic tracks that have introspective or melanchol
Open row audit
Likely wrong
The top recommendation is Virtual Lust by Infinity Frequencies, but it repeats something the user was trying to move away from: 'Infinity Frequencies'.
From the submitted list, Nightfall / Love Theme by Jon Hopkins looks better because it avoids the top pick's rule violation; fusion stage already ranked it #2; metadata/tags match: picture, sound, now, electronic, introspective.
Likely cause: final ordering placed a weaker/invalid item over clean candidates.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. Best shown candidate: rank 9. The submitted top recommendation 'Virtual Lust' by Infinity Frequencies violates the user's explicit request to move away from previously recommended artists (Infinity Frequencies) and does not match the requested introspective/melancholic lyrics and darker feel. Candidate 9 'Nightfall / Love Theme' by Jon Hopkins is a better fit with its dark ambient, introspective tags and no artist conflict.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #9: Nightfall / Love Theme by Jon Hopkins
The submitted top recommendation 'Virtual Lust' by Infinity Frequencies violates the user's explicit request to move away from previously recommended artists (Infinity Frequencies) and does not match the requested introspective/melancholic lyrics and darker feel. Candidate 9 'Nightfall / Love Theme' by Jon Hopkins is a better fit with its dark ambient, introspective tags and no artist conflict.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: thin
The response correctly names the submitted track (Virtual Lust by Infinity Frequencies) and acknowledges the user's request for introspective/melancholic lyrics, but it fails to explicitly confirm that the track is from the early 2010s (a key constraint the user repeatedly emphasized) and relies on subjective imagery ('hazy, dreamy edge with a touch of sadness') without grounding it in actual lyrics or metadata.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: partial
The state correctly captures the new request for electronic tracks with introspective/melancholic lyrics and a darker feel, and properly marks prior satisfied items as avoid_exact, but it fails to explicitly note that the early 2010s lo-fi chillwave constraints are no longer part of the current query, which could cause confusion if the system tries to apply them.
missing: The user's new request does not include the early 2010s lo-fi chillwave constraints, but the state should note that those prior constraints are no longer active for the new search.
extra/stale: The state carries over 'electronic' as a current query facet, but the user's new request explicitly asks for 'electronic tracks' again, so that is correct.; The state includes 'satisfied_prior' facts for tracks and artists that are correctly marked as 'do_not_use' and 'avoid_exact', which is appropriate.; The state does not include the early 2010s lo-fi chillwave constraints as still active, which is correct since the user has moved on to a new request.
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm looking for some electronic tracks, specifically with a lo-fi, chillwave vibe that came out in the early 2010s.
Omni Island -- Dreams West
Sticking with that dreamy electronic feel, how about "Omni Island" by Dreams West? It has a really cool, atmospheric sound that I think you'll dig too. Let me know what you think!
Omni Island" is pretty cool, definitely has a chill vibe! Can you give me some more tracks with that lo-fi, hazy quality, making sure they were released specifically in the early 2010s?
Tribes -- Dreams West
Nice! Glad "Omni Island" hit the spot. Since you liked that, I think you'll really enjoy "Tribes" also by Dreams West. It's got a similar cool, slightly melancholic electronic feel that I think fits what you're looking for.
Both "Omni Island" and "Tribes" definitely hit that chillwave vibe! Are these tracks, and the album they're from, specifically from the early 2010s? That would perfectly capture what I'm looking for!
Lost Dreams -- Infinity Frequencies
Awesome, another hit! Since you're digging those vibes, you should definitely check out "Lost Dreams" by Infinity Frequencies. It's got that dreamy, atmospheric electronic feel that I think you'll really connect with.
Yes! "Lost Dreams" totally completes the picture. These tracks really hit that specific early 2010s lo-fi chillwave sound I was looking for. Excellent work! Now that we've found that, do you have any other electronic tracks that have introspective or melancholic lyrics, maybe something with a slightly darker feel?
State
Current request: Other electronic tracks with introspective or melancholic lyrics and a slightly darker feel, using the prior lo-fi chillwave as satisfied context.
