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=62 (bad fit=56, strong fit=18, weak fit=6).
- Response quality reviewed 80 label-free rows; thin/misleading responses=26 (clear=50, misleading=15, thin=11, acceptable=4).
- State accuracy reviewed 80 trace-backed rows; partial/inaccurate state rows=38 (accurate=42, inaccurate=38).
- 1 rows (1.2%) have a hard top-1 rejection leak; these are the strongest proven-bad cases.
- 17 rows (21.2%) have a top-1 risk flag, including softer branch-out/repetition issues.
- Most common gap labels: ranking_gap=31, compiler_filter_gap=8, state_gap=3, resolver_gap=1.
- 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.
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 explicitly asked for an album with striking, abstract cover art, but the top recommendation is a song from Blonde, which does not match that description. Candidate 5, 'Postcard Of A Painting' by Maximo Park, directly references a painting in its title and is from an album with a more fitting abstract cover, making it the best match.
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 5. The user explicitly asked for an album with striking, abstract cover art, but the top recommendation is a song from Blonde, which does not match that description. Candidate 5, 'Postcard Of A Painting' by Maximo Park, directly references a painting in its title and is from an album with a more fitting abstract cover, making it the best match.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #5: Postcard Of A Painting by Maximo Park
The user explicitly asked for an album with striking, abstract cover art, but the top recommendation is a song from Blonde, which does not match that description. Candidate 5, 'Postcard Of A Painting' by Maximo Park, directly references a painting in its title and is from an album with a more fitting abstract cover, making it the best match.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: acceptable
The response describes the album cover's abstract style and connects it to the user's request, but it describes the cover as having 'soft pink and white gradients' when the user asked for 'bold colors and shapes.' This is a minor mismatch but does not render the response invalid.
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, bold colors, and shapes, 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 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, like a modern painting.
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"
},
{
"type": "attribute",
"facet": "visual",
"value": "like a modern painting",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "like a modern painting"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_track_values": [],
"anchor_artist_ids": [],
"anchor_artist_values": [],
"exact_track_target_ids": [],
"exact_track_targets": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"striking abstract cover art",
"bold colors and shapes",
"like a modern 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 | 0.45 | neo-soul, rhythm and blues, soul, def jam, r&b, instrumental |
|
| 2 | Painted MS MR |
How Does It Feel | 27 | 7 | 1.14 | pop, american, electronic, electropop, best of 2015, 2015 single |
| 3 | Colouring Of Pigeons Mt Sims |
Tomorrow In A Year | 0 | 300 | 3.00 | experimental, absolutely amazing, 2010, goat, epic, swedish |
| 4 | Art Deco Lana Del Rey |
Honeymoon | 82 | 18 | 1.41 | ethereal, azealia banks, banned, zeze, american, trap |
| 5 | Postcard Of A Painting Maximo Park |
A Certain Trigger | 0 | 4 | 4.00 | indierock, energetic, interessant, alternative rock, prog, energy |
| 6 | We Can't Stop Scott Bradlee's Postmodern Jukebox |
Twist Is The New Twerk | 44 | 130 | 2.22 | cover, Jazz |
| 7 | Dark Horse Scott Bradlee's Postmodern Jukebox |
Clubbin' With Grandpa | 30 | 124 | 2.15 | cover, Jazz |
| 8 | Feel It Still Portugal. The Man |
Feel It Still | 82 | 424 | 2.41 | favorite, lp-woodstock, conan, 2017, new, similar to mgmt |
| 9 | Shape of You Ed Sheeran |
Shape of You | 90 | 739 | 1.45 | beautiful, ed sheeran, favorite, folk, 2017, new |
| 10 | Painted Sun in Abstract Trent Reznor and Atticus Ross |
The Social Network | 43 | 2 | 1.22 | 4 of 10 stars, ambient, favorite titles, Dance, soundtrack, Electronic |
| 11 | Shapeshifter Elephant |
Shapeshifter | 0 | 783 | 1.00 | radio paradise, radioparadise, nice, Alternative |
| 12 | Thrift Shop Scott Bradlee's Postmodern Jukebox |
Twist Is The New Twerk | 45 | 181 | 2.23 | pop, cover, swing, Jazz, jazz |
| 13 | Seven Nation Army Scott Bradlee's Postmodern Jukebox |
Swipe Right For Vintage | 54 | 295 | 2.27 | covers, Jazz |
| 14 | All About That Bass - 2015 European Cast Scott Bradlee's Postmodern Jukebox |
All About That Bass (2015 European Cast) | 45 | 38 | 2.23 | cover, Pop, Jazz |
| 15 | Sleepyhead Passion Pit |
Manners | 69 | 647 | 2.35 | songs that make you wanna get up and dance, experimental, loved, sleep, alternative rock, psychedelic pop |
| 16 | Rebel Rebel - 2016 Remastered Version David Bowie |
Diamond Dogs | 71 | 0.35 | Pop, rock, soundtrack |
|
| 17 | Livin’ On A Prayer Scott Bradlee's Postmodern Jukebox |
Historical Misappropriation | 34 | 494 | 2.17 | cover, Pop, Jazz, lindy hop |
| 18 | Rhinestone Eyes Gorillaz |
Plastic Beach | 80 | 474 | 3.40 | experimental, alternative rock, 2010, interesting, epic, i love this song |
| 19 | Young Blood The Naked And Famous |
Passive Me, Aggressive You | 71 | 907 | 0.35 | alternative rock, psychedelic pop, Pop, noise pop, ambient, rock |
| 20 | Coloris she |
Coloris | 36 | 24 | 2.18 | cris3, experimental, one life left, hair stylist soundtrack, new rave, cris |
Predicted Response
The cover of Frank Ocean’s *Blonde* is a striking, abstract piece—soft pink and white gradients layered with blurred, painterly shapes that feel like a modern art canvas. It matches your vibe perfectly, with its bold yet dreamy visual style that’s as evocative as the music.
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: strong fit
The top recommendation 'You Missed My Heart' is a storytelling song with a melancholic feel, directly matching the user's request for a strong narrative and life-story unfolding.
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 Missed My Heart' is a storytelling song with a melancholic feel, directly matching the user's request for a strong narrative and life-story unfolding.
Recommendation Fit
accepted submitted rank #1: You Missed My Heart by Mark Kozelek & Jimmy LaValle
The top recommendation 'You Missed My Heart' is a storytelling song with a melancholic feel, directly matching the user's request for a strong narrative and life-story unfolding.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · strong fitResponse Quality
response quality: clear
The response clearly references the submitted track and artist, explains how the song's narrative and melancholic tone match the user's request, and uses evocative but accurate language that a non-expert can understand.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state correctly captures the user's request for a song with a strong narrative, life story unfolding, and a melancholic mood, 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 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, a life-story feel, and a melancholic mood.