Hard rejected names:
Soft avoid names: Omni Island, Tribes, Lost Dreams, Dreams West, Infinity Frequencies
Positive terms: yes, lost, dreams, totally, completes, picture, these, really, hit, specific, early, 2010s, lo fi, chillwave, sound, was, looking, excellent, work, now, we ve, found, any, other, electronic, introspective, melancholic, lyrics, something, slightly, darker, feel, using, prior, satisfied, context
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "track",
"facet": null,
"value": "Omni Island",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 4,
"mentioned_current_turn": true,
"evidence_text": "hit that chillwave vibe"
},
{
"type": "track",
"facet": null,
"value": "Tribes",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 4,
"mentioned_current_turn": true,
"evidence_text": "hit that chillwave vibe"
},
{
"type": "track",
"facet": null,
"value": "Lost Dreams",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 4,
"mentioned_current_turn": true,
"evidence_text": "totally completes the picture"
},
{
"type": "artist",
"facet": null,
"value": "Dreams West",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 4,
"mentioned_current_turn": false,
"evidence_text": "both Omni Island and Tribes"
},
{
"type": "artist",
"facet": null,
"value": "Infinity Frequencies",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 4,
"mentioned_current_turn": false,
"evidence_text": "Lost Dreams"
},
{
"type": "attribute",
"facet": "genre",
"value": "electronic",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 4,
"mentioned_current_turn": true,
"evidence_text": "electronic tracks"
},
{
"type": "attribute",
"facet": "lyrical_theme",
"value": "introspective melancholic",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 4,
"mentioned_current_turn": true,
"evidence_text": "introspective or melancholic lyrics"
},
{
"type": "attribute",
"facet": "mood",
"value": "darker",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 4,
"mentioned_current_turn": true,
"evidence_text": "slightly darker feel"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"electronic",
"introspective melancholic",
"darker"
],
"played_track_ids": [
"b88bc69d-7122-40ae-8170-5ef534694dc6",
"586507c2-dd82-4337-85c0-5df9b6e46585",
"8b3687ea-d6c9-4f31-90c5-20935c8e6d64"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Virtual Lust Infinity Frequencies |
Shrines | 28 | 1.14 | avoid_name:Infinity Frequencies Electronic |
|
| 2 | Breeze Infinity Frequencies |
Shrines | 34 | 1 | 1.17 | avoid_name:Infinity Frequencies Electronic, hypnagogic drift |
| 3 | 77 Slightly Delayed Ashra |
Blackouts | 33 | 10 | 2.17 | experimental, electronic, ambient, new age, space ambient, progressive rock |
| 4 | Introspection MGMT |
MGMT | 34 | 7 | 0.17 | experimental, acido, rock, faine jade, cover, mgmt |
| 5 | Comfort Zone General Fuzz |
Soulful Filling | 42 | 35 | 4.21 | radiant, creative commons, violin, sweetncatchy, selected bgms, ambient |
| 6 | Mood Porches |
Pool | 39 | 103 | 1.20 | Rock, Alternative, Electronic |
| 7 | A3 Darkside |
Darkside | 0 | 37 | 1.00 | experimental, ambient, electronic, Electronic, 2011, microhouse |
| 8 | Harmony and the Play of Light Eraldo Bernocchi |
Winter Garden | 22 | 13 | 2.11 | Electronic, introspective, ambient |
| 9 | Nightfall / Love Theme Jon Hopkins |
How I Live Now (Original Motion Picture Soundtrack) | 0 | 2 | 5.00 | soundscape, ambient, electronic, atmospheric, Alternative, Soundtracks |
| 10 | Corvette Cassette Slow Magic |
Triangle | 38 | 140 | 3.19 | poptron, amazing, kiss my belly, somafm, fav, i will be listening again |
| 11 | A1 Darkside |
Darkside | 0 | 16 | 1.00 | experimental, darkside, minimal, microhouse, 2011, ccut |
| 12 | In the Dust of This Planet Axel Boman |
DJ Koze Presents Pampa, Vol. 1 | 0 | 41 | 1.00 | Electronic |
| 13 | Totally Rad luxury elite |
With Love | 30 | 15 | 2.15 | jazz fusion, 2010s, tag n 2- suspects, 2013, 5 stars, best of 2013 |
| 14 | Care Sonder |
Into | 74 | 461 | 1.37 | R&B/Soul, Soundtracks |
| 15 | A Glowing Light, a Promise Makeup And Vanity Set |
88:88 | 36 | 31 | 1.18 | Electronic, Dance, video, game |
| 16 | Frost SALEM |
Frost | 32 | 791 | 6.16 | dancewave, experimental, drag, melody maker, out of space, slower than church music |
| 17 | Anything You Synthesize - Ambient The American Dollar |
Ambient One | 46 | 47 | 2.23 | ambient, Electronic, playfor elke83, Ambient, dark ambient, Rock |
| 18 | Afterglow Ásgeir |
Afterglow | 13 | 122 | 1.06 | Pop, Rock, Electronic |
| 19 | On The Embankment Huerco S. |
For Those Of You Who Have Never (And Also Those Who Have) | 22 | 95 | 1.11 | experimental, electronic, ambient, Electronic, Alternative, ––––––––––– |
| 20 | Summoning Her Iron Golem The Synthetic Dream Foundation |
Where Drowned Suns Still Glimmer | 3 | 24 | 5.01 | dark, beautiful, emotional, experimental, ebm, down-tempo |
Predicted Response
You just wrapped up some lo-fi chillwave vibes, and if you're into that introspective, slightly darker electronic mood with melancholic thoughts drifting through the beats, *Virtual Lust* by Infinity Frequencies is a perfect next step. It’s got that hazy, dreamy edge with a touch of sadness in the melody—like staring at city lights through a rainy window.
Yes! This is fantastic, the intensity is just what I love from Trevor Morris! It really paints a picture of a major attack. Do you have any other epic instrumental pieces that are really grand and sweeping, maybe like a journey across vast lands or a moment of
Open row audit
Likely wrong
The top recommendation is Horik's Forces Attack by Trevor Morris, but it repeats something the user was trying to move away from: 'Trevor Morris'.
From the candidate pool, Flight To The Ford by London Philharmonic Orchestra looks better because it avoids the top pick's rule violation; fusion stage already ranked it #189; catalog popularity is 47; metadata/tags match: love, picture, epic, instrumental.
Likely cause: final ordering placed a weaker/invalid item over clean candidates.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): weak fit. Best shown candidate: rank 18. The user explicitly asked for epic instrumental pieces that are grand and sweeping, like a journey across vast lands or a moment of great discovery, using Trevor Morris as a style reference but not necessarily by him. The submitted top track 'Horik's Forces Attack' is another battle piece, not matching the requested journey/discovery theme. Candidate 18 'Journey to Kattegat' directly fits the 'journey' request and is a better match.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #18: Journey to Kattegat by Trevor Morris
The user explicitly asked for epic instrumental pieces that are grand and sweeping, like a journey across vast lands or a moment of great discovery, using Trevor Morris as a style reference but not necessarily by him. The submitted top track 'Horik's Forces Attack' is another battle piece, not matching the requested journey/discovery theme. Candidate 18 'Journey to Kattegat' directly fits the 'journey' request and is a better match.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · weak fitResponse Quality
response quality: clear
The response clearly references the submitted track 'Horik's Forces Attack' by Trevor Morris, justifies it as a grand, sweeping instrumental fitting the user's request for epic journeys or discoveries, and stays coherent with the conversation history without any unsupported claims or contradictions.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state correctly captures the user's current request for epic, grand, sweeping instrumental pieces with journey/discovery themes, but it fails to carry forward the crucial constraint that these tracks should be from Viking-related or historical drama soundtracks, and it incorrectly marks Trevor Morris as 'do_not_use' when the user still wants similar style. This could lead to retrieval of generic epic instrumentals outside the user's preferred context.
missing: User explicitly wants tracks from Viking-related shows or movies (historical dramas with grand scale); User wants tracks similar in style to Trevor Morris (epic instrumental soundtrack music)
extra/stale: The 'anchor_use' for Trevor Morris is set to 'do_not_use' but user still wants similar style, so it should be 'may_reuse' or 'query_facet'; The 'routing_tags' is empty; should include tags like 'Viking', 'historical drama', 'soundtrack' to guide retrieval
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
Do you have anything that sounds like it's from an epic historical show, perhaps about a significant moment of change or rebirth?
Vikings Mourn Their Dead -- Trevor Morris
How about "Vikings Mourn Their Dead"? It's another fantastic piece by Trevor Morris from the "Vikings II" soundtrack, perfect for those deep, atmospheric moments.
That's a powerful track, and I love Trevor Morris! It definitely has that epic feel. But it's not quite the specific moment I'm looking for. It's not just about general mourning, but more about a personal, emotional farewell or perhaps a moment of great change. From a show like Vikings maybe?
Ragnar Says Goodbye to Gyda -- Trevor Morris
Fantastic! Glad you're enjoying those. Let's keep the journey going with another moving piece by Trevor Morris, "Ragnar Says Goodbye to Gyda." It's also from a 'Vikings' soundtrack and captures that emotional depth you seem to connect with.
YES! 'Ragnar Says Goodbye to Gyda' is the one! It perfectly captures that emotional moment. That's exactly what I had in mind! Thank you!
Battle of Brothers -- Trevor Morris
Awesome! You want some intensity, like a battle scene? I've got just the thing! Check out "Battle of Brothers" by Trevor Morris. It's from the "Vikings II" soundtrack and really brings that powerful, action-packed feeling you're looking for!
Oh, "Battle of Brothers" is amazing too! So intense and powerful, just like a real Viking battle. I love how Trevor Morris captures the drama. Do you have any other powerful, epic instrumental tracks from Viking-related shows or movies?
Vikings Battle Brihtwulf's Army -- Trevor Morris
Awesome, I knew you'd love that intensity! Let's keep the battle drums going with "Vikings Battle Brihtwulf's Army," also by Trevor Morris from the "Vikings III" soundtrack. It's got that same thrilling energy you're after!
This is so good! It makes me feel like I'm right there in the shield wall! Trevor Morris really knows how to make you feel the intensity. Do you have any other tracks that feel just as epic and powerful, perhaps from other historical dramas with a similar grand scale?
Jarl Borg Attacks Kattegat -- Trevor Morris
Awesome! Since you're loving the intense battle sounds, you've got to hear "Jarl Borg Attacks Kattegat." It's another epic one by Trevor Morris from the 'Vikings II' soundtrack that totally captures that high-stakes, action-packed feeling!
Yes! This is fantastic, the intensity is just what I love from Trevor Morris! It really paints a picture of a major attack. Do you have any other epic instrumental pieces that are really grand and sweeping, maybe like a journey across vast lands or a moment of great discovery?
State
Current request: Other epic instrumental pieces that are grand and sweeping, like a journey across vast lands or a moment of great discovery, using Trevor Morris as a style reference.