Hard rejected names:
Soft avoid names:
Positive terms: i m, searching, strong, narrative, something, feels, life, story, unfolding, bit, melancholic, life story, feel, mood
{
"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_track_values": [],
"anchor_artist_ids": [],
"anchor_artist_values": [],
"exact_track_target_ids": [],
"exact_track_targets": [],
"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 | You Missed My Heart Mark Kozelek & Jimmy LaValle |
Perils from the Sea | 33 | 40 | 1.17 | Alternative, storytelling |
| 2 | Over and Done the everybodyfields |
Nothing Is Okay | 5 | 18 | 1.02 | Singer/Songwriter, country, melancholic, folk rock |
| 3 | Tell Her a Story Julia Stone |
Let's Forget All The Things That We Say | 0 | 103 | 1.00 | Folk, Rock |
| 4 | Gustavo Mark Kozelek & Jimmy LaValle |
Perils from the Sea | 31 | 36 | 1.16 | Alternative, historia triste de la vida, storytelling |
| 5 | m.A.A.d city MC Eiht |
good kid, m.A.A.d city | 72 | 2.36 | kendrick lamar, hardcore anal trap penetration by some black nigger, meaning, narrative, mc eiht, title tracks |
|
| 6 | Last Night I Dreamt That Somebody Loved Me - 2011 Remastered Version The Smiths |
Strangeways, Here We Come | 60 | 61 | 0.30 | melancholy, Rock, Alternative, rock |
| 7 | I Know It's Over - 2011 Remaster The Smiths |
The Queen Is Dead | 74 | 524 | 6.37 | sad as hell, alternative rock, easy listening, death, oldies, depressing shit |
| 8 | That's Life Frank Sinatra |
That's Life | 74 | 238 | 3.37 | sinatra, easy listening, soul, oldies, jazz vocal, going mad from this song |
| 9 | Story Of My Life (Radio Edit) Gavin Mikhail |
Story Of My Life (One Direction Covers, Etc) | 32 | 10 | 2.16 | Others |
| 10 | Agoa Gareth Dickson |
Collected Recordings | 36 | 56 | 0.18 | Singer/Songwriter, melancholism, Alternative |
| 11 | Life On Mars? - 2015 Remastered Version David Bowie |
Hunky Dory | 71 | 229 | 3.35 | experimental, rock ballad, classics, loved, 1971, alternative rock |
| 12 | Cat's in the Cradle Harry Chapin |
Verities & Balderdash | 70 | 683 | 2.35 | beautiful, family, shrek, folk, great guitar and strings, 70's |
| 13 | Summer 78 (1) Yann Tiersen |
Goodbye Lenin ! | 46 | 198 | 4.23 | mpsvd-relax-c, sleep, easy listening, essentials, compulsive repeat listenings, yearning |
| 14 | I Want the One I Can't Have - 2011 Remaster The Smiths |
Meat Is Murder | 61 | 5.30 | love the lyrics, uni, red wedge, alternative rock, rockpop, songs about love |
|
| 15 | Sad Girl Lana Del Rey |
Ultraviolence | 81 | 563 | 0.41 | blues, amazing melody, beautiful, fire walk with me, brittany o neil, softly |
| 16 | The Saddest Song Morphine |
Good | 44 | 21 | 2.22 | interessant, alternative rock, essentials, spring, emotional landscapes, bittersweet |
| 17 | Rebel Rebel - 2016 Remastered Version David Bowie |
Diamond Dogs | 71 | 101 | 0.35 | Pop, rock, soundtrack |
| 18 | maplean Smog |
the end of silence EP | 0 | 693 | 0.00 | Hip-Hop/Rap |
| 19 | I Am A Man Of Constant Sorrow Blitzen Trapper |
Mystery and Wonder | 0 | 0.00 | fip, Alternative, Soundtracks |
|
| 20 | Somehow the Wonder of Life Prevails Mark Kozelek & Jimmy LaValle |
Perils from the Sea | 26 | 2.13 | painfully beautiful, beautiful, ambient, electronic, good songs for bad moments, mark kozelek |
Predicted Response
You missed my heart — a quiet, intimate story of love and loss, told with the weight of memory and the ache of what could’ve been. The way Mark Kozelek’s voice carries each line like a letter left unsent makes it feel like a life unfolding in real time.
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: strong fit
Dead Prez's 'Hip Hop' is an intense, energetic, and hard-hitting track with a raw urban vibe that fits the request for focused hip-hop to power through 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): strong fit. Best shown candidate: rank 1. Dead Prez's 'Hip Hop' is an intense, energetic, and hard-hitting track with a raw urban vibe that fits the request for focused hip-hop to power through a creative block.
Recommendation Fit
accepted submitted rank #1: Hip Hop by Dead Prez
Dead Prez's 'Hip Hop' is an intense, energetic, and hard-hitting track with a raw urban vibe that fits the request for focused hip-hop to power through a creative block.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · strong fitResponse Quality
response quality: clear
The response clearly grounds itself in the submitted track 'Hip Hop' by Dead Prez, explains how its raw energy and politically charged nature fit the user's request for intense, focused hip-hop to overcome a creative block, and uses accessible language without 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 intense, focused hip-hop with a raw urban vibe to aid a creative block, 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 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 to help with 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, help
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "attribute",
"facet": "genre",
"value": "intense focused hip-hop",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "intense, focused hip-hop"
},
{
"type": "attribute",
"facet": "sonic",
"value": "raw urban vibe",
"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": "focused for creative block",
"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_track_values": [],
"anchor_artist_ids": [],
"anchor_artist_values": [],
"exact_track_target_ids": [],
"exact_track_targets": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"intense focused hip-hop",
"raw urban vibe",
"focused for creative block"
],
"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 | Hip Hop Dead Prez |
Let's Get Free | 61 | 3 | 4.30 | socially conscious, east coast rap, energetic, loved, political rap, political |
| 2 | Hell on Earth (Front Lines) Mobb Deep |
Hell On Earth (Explicit) | 65 | 146 | 0.33 | beats |
| 3 | Ultimate Denzel Curry |
Ultimate | 64 | 327 | 1.32 | southern hip hop, ult, cloud rap, trill, 2010s rap, southern hip-hop |
| 4 | Real Hip-Hop Das EFX |
Hold It Down | 53 | 4 | 1.26 | chill, Hip-Hop/Rap, hip hop, underground rap, R&B/Soul, Pop |
| 5 | Vice City (feat. Black Hippy) Jay Rock |
90059 | 56 | 173 | 1.28 | tde, 2015, Hip-Hop/Rap, jay rock, black hippy, hip-hop |
| 6 | Crazy Trips BVA |
Be Very Aware | 36 | 105 | 1.18 | Hip-Hop/Rap, hip hop, 2014, high focus, amdek, Alternative Rap |
| 7 | Ill Mind of Hopsin 5 Hopsin |
Ill Mind of Hopsin 5 - Single | 57 | 89 | 1.28 | hopsin - ill mind of hopsin iv, hopsin - ill mind of hopsin, ill mind of hopsin, mind, oskarchuckys loved tracks, shit |
| 8 | Dat $tick Rich Brian |
Dat $tick - Single | 61 | 1.30 | Hip-Hop/Rap, 2016 |
|
| 9 | m.A.A.d city MC Eiht |
good kid, m.A.A.d city | 72 | 186 | 2.36 | kendrick lamar, hardcore anal trap penetration by some black nigger, meaning, narrative, mc eiht, title tracks |
| 10 | Ill Mind of Hopsin 8 Hopsin |
Ill Mind of Hopsin 8 | 54 | 13 | 1.27 | hop, Hip-Hop/Rap, hip, trap, hip-hop, rap |
| 11 | Threatz Denzel Curry |
Threatz | 43 | 183 | 1.22 | hip-hop, slap, Hip-Hop/Rap, rap |
| 12 | Mercy Pusha T |
I Love R&B | 72 | 2.36 | pusha t, buchtel 1040, psychedelic chill, horse meat, psychedelic hip hop, fav |
|
| 13 | Dreams and Nightmares Meek Mill |
Dreams and Nightmares (Deluxe Version) | 74 | 606 | 1.37 | Hip-Hop/Rap, rap |
| 14 | Face the World Nipsey Hussle |
Crenshaw | 58 | 990 | 1.29 | Hip-Hop/Rap |
| 15 | C.R.E.A.M. (Cash Rules Everything Around Me) (feat. Method Man, Raekwon, Inspectah Deck & Buddha Monk) Wu-Tang Clan |
Enter The Wu-Tang Clan - 36 Chambers (Deluxe Version) | 76 | 274 | 1.38 | critically acclaimed song, great rap, underground hip-hop, east coast, hip-hop classics, east coast rap |
| 16 | Lord Pretty Flacko Jodye 2 (LPFJ2) A$AP Rocky |
AT.LONG.LAST.A$AP | 76 | 540 | 1.38 | hip-hop, Hip-Hop/Rap, rap |
| 17 | Oh Shit!!! Injury Reserve |
Floss | 39 | 238 | 1.20 | spazz rap, Hip-Hop/Rap, rap |
| 18 | Blood In Blood Out Jedi Mind Tricks |
Visions Of Gandhi | 47 | 428 | 2.23 | 2003, finest, underground hip-hop, funky hip hop old skool, east coast rap, vinnie paz |
| 19 | 1 of 1 (feat. BH) Nipsey Hussle |
Crenshaw | 35 | 14 | 1.18 | Hip-Hop/Rap |
| 20 | Gunbeat Falls Shabazz Palaces |
Of Light | 19 | 130 | 1.09 | experimental, Hip-Hop/Rap, hip-hop, beats, rap |
Predicted Response
"Dead Prez’s 'Hip Hop' hits hard with that raw, unfiltered East Coast energy you're looking for—its gritty production and politically charged fire are perfect for cutting through creative block and locking in. The intensity and focus here aren’t just loud, they’re purposeful, like a wake-up call for your mind."
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 asked for the name of a specific song from Peter Doherty's album 'Grace/Wastelands' that was frequently mentioned as one of the best tracks of 2009, which is an informational question, not a request for a recommendation. None of the candidate tracks directly answer this factual question, so no 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 asked for the name of a specific song from Peter Doherty's album 'Grace/Wastelands' that was frequently mentioned as one of the best tracks of 2009, which is an informational question, not a request for a recommendation. None of the candidate tracks directly answer this factual question, so no track should be recommended.
Recommendation Fit
no valid submitted recommendation: No valid submitted track
The user asked for the name of a specific song from Peter Doherty's album 'Grace/Wastelands' that was frequently mentioned as one of the best tracks of 2009, which is an informational question, not a request for a recommendation. None of the candidate tracks directly answer this factual question, so no track should be recommended.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: thin
The response simply repeats that 'Arcady' is the mentioned track and adds generic praise ('hauntingly beautiful', 'raw emotion') without providing any evidence from the conversation or user profile to personalize the explanation.
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_track_values": [],
"anchor_artist_ids": [
"624bd94e-7107-41b7-b438-8598c278b677"
],
"anchor_artist_values": [
"Peter Doherty"
],
"exact_track_target_ids": [],
"exact_track_targets": [],
"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 | 7 | 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 | Wake Me Up When September Ends Green Day |
American Idiot (Regular Edition) | 80 | 1.40 | rock ballad, energetic, 2004, alternative rock, bittersweet, epic |
|
| 11 | You Found Me The Fray |
The Fray | 81 | 27 | 3.40 | so effing sweet, makes my heart melt, loved, alternative rock, easy listening, altrock |
| 12 | Big Black Car Gregory Alan Isakov |
This Empty Northern Hemisphere | 77 | 31 | 1.39 | cjl original library, size and weight, exuberant folk, cars and other things that travel on roads, folk, male voices |
| 13 | Down Jay Sean |
All Or Nothing | 81 | 29 | 0.41 | pop, Hip-Hop/Rap, dance dance dance, Pop, down, R&B/Soul |
| 14 | Awake and Alive Skillet |
Awake | 74 | 82 | 2.37 | the most, radioultra, loved, christian metal, modern rock, alternative rock |
| 15 | 4 Minutes (feat. Justin Timberlake & Timbaland) Timbaland |
Celebration (double disc version) | 78 | 36 | 0.39 | pop, Pop, Dance |
| 16 | Brother (feat. Gavin DeGraw) Gavin DeGraw |
Brother | 64 | 707 | 0.32 | pop, 2015, songsof2014, 10s, Rock, alternative |
| 17 | Good Riddance (Time Of Your Life) Green Day |
Nimrod | 83 | 2.42 | Punk, love stinks, loved, alternative rock, best songs ever, bittersweet |
|
| 18 | Party In The U.S.A. Miley Cyrus |
The Time Of Our Lives | 79 | 32 | 2.40 | big john, and the britney song was on, kids, epic, favorites, intertextuality and references |
| 19 | You Know Me Air Traffic Controller |
NORDO | 36 | 67 | 0.18 | Pop, favorites 2012, rock, sxsw 2014 |
| 20 | Jimmy Moriarty |
Gee Whiz But This Is a Lonesome Town | 63 | 193 | 1.31 | folk, world, rock français, Alternative, indie, Singer/Songwriter |
Predicted Response
"Arcady" is the track from Peter Doherty's *Grace/Wastelands* that stood out in 2009—hauntingly beautiful and rich with folk-inflected melancholy, it became a fan and critic favorite for its raw emotion and experimental edge.
I need some happy, feel-good music right now to lift my spirits.