Hard rejected names:
Soft avoid names: Trevor Morris
Positive terms: yes, fantastic, intensity, just, what, love, trevor, morris, really, paints, picture, major, attack, any, other, epic, instrumental, pieces, grand, sweeping, journey, across, vast, lands, moment, great, discovery, using, style, reference
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "artist",
"facet": null,
"value": "Trevor Morris",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "style_reference",
"reuse": "may_reuse",
"source_turn": 6,
"mentioned_current_turn": true,
"evidence_text": "Trevor Morris"
},
{
"type": "attribute",
"facet": "sonic",
"value": "epic instrumental",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 6,
"mentioned_current_turn": true,
"evidence_text": "epic instrumental pieces"
},
{
"type": "attribute",
"facet": "sonic",
"value": "grand and sweeping",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 6,
"mentioned_current_turn": true,
"evidence_text": "grand and sweeping"
},
{
"type": "attribute",
"facet": "lyrical_theme",
"value": "journey across vast lands",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 6,
"mentioned_current_turn": true,
"evidence_text": "journey across vast lands"
},
{
"type": "attribute",
"facet": "lyrical_theme",
"value": "moment of great discovery",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 6,
"mentioned_current_turn": true,
"evidence_text": "moment of great discovery"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"epic instrumental",
"grand and sweeping",
"journey across vast lands",
"moment of great discovery"
],
"played_track_ids": [
"f1ad81f2-0bb4-4275-9010-36532ac40980",
"860e5109-4089-46ae-81bd-a8bc7fba1754",
"7b2b59c8-1250-42e0-a08b-2c691bec65ee",
"a42d339a-9f4a-4370-8d50-26de62dcdfc7",
"dbd30d51-8577-442f-9f31-c42ca811d86c"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Horik's Forces Attack Trevor Morris |
The Vikings II (Original Motion Picture Soundtrack) | 34 | 2 | 4.17 | avoid_name:Trevor Morris Soundtracks |
| 2 | Ragnar Sets Sail for Home Trevor Morris |
The Vikings III (Music from the TV Series) | 26 | 1 | 2.13 | avoid_name:Trevor Morris Soundtracks |
| 3 | Earl Accepts the Challenge Trevor Morris |
The Vikings | 23 | 28 | 2.12 | avoid_name:Trevor Morris Classical |
| 4 | The Vikings are Told of Ragnar's Death Trevor Morris |
The Vikings III (Music from the TV Series) | 49 | 26 | 2.25 | avoid_name:Trevor Morris Soundtracks |
| 5 | Rollo Left Behind Trevor Morris |
The Vikings | 24 | 18 | 2.12 | avoid_name:Trevor Morris Classical, Soundtracks |
| 6 | Battle for the Hill of the Ash Trevor Morris |
The Vikings III (Music from the TV Series) | 37 | 3 | 2.19 | avoid_name:Trevor Morris Soundtracks |
| 7 | North Sea Storm Trevor Morris |
The Vikings | 29 | 22 | 2.15 | avoid_name:Trevor Morris Classical, Soundtracks, ost, soundtrack |
| 8 | You Shall not enter Valhalla Trevor Morris |
The Vikings | 28 | 16 | 2.14 | avoid_name:Trevor Morris Classical, Soundtracks |
| 9 | Northern Lights / Entry to Kattegat Trevor Morris |
The Vikings | 32 | 7 | 2.16 | avoid_name:Trevor Morris Classical, Soundtracks |
| 10 | Meeting Floki Trevor Morris |
The Vikings | 29 | 8 | 2.15 | avoid_name:Trevor Morris Classical, Soundtracks |
| 11 | Ragnar Recruits Trevor Morris |
The Vikings | 28 | 25 | 2.14 | avoid_name:Trevor Morris Classical, Soundtracks |
| 12 | Rollo is Baptised Trevor Morris |
The Vikings | 23 | 24 | 2.12 | avoid_name:Trevor Morris names of people, weddings and funerals and baptisms, Classical, Soundtracks |
| 13 | Vikings Attacked Trevor Morris |
The Vikings II (Original Motion Picture Soundtrack) | 39 | 5 | 4.20 | avoid_name:Trevor Morris Soundtracks |
| 14 | Killing Horik - King Ragnar Trevor Morris |
The Vikings II (Original Motion Picture Soundtrack) | 34 | 6 | 3.17 | avoid_name:Trevor Morris Soundtracks |
| 15 | The Eye of Odin Trevor Morris |
The Vikings | 32 | 32 | 2.16 | avoid_name:Trevor Morris Classical |
| 16 | An Uncertain World Trevor Morris |
The Vikings | 29 | 17 | 2.15 | avoid_name:Trevor Morris Classical, Soundtracks, soundtrack |
| 17 | Vikings in Hexham Trevor Morris |
The Vikings | 27 | 27 | 2.13 | avoid_name:Trevor Morris Classical |
| 18 | Journey to Kattegat Trevor Morris |
The Vikings | 32 | 4 | 4.16 | avoid_name:Trevor Morris instrumental, Classical, soundtrack |
| 19 | Battle Field Trevor Morris |
The Vikings | 36 | 29 | 2.18 | avoid_name:Trevor Morris orchestral, Classical, Soundtracks |
| 20 | The Sunstone Trevor Morris |
The Vikings | 29 | 23 | 2.15 | avoid_name:Trevor Morris Classical, Soundtracks |
Predicted Response
If you're craving more epic, sweeping instrumental journeys like the ones you love, "Horik's Forces Attack" by Trevor Morris is a perfect next step — it’s full of bold, dramatic swells and a sense of adventure that feels like charging across vast, untamed lands. The way the music builds and surges mirrors that thrilling moment of discovery, just like in your favorite scenes.
Oh, "Have Yourself A Merry Little Christmas" is beautiful and absolutely puts me in the holiday spirit! Beegie Adair always delivers. I was actually hoping for something different this time, maybe a popular jazz song with a clear vocal performance or a promine
Open row audit
Likely wrong
The top recommendation is The Christmas Song by Beegie Adair, but the artist was explicitly rejected; it matches the hard rejected name 'Beegie Adair'; it repeats something the user was trying to move away from: 'Beegie Adair'.
From the submitted list, Have Yourself A Merry Little Christmas - 1999 - Remaster by Frank Sinatra looks better because it avoids the top pick's rule violation; fusion stage already ranked it #83; catalog popularity is 57; metadata/tags match: yourself, merry, little, christmas, beautiful.
Likely cause: compiler/final filtering let a known rejection through.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. Best shown candidate: rank 6. The submitted top recommendation is by Beegie Adair, which the user explicitly rejected after being given two Beegie Adair tracks in a row. The user asked for a popular Christmas jazz song with a clear vocal performance or prominent saxophone, and Dean Martin's 'Let It Snow! Let It Snow! Let It Snow!' (rank 6) is a popular vocal jazz track that fits the request perfectly.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #6: Let It Snow! Let It Snow! Let It Snow! by Dean Martin
The submitted top recommendation is by Beegie Adair, which the user explicitly rejected after being given two Beegie Adair tracks in a row. The user asked for a popular Christmas jazz song with a clear vocal performance or prominent saxophone, and Dean Martin's 'Let It Snow! Let It Snow! Let It Snow!' (rank 6) is a popular vocal jazz track that fits the request perfectly.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: misleading
The response explicitly acknowledges that the submitted recommendation does not meet the user's request for a vocal or saxophone feature, and then states it will try again, which contradicts the task of justifying the submitted top recommendation.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state correctly captures the user's request for a popular Christmas jazz song with vocal or saxophone, but it fails to mark Beegie Adair as a hard exclusion for the next turn and includes stale rejected artist IDs, which could lead to incorrect retrieval.
missing: User explicitly wants a different artist than Beegie Adair, but the state does not mark this as a hard exclusion for the next turn.; User wants a popular Christmas jazz song with either a vocalist or saxophone, but the state treats both as required instead of optional.
extra/stale: The resolver includes three rejected_artist_ids, but only Beegie Adair was explicitly rejected; the other two IDs appear to be stale from prior turns.; The state_excerpt includes a 'satisfied_prior' fact for Beegie Adair, which is contradictory to the explicit rejection of that artist.
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm looking for some popular Christmas jazz to get into the holiday spirit.
The Christmas Waltz -- Beegie Adair
How about "The Christmas Waltz"? It's another beautiful piece from her that really captures that classic holiday jazz vibe.
That's lovely, thank you! Beegie Adair is always perfect for the holidays. Can you suggest another popular Christmas jazz song, maybe with a saxophone or a vocalist this time?
Have Yourself A Merry Little Christmas -- Beegie Adair
Wonderful! Since you're enjoying Beegie Adair and the holiday jazz vibe, how about "Have Yourself A Merry Little Christmas"? It's another gorgeous piano piece from her that I think you'll really appreciate.
Oh, "Have Yourself A Merry Little Christmas" is beautiful and absolutely puts me in the holiday spirit! Beegie Adair always delivers. I was actually hoping for something different this time, maybe a popular jazz song with a clear vocal performance or a prominent saxophone, to add some variety to my holiday playlist.
State
Current request: A popular Christmas jazz song with a clear vocal performance or prominent saxophone, different from Beegie Adair.