Open row audit
Recommendation fit: strong fit
The user wants happy, feel-good music, and 'Happy Together' by The Turtles is a classic upbeat, cheerful song that perfectly 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): strong fit. Best shown candidate: rank 1. The user wants happy, feel-good music, and 'Happy Together' by The Turtles is a classic upbeat, cheerful song that perfectly matches the request.
Recommendation Fit
accepted submitted rank #1: Happy Together by The Turtles
The user wants happy, feel-good music, and 'Happy Together' by The Turtles is a classic upbeat, cheerful song that perfectly matches the request.
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 happy, feel-good music, and uses accessible language 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 happy, feel-good music to lift spirits as mood attributes, 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 need some happy, feel-good music right now to lift my spirits.
State
Current request: Happy, feel-good music to lift my 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 feel-good",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "happy, feel-good music"
},
{
"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_track_values": [],
"anchor_artist_ids": [],
"anchor_artist_values": [],
"exact_track_target_ids": [],
"exact_track_targets": [],
"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 | Happy Together The Turtles |
Happy Together | 77 | 87 | 4.38 | Psychedelic, beautiful, folk, classics, psychedelic rock, psychedelic pop |
| 2 | You Get What You Give New Radicals |
Maybe You've Been Brainwashed Too | 80 | 448 | 4.40 | a dynamic male vocalist, energetic, loved, 1998, alternative rock, easy listening |
| 3 | Feeling Good Michael Bublé |
It's Time (U.S. Version) | 70 | 23 | 2.35 | relaxing, blues, beautiful, vocal, cover, covers |
| 4 | You Make My Dreams Daryl Hall & John Oates |
Voices | 83 | 4.42 | energetic, loved, easy listening, cheesy, soul, oldies |
|
| 5 | Happier Ed Sheeran |
÷ (Deluxe) | 77 | 544 | 0.39 | pop, ed sheeran, british, heartbreaking, bbc radio1 playlist 2018, lovely |
| 6 | Happy Saving Jane |
Girl Next Door | 12 | 16 | 2.06 | pop punk, female, alternative rock, catchy, awesome, rock |
| 7 | I Can See Clearly Now Jimmy Cliff |
Definitive Collection | 64 | 4.32 | morning, relaxing, sunny, spirit of love, cover, jimmy cliff |
|
| 8 | Rock & Roll Eric Hutchinson |
Sounds Like This | 54 | 225 | 2.27 | woot, easy listening, dees favs, life is sweet, feel-good, hakuna matata |
| 9 | My Happy Ending Avril Lavigne |
Under My Skin | 73 | 36 | 2.37 | rock ballad, loved, coldplay, 2004, alternative rock, female artists |
| 10 | I Feel Fantastic Jonathan Coulton |
JoCo Looks Back | 41 | 12 | 2.21 | energetic, folk, accoustic, workout, medication, i feel fantastic |
| 11 | OK, It's Alright with Me Eric Hutchinson |
Sounds Like This | 53 | 18 | 2.27 | makes me happy, Singer/Songwriter, happy, boys with guitars, currently obsessed with, alternative rock |
| 12 | Mirrors Justin Timberlake |
Songs For The Philippines | 85 | 2.42 | my song, awful, easy listening, soul, spring, epic |
|
| 13 | Happy Up Here Röyksopp |
Happy Up Here | 43 | 1 | 4.21 | makes me happy, experimental, royksopp, cheerful, röyksopp, groove lights |
| 14 | Wings Delta Goodrem |
Wings | 44 | 102 | 3.22 | 2015, 2015 single, 2010s, dance, wake-up song, summer anthem |
| 15 | Love You Like A Love Song Selena Gomez & The Scene |
When The Sun Goes Down | 83 | 0.41 | pop, teen pop, Dance, b-side, electropop, electro |
|
| 16 | Lovely Day Bill Withers |
Complete Sussex & Columbia Album Masters | 84 | 0.42 | Pop, Rock, soul, R&B/Soul |
|
| 17 | Ironic - 2015 Remaster Alanis Morissette |
Jagged Little Pill (Remastered) | 77 | 990 | 1.39 | folk, loved, alternative rock, easy listening, thoughtful, bittersweet |
| 18 | Steal My Girl One Direction |
FOUR | 84 | 4.42 | volta the wanted, adolf hitler cover, 2014 single, for sure, favorite, white powder |
|
| 19 | Mr. Blue Sky Electric Light Orchestra |
The Classic Albums Collection | 81 | 4.41 | energetic, oldies, epic, jeff lynne, pitchfork 500, silver apples moon |
|
| 20 | Feel Robbie Williams |
Escapology | 80 | 138 | 4.40 | folk, loved, alternative rock, easy listening, soul, bittersweet |
Predicted Response
Perfect — "Happy Together" by The Turtles is a classic feel-good anthem with that sunny, carefree vibe you're looking for. Its upbeat melody and joyful lyrics are pure sunshine pop magic, exactly what you need to lift your spirits.
Cheers, I'm after some music where the album art actually stands out, y'know? Like something with a proper interesting design or cool colour palette.
Open row audit
Recommendation fit: bad fit
The user asked for music with standout album art, but the top recommendation (Money by Pink Floyd) is from The Dark Side of the Moon, whose iconic cover is not mentioned in the candidate metadata, and the song itself is not about album art. A better choice is Clint Eastwood by Gorillaz (rank 4), as the Gorillaz album features distinctive, visually striking artwork that matches the user's 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 4. The user asked for music with standout album art, but the top recommendation (Money by Pink Floyd) is from The Dark Side of the Moon, whose iconic cover is not mentioned in the candidate metadata, and the song itself is not about album art. A better choice is Clint Eastwood by Gorillaz (rank 4), as the Gorillaz album features distinctive, visually striking artwork that matches the user's request.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #4: Clint Eastwood by Gorillaz
The user asked for music with standout album art, but the top recommendation (Money by Pink Floyd) is from The Dark Side of the Moon, whose iconic cover is not mentioned in the candidate metadata, and the song itself is not about album art. A better choice is Clint Eastwood by Gorillaz (rank 4), as the Gorillaz album features distinctive, visually striking artwork that matches the user's request.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response clearly references the submitted top recommendation (Money by Pink Floyd) and explains how its album art fits the user's request for standout design and a cool colour palette, 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 music with standout album art, interesting design, and cool color palette, with no missing or stale constraints.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
Cheers, I'm after some music where the album art actually stands out, y'know? Like something with a proper interesting design or cool colour palette.
State
Current request: Music with album art that stands out, has interesting design, or a cool colour palette.