Hard rejected names: Beegie Adair
Soft avoid names: Beegie Adair
Positive terms: yourself, merry, little, christmas, beautiful, absolutely, puts, holiday, spirit, beegie, adair, always, delivers, was, actually, hoping, something, different, popular, jazz, clear, vocal, performance, prominent, saxophone, add, some, variety, playlist, vocalist
{
"exclusions": [
{
"type": "artist",
"facet": null,
"value": "Beegie Adair",
"scope": "next_turn_hard",
"source_turn": 3,
"evidence_text": "something different this time"
}
],
"rejections": [
{
"kind": "artist",
"value": "Beegie Adair",
"scope": "hard",
"source_turn": 3,
"evidence_text": "something different this time"
}
],
"explicit_rejections": [
{
"kind": "artist",
"value": "Beegie Adair",
"source_turn": 3
}
],
"facts": [
{
"type": "artist",
"facet": null,
"value": "Beegie Adair",
"role": "satisfied_prior",
"anchor_use": "do_not_use",
"relation": "satisfied_prior",
"reuse": "avoid_exact",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "Beegie Adair always delivers"
},
{
"type": "attribute",
"facet": "genre",
"value": "Christmas jazz",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "Christmas jazz"
},
{
"type": "attribute",
"facet": "popularity",
"value": "popular",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "popular"
},
{
"type": "attribute",
"facet": "instrument",
"value": "saxophone",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "prominent saxophone"
},
{
"type": "attribute",
"facet": "performer",
"value": "vocalist",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "vocal performance"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [
"7846e682-37e8-43f4-b9e3-bdbeeaa2844b",
"db8273ff-5174-4bd5-bf1d-dc8ab4c66915",
"810b40cf-8712-4e21-a7c4-2661b04b9df2"
],
"rejected_tags": [],
"positive_tags": [
"Christmas jazz",
"popular",
"saxophone",
"vocalist"
],
"played_track_ids": [
"87727b49-ad60-49da-bf0d-b53624601646",
"f2a60a6b-978a-4cc8-a071-ad3f80349f09"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | The Christmas Song Beegie Adair |
Jazz Piano Christmas | 45 | 5.22 | rejected_artist_id, rejected_name:Beegie Adair, avoid_name:Beegie Adair, prior_artist_after_switch:Beegie Adair christmas piano, Holiday, instrumental christmas, the winter lounge, Jazz, Pop |
|
| 2 | Santa Claus Is Coming To Town Beegie Adair |
Jazz Piano Christmas | 31 | 1 | 6.16 | rejected_name:Beegie Adair, avoid_name:Beegie Adair, prior_artist_after_switch:Beegie Adair an old fashioned christmas, overhyped artist summary, Holiday, crooners christmas, test, yule |
| 3 | White Christmas Beegie Adair and Friends |
Christmas Jazz | 0 | 4.00 | rejected_artist_id an old fashioned christmas, overhyped artist summary, christmas piano, crooners christmas, yule, Jazz |
|
| 4 | The Christmas Song (feat. Denis Solee) Denis Solee |
Christmas Jazz | 0 | 25 | 3.00 | 2720 holiday jazz, Jazz |
| 5 | Greensleeves Coleman Hawkins |
Soul | 41 | 7 | 3.21 | Easy Listening, swing, yule, easy listening, christmas jazz, master list |
| 6 | Let It Snow! Let It Snow! Let It Snow! Dean Martin |
A Winter Romance | 62 | 34 | 3.31 | christmas oldies, Holiday, swing, holiday, Jazz, holidays |
| 7 | White Christmas Bing Crosby |
Holiday Inn | 4 | 32 | 5.02 | christmas oldies, classics, swing, easy listening, bing crosby, oldies |
| 8 | O Christmas Tree Oscar Peterson |
An Oscar Peterson Christmas | 0 | 5 | 3.00 | Holiday, yule, xmas, jazz, christmas, christmas tag |
| 9 | Silver Bells Dean Martin |
The Dean Martin Christmas Album | 49 | 37 | 7.25 | cjl original library, classics, christmas classic, songs with colours, easy listening, oldies |
| 10 | Have Yourself A Merry Little Christmas Oscar Peterson |
An Oscar Peterson Christmas | 0 | 11 | 6.00 | Holiday, yule, Jazz, xmas, christmas |
| 11 | Christmas Waltz Oscar Peterson |
An Oscar Peterson Christmas | 0 | 3 | 3.00 | fip, xmas, Holiday, yule, waltz, christmas jazz |
| 12 | O Christmas Tree (feat. George Tidwell) George Tidwell |
Christmas Jazz | 0 | 9 | 3.00 | 2720 holiday jazz, instrumental, flugel horn, yule, Jazz, christmas |
| 13 | Silent Night Oscar Peterson |
An Oscar Peterson Christmas | 0 | 36 | 3.00 | fip, Holiday, yule, Jazz, xmas, christmas |
| 14 | God Rest Ye Merry, Gentlemen Oscar Peterson |
An Oscar Peterson Christmas | 0 | 39 | 4.00 | fip, Holiday, xmas, jazz, christmas |
| 15 | Let It Snow Oscar Peterson |
An Oscar Peterson Christmas | 0 | 27 | 3.00 | fip, Holiday, winter, yule, Jazz, xmas |
| 16 | O Christmas Tree Tony Bennett |
A Swingin' Christmas Featuring The Count Basie Big Band | 42 | 15 | 4.21 | vocal, an old fashioned christmas, Holiday, crooners christmas, holiday, yule |
| 17 | Sleigh Ride (with Percy Faith & His Orchestra) Johnny Mathis |
Merry Christmas | 39 | 72 | 5.20 | christmas classic, easy listening, cheesy, oldies, johnny mathis christmas, christmas modern classic |
| 18 | The Masquerade Is Over Cannonball Adderley |
Nancy Wilson/Cannonball Adderley | 56 | 187 | 3.28 | Vocal, vocal jazz, Pop, Jazz |
| 19 | Santa Claus Is Coming to Town Oscar Peterson |
An Oscar Peterson Christmas | 0 | 29 | 3.00 | fip, Holiday, yule, christmas, xmas, jazz |
| 20 | Have Yourself A Merry Little Christmas - 1999 - Remaster Frank Sinatra |
Sinatra Christmas Album | 57 | 83 | 7.29 | Holiday, revival, beautiful christmas song, mistagged track, easy listening, Vocal |
Predicted Response
I know you're looking for a Christmas jazz track with a strong vocal or saxophone, and I’d love to recommend something that fits your taste—though the track I have in mind, Beegie Adair’s *The Christmas Song*, is an instrumental piano piece, which is more in line with the style you’re avoiding. Let me try again with something that features a clear vocal or a standout saxophone instead.
Can you recommend some holiday music with traditional winter themes in the lyrics, beyond just Santa Claus?
Open row audit
Recommendation fit: bad fit
The user explicitly asked for holiday music with traditional winter themes beyond just Santa Claus, but the submitted top recommendation 'Winter Wonderland' by George Strait, while mentioning winter, is a generic holiday song that does not clearly emphasize traditional winter themes in its lyrics. A better choice is 'Wizards In Winter - Instrumental' by Trans-Siberian Orchestra (rank 11), which directly evokes winter through its title and instrumental theme, avoiding Santa entirely.
The audit did not find a clearly better clean alternative in the inspected list/pool.
Likely cause: no specific pipeline gap was identified.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. Best shown candidate: rank 11. The user explicitly asked for holiday music with traditional winter themes beyond just Santa Claus, but the submitted top recommendation 'Winter Wonderland' by George Strait, while mentioning winter, is a generic holiday song that does not clearly emphasize traditional winter themes in its lyrics. A better choice is 'Wizards In Winter - Instrumental' by Trans-Siberian Orchestra (rank 11), which directly evokes winter through its title and instrumental theme, avoiding Santa entirely.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #11: Wizards In Winter - Instrumental by Trans-Siberian Orchestra
The user explicitly asked for holiday music with traditional winter themes beyond just Santa Claus, but the submitted top recommendation 'Winter Wonderland' by George Strait, while mentioning winter, is a generic holiday song that does not clearly emphasize traditional winter themes in its lyrics. A better choice is 'Wizards In Winter - Instrumental' by Trans-Siberian Orchestra (rank 11), which directly evokes winter through its title and instrumental theme, avoiding Santa entirely.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response clearly grounds itself in the submitted track, explains how the lyrics fit the user's request for traditional winter themes beyond Santa Claus, and uses accessible language.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state correctly captures the genre and lyrical theme facets, but fails to treat the 'beyond just Santa Claus' constraint as an explicit exclusion, which could lead to retrieval of songs that are still Santa-focused.
missing: The user explicitly requested 'beyond just Santa Claus', which is an exclusion of songs primarily about Santa Claus, but the state does not mark this as an exclusion or rejection.
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
Can you recommend some holiday music with traditional winter themes in the lyrics, beyond just Santa Claus?
State
Current request: Holiday music with traditional winter themes in the lyrics, beyond just Santa Claus.
Hard rejected names:
Soft avoid names:
Positive terms: recommend, some, holiday, traditional, winter, themes, lyrics, beyond, just, santa, claus
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "attribute",
"facet": "genre",
"value": "holiday music",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "holiday music"
},
{
"type": "attribute",
"facet": "lyrical_theme",
"value": "traditional winter themes",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "traditional winter themes in the lyrics"
},
{
"type": "attribute",
"facet": "lyrical_theme",
"value": "beyond Santa Claus",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "beyond just Santa Claus"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_artist_ids": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"holiday music",
"traditional winter themes",
"beyond Santa Claus"
],
"played_track_ids": []
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Winter Wonderland George Strait |
Merry Christmas Strait To You | 18 | 1 | 2.09 | Holiday, christmas |
| 2 | Winter Wonderland Mannheim Steamroller |
Christmas Extraordinaire | 15 | 5 | 2.08 | mannheim steamroller, Holiday, rnb influences, yule, good music, christmas instrumental |
| 3 | Winter Wonderland Colbie Caillat |
Christmas In The Sand | 9 | 6 | 2.04 | cover, Holiday, winter, xmas, Singer/Songwriter, Pop |
| 4 | Here Comes Santa Claus (Right Down Santa Claus Lane) - 1947 Version Gene Autry |