Hard rejected names:
Soft avoid names:
Positive terms: cheers, i m, after, some, where, album, art, actually, stands, out, y know, something, proper, interesting, design, cool, colour, palette, has
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "attribute",
"facet": "visual",
"value": "stands out",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "album art actually stands out"
},
{
"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": "cool colour palette",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "cool colour palette"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_track_values": [],
"anchor_artist_ids": [],
"anchor_artist_values": [],
"exact_track_target_ids": [],
"exact_track_targets": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"stands out",
"interesting design",
"cool colour 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 | Money Pink Floyd |
The Dark Side of the Moon | 77 | 11 | 1.39 | Rock, design, rock |
| 2 | Saturnz Barz (feat. Popcaan) Popcaan |
Humanz | 64 | 0.32 | pop, Alternative Rock, Alternative, alternative |
|
| 3 | New Rules Dua Lipa |
Dua Lipa | 82 | 844 | 5.41 | emogaycore, awful, trance, soul, spammer, 2010s |
| 4 | Clint Eastwood Gorillaz |
Gorillaz | 75 | 1.38 | experimental, alternative rock, rock, downtempo, indie rock, Alternative |
|
| 5 | Rhinestone Eyes Gorillaz |
Plastic Beach | 80 | 908 | 7.40 | experimental, alternative rock, 2010, interesting, epic, i love this song |
| 6 | Colours Hot Chip |
The Warning | 32 | 2 | 8.16 | experimental, energetic, loved, easy listening, motion, bittersweet |
| 7 | Rebel Rebel - 2016 Remastered Version David Bowie |
Diamond Dogs | 71 | 0.35 | Pop, rock, soundtrack |
|
| 8 | Closer The Chainsmokers |
Closer | 89 | 1.45 | pop, Dance, awesome, electropop, favorite, Electronic |
|
| 9 | Promiscuous Timbaland |
Loose (Japan Version) | 87 | 304 | 0.43 | Dance, folk, pop dance, vocoder, rock, r&b |
| 10 | Do You Realize?? The Flaming Lips |
Yoshimi Battles The Pink Robots (U.S. Version) | 64 | 415 | 1.32 | punk, pop, rock, soundtrack, indie pop, psychedelic rock |
| 11 | This Is What You Came For Calvin Harris |
This Is What You Came For | 81 | 1.41 | pop, bbc radio1 playlist 2016, playlista rmf fm, 2016 single, Dance, Electronic |
|
| 12 | Stressed Out Twenty One Pilots |
Blurryface | 88 | 463 | 4.44 | my top 100 of 2015, bbc radio1 playlist 2016, generic, pretty much, fucking awesome, hit |
| 13 | Pink + White Frank Ocean |
Blonde | 90 | 0.45 | neo-soul, rhythm and blues, soul, def jam, r&b, instrumental |
|
| 14 | One More Time Daft Punk |
Discovery | 82 | 4.41 | Dance, energetic, trance, 00s, one, 90s |
|
| 15 | She's My Collar (feat. Kali Uchis) Kali Uchis |
Humanz | 79 | 0.40 | pop, electronic, Alternative |
|
| 16 | Operate - The Chainsmokers Remix ASTR |
Operate (The Chainsmokers Remix) | 38 | 46 | 1.19 | experimental, Alternative Rock, the chainsmokers, female vocalists, art pop, i love love love this song |
| 17 | Would I Lie To You - Radio Edit Cedric Gervais |
Would I Lie To You | 66 | 74 | 0.33 | pop, electronic, Dance, Electronic, david guetta, dance |
| 18 | A Sky Full of Stars Coldplay |
Los Números 1 De 40 (El Disco De Los Éxitos) | 90 | 4.45 | eclectonia, coldplay, alternative rock, trance, soul, mello |
|
| 19 | How Do You Know My Morning Jacket |
Split | 9 | 32 | 2.04 | music to get the pussy wet, sexxxy, rock, gd gd gd gd, quiet, fish fry |
| 20 | Stargazing Kygo |
Stargazing - EP | 67 | 331 | 0.34 | justin jesso, Dance, deep house, Electronic, tropical house, kygo |
Predicted Response
Love that vibe — *Money* from Pink Floyd’s *The Dark Side of the Moon* is a perfect match for your request. The album’s iconic design, with its prism splitting light into a bold rainbow spectrum, is instantly recognizable and still stands out with its striking, timeless colour palette.
I'm looking for some background music to help me relax and unwind.
Open row audit
Recommendation fit: strong fit
The user wants relaxing background music, and 'Brain Relaxation Sky' is a rain sound track that fits that purpose well.
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 wants relaxing background music, and 'Brain Relaxation Sky' is a rain sound track that fits that purpose well.
Recommendation Fit
accepted submitted rank #1: Brain Relaxation Sky by Sample Rain Library
The user wants relaxing background music, and 'Brain Relaxation Sky' is a rain sound track that fits that purpose well.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · strong fitResponse Quality
response quality: clear
The response clearly names the recommended track and artist, explains why it fits the user's request for relaxing background music by mentioning gentle rain sounds and ambient tones, and stays relevant without any contradictions or false claims.
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 with mood facets 'relaxing' and 'unwinding', and no constraints are missing or stale.
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 and unwind"
},
{
"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"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_track_values": [],
"anchor_artist_ids": [],
"anchor_artist_values": [],
"exact_track_target_ids": [],
"exact_track_targets": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"relaxing",
"unwinding"
],
"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 | 1 | 1.20 | Others |
| 2 | Cozy Rain Sample Rain Library |
Rain Sounds | 59 | 169 | 0.29 | Others |
| 3 | Calmness Rain Sound Rain Sound Studio |
Rain Sounds For Sleeping | 49 | 52 | 0.24 | Others |
| 4 | Sleep and Chill Rain Rain Storm Sample Library |
Rain Sounds | 46 | 72 | 0.23 | Others |
| 5 | Relaxation Rain Mother Nature FX |
Rain Sounds | 46 | 2 | 1.23 | Others |
| 6 | 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 | 49 | 0.20 | New Age |
| 7 | Good Night Sleep Natural Sound Selections |
Rain Sounds | 50 | 112 | 0.25 | Others |
| 8 | Sleep Easy Rain Rain Storm Sample Library |
Rain Sounds | 39 | 80 | 0.20 | Others |
| 9 | Thunder and Rain Calmsound |
Rain Sounds | 47 | 166 | 0.23 | New Age |
| 10 | Rain Sounds Chill Wp Sounds |
Rain Sounds | 49 | 109 | 0.24 | Others |
| 11 | Secret Zen - Classical Piano Music for Zen Meditation, Rest and Sleep Zen Music Garden |
Zen Music for Zen Meditation - Musique Zen | 34 | 75 | 0.17 | Others |
| 12 | Wave Foam Relaxed Minds |
Waves | 42 | 636 | 1.21 | Others |
| 13 | Ambient Sleep Enchanted Feel |
Ambient Sleep | 27 | 173 | 0.14 | New Age |
| 14 | Ambiente Lluvia Sample Rain Library |
Rain Sounds | 35 | 97 | 0.17 | Others |
| 15 | Orbiting Chimes for Deep Sleep Ambient Music Therapy (Deep Sleep, Meditation, Spa, Healing, Relaxation) |
Relaxing Tones and Drones: Deep Sleep, Meditation | 20 | 478 | 2.10 | New Age, Christian |
| 16 | Rain Sounds Wp Sounds |
Rain Sounds | 65 | 57 | 0.33 | Others |
| 17 | Drip Drop Sleep Gentle Rain Makers |
Rain Sounds | 51 | 390 | 0.26 | New Age |
| 18 | Rain In The Bay The Sleep Helpers |
Deep Sleep Rain | 44 | 68 | 1.22 | Others |
| 19 | Music For Sleep Thunderstorm, Rain Sounds Of Nature : Thunderstorm, Rain |
Music For Sleep Thunderstorm, Rain - Single | 45 | 30 | 0.23 | New Age |
| 20 | Rain Forest and Tropical Beach Sound Nature Sounds Nature Music |
Nature Sounds - Nature Music for Sleep, Yoga and Relaxation | 37 | 163 | 1.19 | New Age |
Predicted Response
Perfect for unwinding — "Brain Relaxation Sky" by Sample Rain Library blends gentle rain sounds with soft ambient tones, creating a calm, soothing backdrop to help you relax.
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 is trying to remember a Lil Wayne song that sounds different from his usual stuff, possibly from an experimental phase. None of the candidates clearly match an experimental or notably different song; most are standard hip-hop/rap tracks. The top recommendation 'Let It Rock' is a rock-influenced track but is not widely considered a standout experimental piece, and no candidate directly addresses 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 Lil Wayne song that sounds different from his usual stuff, possibly from an experimental phase. None of the candidates clearly match an experimental or notably different song; most are standard hip-hop/rap tracks. The top recommendation 'Let It Rock' is a rock-influenced track but is not widely considered a standout experimental piece, and no candidate directly addresses the user's memory request.
Recommendation Fit
no valid submitted recommendation: No valid submitted track
The user is trying to remember a Lil Wayne song that sounds different from his usual stuff, possibly from an experimental phase. None of the candidates clearly match an experimental or notably different song; most are standard hip-hop/rap tracks. The top recommendation 'Let It Rock' is a rock-influenced track but is not widely considered a standout experimental piece, and no candidate directly addresses the user's memory request.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response correctly identifies the submitted top recommendation, explains why it fits the user's request for an experimental Lil Wayne song by mentioning rock energy and a different feel, and remains coherent and honest without contradicting visible constraints.
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 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 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 from an experimental phase that sounds different from his usual stuff.
Hard rejected names:
Soft avoid names:
Positive terms: i m, trying, remember, lil, wayne, sounded, bit, different, his, usual, stuff, experimental, phase, find, sounds
{
"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": "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_track_values": [],
"anchor_artist_ids": [
"d7e8f7eb-690a-4c33-8d0f-ed6afa745503"
],
"anchor_artist_values": [
"Lil Wayne"
],
"exact_track_target_ids": [],
"exact_track_targets": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"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 | Let It Rock Lil Wayne |
In The City | 71 | 50 | 4.36 | energetic, loved, forever stuck on repeat, alternative rock, rockpop, i just wanna dance |
| 2 | A Milli Lil Wayne |
Tha Carter III (MTV Bonus Version) | 72 | 26 | 3.36 | hip hop, Hip-Hop/Rap |
| 3 | Lollipop Lil Wayne |
Tha Carter III (MTV Bonus Version) | 72 | 63 | 4.36 | crapola, critically acclaimed song, loved, night driving, 00s, dancehall |
| 4 | 3 Peat Lil Wayne |
Tha Carter III (MTV Bonus Version) | 57 | 14 | 5.29 | lil wanye the great, urban power ballad, comfort music, nigga music, hot, epic |
| 5 | The Motto Lil Wayne |
Take Care (Deluxe) | 76 | 54 | 4.38 | favorite, motto, n-a, new, nicho, 2011 |
| 6 | Both (feat. Drake & Lil Wayne) - Remix Gucci Mane |
Both (feat. Drake & Lil Wayne) | 50 | 9 | 3.25 | lil wayne, Hip-Hop/Rap, trap, drake, gucci mane |
| 7 | Ball (feat. Lil Wayne) T.I. |
Ball (feat. Lil Wayne) | 48 | 11 | 2.24 | hip-hop, Hip-Hop/Rap, rap, Soundtracks |
| 8 | Me U & Hennessy (feat. Lil Wayne) DeJ Loaf |
Me U & Hennessy | 71 | 21 | 2.35 | chill, Hip-Hop/Rap, r&b, rnb, hip hop, hip-hop |
| 9 | I'll Die For You Lil Wayne |
Rebirth | 26 | 41 | 2.13 | tag, Hip-Hop/Rap, rock |
| 10 | Money On My Mind Lil Wayne |
Tha Carter II | 56 | 18 | 2.28 | lil wayne, southern rap, 2005, american, Hip-Hop/Rap, whtd-fm |
| 11 | Believe Me Lil Wayne |
Believe Me | 64 | 34 | 2.32 | best rapper alive, chill, repeat, Hip-Hop/Rap, weezy baby, favorite song |
| 12 | HYFR (Hell Ya Fucking Right) Lil Wayne |
Take Care (Deluxe) | 74 | 48 | 2.37 | psychedelic chill, bachata song 2, psychedelic hip hop, party hard, hip hop tag, r&b |
| 13 | Dr. Carter Lil Wayne |
Tha Carter III (MTV Bonus Version) | 47 | 32 | 3.23 | southern rap, bass, favorite triphop, jazz-hop, cash money, dopehop |
| 14 | Receipt Lil Wayne |
Tha Carter II | 50 | 39 | 2.25 | phat, receipt, aitchrap, schrockstar, dirty south, new orleans |
| 15 | Shoot Me Down Lil Wayne |
Tha Carter III (MTV Bonus Version) | 51 | 55 | 3.25 | southern, dark, Hip-Hop/Rap, cap, guitar, cash money |
| 16 | Bandz A Make Her Dance (feat. Lil' Wayne & 2 Chainz) 2 Chainz |
Est. in 1989, Pt. 2 | 69 | 24 | 2.35 | lil wayne, 2 chainz, Hip-Hop/Rap, juicy j, hip hop, rap |
| 17 | Let The Beat Build Lil Wayne |
Tha Carter III (MTV Bonus Version) | 55 | 27 | 4.28 | rick ghraphixxx, drive time, magic city, classics, gospelesque, wilin out |
| 18 | Love U Better (feat. Lil Wayne & The-Dream) The-Dream |
Beach House 3 | 53 | 25 | 2.27 | lil wayne, the-dream, R&B/Soul, ty dolla sign |
| 19 | Used To Lil Wayne |
If You're Reading This It's Too Late | 59 | 42 | 3.29 | lil wayne, love, ovo, bass, Hip-Hop/Rap, hip hop |
| 20 | M'$ A$AP Rocky |
AT.LONG.LAST.A$AP | 58 | 38 | 2.29 | lil wayne, Hip-Hop/Rap, hip-hop, asap rocky |
Predicted Response
You're in the right place—“Let It Rock” is a standout from Lil Wayne’s more experimental stretch, blending rock energy with his signature flow in a way that feels fresh and bold. It’s got that bittersweet, anthemic vibe that makes it stick in your head, perfect for when you want something different from his usual rap style.
omg I'm so in the mood for music that has like a really distinct sonic vibe, ngl something that just totally stands out in its production or instrumentation, you know?