Rudolph The Red Nosed Reindeer And Other Christmas Classics | 54 | 14 | 3.27 | pop, jul03, Holiday, country, x-mas oldies, Country |
| 5 | Santa Claus Is Coming To Town Colbie Caillat |
Christmas In The Sand | 11 | 4 | 3.06 | cover, Holiday, santa, xmas, Singer/Songwriter, Rock |
| 6 | Rudolph the Red-Nosed Reindeer The Pinafores |
Rudolph The Red Nosed Reindeer And Other Christmas Classics | 48 | 79 | 1.24 | pop, Holiday, gene aurty christmas, kids, christmas |
| 7 | It's the Most Wonderful Time of the Year Andy Williams |
The Most Wonderful Time Of The Year | 61 | 141 | 1.30 | pop, classic rock, Holiday, Easy Listening, swing, easy listening |
| 8 | Sleigh Ride (with Percy Faith & His Orchestra) Johnny Mathis |
Merry Christmas | 39 | 30 | 5.20 | christmas classic, easy listening, cheesy, oldies, johnny mathis christmas, christmas modern classic |
| 9 | The Holly And The Ivy Mannheim Steamroller |
A Fresh Aire Christmas | 29 | 46 | 3.15 | the best of christmas music, melancholy christmas, toasty by the fire christmas mix, christmas classic, mellow christmas mix, family christmas |
| 10 | We Three Kings Louis Davis Jr |
Christmas | 26 | 52 | 2.13 | 1800s, like, new age instrumental christmas, yule, new age christmas, 80s |
| 11 | Wizards In Winter - Instrumental Trans-Siberian Orchestra |
The Lost Christmas Eve | 45 | 23 | 3.23 | dark, missjudy76, awsome, like, winter, Pop |
| 12 | What Christmas Means To Me 98º |
What Christmas Means To Me | 22 | 24 | 1.11 | Pop, Holiday |
| 13 | White Christmas Bing Crosby |
Holiday Inn | 4 | 127 | 1.02 | christmas oldies, classics, swing, easy listening, bing crosby, oldies |
| 14 | Santa Baby Colbie Caillat |
Christmas In The Sand | 12 | 13 | 2.06 | cover, Holiday, santa, xmas, Singer/Songwriter, Pop |
| 15 | Santa Baby Kellie Pickler |
Santa Baby | 22 | 8 | 3.11 | country, todays tunes, country christmas, north carolina, wkqi-fm, bali |
| 16 | Let It Snow Oscar Peterson |
An Oscar Peterson Christmas | 0 | 61 | 2.00 | fip, Holiday, winter, yule, Jazz, xmas |
| 17 | Christmas Through Your Eyes Gloria Estefan |
Christmas Through Your Eyes | 23 | 38 | 1.11 | Dance, unstreamable yet streamable, christmas pop, emotive, kanal 80, easy listening |
| 18 | Winter Wonderland / Don't Worry Be Happy (feat. Tori Kelly) Pentatonix |
That's Christmas To Me | 43 | 15 | 2.21 | Pop, a cappella, Holiday, Rock |
| 19 | The Twelve Days of Christmas Harry Belafonte |
To Wish You A Merry Christmas | 16 | 3 | 1.08 | rhythm and blues, Vocal, natal, christmas music, noel, weihnachten |
| 20 | The Christmas Song Colbie Caillat |
Christmas In The Sand | 9 | 59 | 1.04 | Pop, Singer/Songwriter, Holiday |
Predicted Response
You're in for a treat — "Winter Wonderland" by George Strait brings that classic holiday feeling with lyrics painted in crisp winter scenes, snow-covered landscapes, and the quiet magic of a winter night. It’s a timeless tune that captures the spirit of the season without relying on Santa, just pure, traditional winter charm.
Sources And Caveats
Prediction: submission/v10_lgbm_A.zip
Trace: .repro/traces/blindset_A_trace.jsonl
Ground truth: not supplied
Dataset: talkpl-ai/TalkPlayData-Challenge-Blind-A
Recommendation fit judge: {"enabled": true, "model": "openrouter/deepseek/deepseek-v4-flash", "label_free_only": true, "top_k": 20, "include_state": true, "ran": true, "limit": 0, "workers": 1, "max_tokens": 900, "judged_rows": 80, "error_rows": 0, "cache_path": "reports/blindset-a-prediction-audit/llm_judgments.jsonl", "litellm_cache": {"enabled": false, "mode": "off"}}
Response quality judge: {"enabled": true, "model": "openrouter/deepseek/deepseek-v4-flash", "label_free_only": true, "prompt_version": "v3_recsys_justification_profile", "ran": true, "limit": 0, "workers": 1, "max_tokens": 900, "judged_rows": 80, "error_rows": 0, "cache_path": "reports/blindset-a-prediction-audit/llm_explanation_judgments.jsonl", "litellm_cache": {"enabled": false, "mode": "off"}}
State accuracy judge: {"enabled": true, "model": "openrouter/deepseek/deepseek-v4-flash", "label_free_only": true, "prompt_version": "v1_state_accuracy", "diagnostic_only": true, "ran": true, "limit": 0, "workers": 1, "max_tokens": 900, "judged_rows": 80, "error_rows": 0, "cache_path": "reports/blindset-a-prediction-audit/llm_state_judgments.jsonl", "litellm_cache": {"enabled": false, "mode": "off"}}
Catalog warning: none