Open row audit
Recommendation fit: bad fit
The user wants music with a very distinct sonic vibe and standout production/instrumentation. 'Friction' by Tauk is instrumental rock but not particularly distinctive in production. 'Wat Kyk Jy?' by Die Antwoord has a highly unique electronic/rave rap style with standout production, making it a much 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 2. The user wants music with a very distinct sonic vibe and standout production/instrumentation. 'Friction' by Tauk is instrumental rock but not particularly distinctive in production. 'Wat Kyk Jy?' by Die Antwoord has a highly unique electronic/rave rap style with standout production, making it a much better fit.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #2: Wat Kyk Jy? by Die Antwoord
The user wants music with a very distinct sonic vibe and standout production/instrumentation. 'Friction' by Tauk is instrumental rock but not particularly distinctive in production. 'Wat Kyk Jy?' by Die Antwoord has a highly unique electronic/rave rap style with standout production, making it a much better fit.
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 distinct production and instrumentation, highlights specific aspects of the track (drums, bass, electronic textures), and avoids generic or misleading claims.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state correctly captures the user's request for music with a distinct sonic vibe, 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
omg I'm so in the mood for music that has like a really distinct sonic vibe, ngl something that just totally stands out in its production or instrumentation, you know?
State
Current request: Music with very distinct production or instrumentation that stands out sonically.
Hard rejected names:
Soft avoid names:
Positive terms: omg, i m, mood, has, really, distinct, sonic, vibe, ngl, something, just, totally, stands, out, its, production, instrumentation, know, very, sonically
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "attribute",
"facet": "sonic",
"value": "distinct sonic vibe",
"role": "current_target",
"anchor_use": "query_facet",
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"reuse": "not_applicable",
"source_turn": 1,
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}
],
"resolver": {
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"anchor_artist_values": [],
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"rejected_tags": [],
"positive_tags": [
"distinct sonic vibe",
"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 | Friction Tauk |
Collisions | 38 | 39 | 0.19 | Instrumental, Rock |
| 2 | Wat Kyk Jy? Die Antwoord |
$O$ | 37 | 1.19 | spring 10, electronic, Hip-Hop/Rap, Electronic, rave rap, south african |
|
| 3 | Teenage Fever Drake |
More Life | 81 | 741 | 0.41 | if you had my love, Hip-Hop/Rap, j-lo, trap storm, rnb, sampling |
| 4 | iSpy (feat. Lil Yachty) Lil Yachty |
iSpy (feat. Lil Yachty) | 70 | 156 | 0.35 | rap, Hip-Hop/Rap, lil yachty |
| 5 | Submission (feat. Danny Brown & Kelela) Kelela |
Humanz | 50 | 0.25 | electronic, Alternative Rock, rap, Alternative |
|
| 6 | Stressed Out Twenty One Pilots |
Blurryface | 88 | 3.44 | my top 100 of 2015, bbc radio1 playlist 2016, generic, pretty much, fucking awesome, hit |
|
| 7 | Rebel Rebel - 2016 Remastered Version David Bowie |
Diamond Dogs | 71 | 230 | 0.35 | Pop, rock, soundtrack |
| 8 | Call Me Starrbooty (feat. YLXR) ylxr |
Remember Me: Essential, Vol. 1 | 0 | 0.00 | Rock, Dance, Electronic |
|
| 9 | Antidote Travis Scott |
Antidote | 75 | 427 | 0.38 | trap, Hip-Hop/Rap, travis scott |
| 10 | Song 2 - 2012 Remastered Version Blur |
Blur [Special Edition] | 81 | 0.41 | alt pop, choon, summer, Pop, Alternative, britpop |
|
| 11 | A Shade Shady (Now Prance) [feat. Vjuan Allure] Vjuan Allure |
Remember Me: Essential, Vol. 1 | 0 | 0.00 | Rock, Dance, Electronic |
|
| 12 | $copie Die Antwoord |
$O$ | 34 | 18 | 2.17 | zef, bryscumz, i love next level beats, to listen to while having sex, die antwoord, just as you dance dance dance |
| 13 | New Rules Dua Lipa |
Dua Lipa | 82 | 737 | 2.41 | emogaycore, awful, trance, soul, spammer, 2010s |
| 14 | Come Closer Wizkid |
Sounds From The Other Side | 65 | 0.33 | Hip-Hop/Rap, rap, rnb, drake, nigerian, collaboration |
|
| 15 | Kætteren Myrkur |
Mareridt (Deluxe Version) | 27 | 15 | 0.14 | instrumental, Rock, Metal, folk |
| 16 | Deserve (feat. Travis Scott) Travis Scott |
Deserve (feat. Travis Scott) | 37 | 196 | 0.18 | asian, travis scott, Hip-Hop/Rap, best of 2017, chinese, 2017 |
| 17 | Drop It Like It's Hot Pharrell Williams |
R&G (Rhythm & Gangsta): The Masterpiece | 79 | 943 | 1.40 | pharrell, Hip-Hop/Rap, Gangsta Rap, hip hop, neptunes productions, Pop |
| 18 | She's My Collar (feat. Kali Uchis) Kali Uchis |
Humanz | 79 | 736 | 0.40 | pop, electronic, Alternative |
| 19 | Ride Twenty One Pilots |
Blurryface | 86 | 3.43 | morning, a dub production, bbc radio1 playlist 2016, prominent percussion, new rave, rainy day |
|
| 20 | I Stand Alone Godsmack |
Scorpion King | 74 | 125 | 3.37 | radioultra, loved, godsmack, hard, modern rock, faceless |
Predicted Response
Omg yes — "Friction" by Tauk is *all* about that distinct sonic vibe, with its punchy, layered instrumentation and tight, groove-driven production that totally stands out. The way the drums and bass lock in with those crisp, almost electronic textures in the mix? Pure sonic magic.
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: strong fit
The top recommendation 'Petty Problems' is by Defiance, Ohio, the exact band the user referenced, and its folk punk style matches the raw, driving punk rhythm and passionate shouting vocals 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): strong fit. Best shown candidate: rank 1. The top recommendation 'Petty Problems' is by Defiance, Ohio, the exact band the user referenced, and its folk punk style matches the raw, driving punk rhythm and passionate shouting vocals requested.
Recommendation Fit
accepted submitted rank #1: Petty Problems by Defiance, Ohio
The top recommendation 'Petty Problems' is by Defiance, Ohio, the exact band the user referenced, and its folk punk style matches the raw, driving punk rhythm and passionate shouting vocals requested.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · strong fitResponse Quality
response quality: clear
The response correctly references the submitted track, explains how it matches the user's request for raw punk rhythm and passionate vocals, and uses clear language 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 request for raw driving punk rhythm and passionate shouting vocals similar to Defiance, Ohio, 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 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": [],
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"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's sound"
},
{
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"facet": "sonic",
"value": "raw driving punk rhythm",
"role": "current_target",
"anchor_use": "query_facet",
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"source_turn": 1,
"mentioned_current_turn": true,
"evidence_text": "raw, driving punk rhythm"
},
{
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"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,
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}
],
"resolver": {
"anchor_track_ids": [],
"anchor_track_values": [],
"anchor_artist_ids": [],
"anchor_artist_values": [],
"exact_track_target_ids": [],
"exact_track_targets": [],
"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 | Petty Problems Defiance, Ohio |
The Great Depression | 31 | 3.15 | punk, anarcho folk, folk punk, punk ballads, folk, riot folk |
|
| 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 | Victory Lap Propagandhi |
Victory Lap | 53 | 39 | 1.26 | punk, punk rock, Rock, rock |
| 4 | Riot City Total Chaos |
Punk-O-Rama | 35 | 22 | 1.18 | punk, favorite songs, old school punk rock, skinhead, true punk rock, scum punk |
| 5 | Punk Rock Song Bad Religion |
Punk Rock Song | 56 | 2 | 1.28 | punk, hard rock, live, Punk, hardcore, 1996 |
| 6 | Fuck Authority Pennywise |
Land Of The Free? | 61 | 21 | 1.30 | Punk, hardcore punk, political, was auf die ohren, alternative rock, valmarus - various punk |
| 7 | 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 |
| 8 | The Press Corpse Anti-Flag |
For Blood And Empire | 52 | 34 | 1.26 | punk, hard rock, hardcore, hardcore punk, fucking awesome, political |
| 9 | I'm Against the Government Defiance, Ohio |
The Calling - EP | 42 | 191 | 3.21 | Rock, Alternative |
| 10 | Lori Meyers NOFX |
Punk In Drublic | 48 | 186 | 4.24 | energetic, hardcore punk, political, one of the best songs ever for me, alternative rock, soul |
| 11 | American Attraction Anti-Flag |
American Fall | 0 | 583 | 1.00 | punk, hard rock, anti-flag, hardcore, rock, k1r7m |
| 12 | Dirty South Down To Nothing |
Life on the James | 26 | 545 | 1.13 | Punk, Rock, Alternative |
| 13 | Linoleum NOFX |
Punk In Drublic | 60 | 218 | 1.30 | Punk, energetic, songs i can play, hardcore punk, political, alternative rock |
| 14 | Punk Guy NOFX |
Punk In Drublic | 38 | 5 | 2.19 | punk, under two minutes, pop punk, live, hardcore, 1990s |
| 15 | Ring of Fire Social Distortion |
Social Distortion | 55 | 636 | 4.28 | energetic, loved, hardcore punk, a vocal-centric aesthetic, punk covers, alternative rock |
| 16 | Living Daylights Kid Dynamite |
Shorter, Faster, Louder | 18 | 36 | 3.09 | punk, hardcore, pop-punk, energetic, raw, seen live |
| 17 | Stickin In My Eye NOFX |
White Trash ...... | 53 | 15 | 1.26 | Punk, Alternative, Rock, hardcore |
| 18 | I Wanna Riot Rancid |
All The Moon Stompers | 41 | 73 | 2.21 | punk, riot, 1996, variables, 90s, genrelessimo |
| 19 | Boston Asphalt Dropkick Murphys |
The Gang's All Here | 21 | 88 | 4.11 | punk, hard rock, hardcore, usa, heavy electric rhythm guitars, hardcore punk |
| 20 | Please Play This Song On The Radio NOFX |
White Trash ...... | 46 | 106 | 3.23 | punk, 1990s, really good stuff, status quo, loved, hardcore punk |
Predicted Response
Perfect — "Petty Problems" by Defiance, Ohio delivers exactly that raw, driving punk energy with fiercely passionate vocals that feel like a shout from the front lines. It’s a fiery, urgent track that channels their signature blend of folk grit and rebellious intensity.
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
Likely wrong
The top recommendation is Booty Swing by Parov Stelar, but it repeats something the user was trying to move away from: 'Parov Stelar'.
From the submitted list, Starlight (Club Version) - From the Nola Grey Project by Nola Grey looks better because it avoids the top pick's rule violation; fusion stage already ranked it #15; catalog popularity is 23; metadata/tags match: nu jazz, female, vocals.
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 an analytical question about what makes 'The Beach' feel good (rhythm vs. instrumentation), not requesting a new track recommendation. None of the candidates answer this informational request.
Recommendation Fit
no valid submitted recommendation: No valid submitted track
The user is asking an analytical question about what makes 'The Beach' feel good (rhythm vs. instrumentation), not requesting a new track recommendation. None of the candidates answer this informational request.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: thin
The response recommends a similar track but does not directly address the user's question about rhythm versus instrumentation in 'The Beach', breaking conversational flow.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The extracted state incorrectly treats the user's analytical question as a music discovery request, importing stale entities from older turns and setting routing flags for hidden-target search when the user is simply asking about song elements.
missing: User's current turn is a reflective question about rhythm or instrumentation, not a search for more music
extra/stale: intent_mode 'open_explore' is incorrect because user is not asking for recommendations; request_type 'hidden_target' is incorrect because user has no hidden target; retrieval_profile 'hidden_target_search' is inappropriate for a non-search turn; routing_tags 'hidden_target_search' true should be false; resolver's anchor_track_ids and played_track_ids from turn 1 are stale and irrelevant; facts about 'Beautiful Morning' from turn 1 are stale and not mentioned; fact about 'The Beach' being enjoyed from turn 2 is stale and already discussed
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
Awesome, glad you liked that one! If you're looking for something else in that chill, electronic vein, I think 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: User is trying to articulate what element of the prior track they enjoy, possibly leading toward retrieving music with that element.
Hard rejected names:
Soft avoid names: Beautiful Morning, Parov Stelar, The Beach
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, user, articulate, what, element, prior, they, enjoy, possibly, leading, toward, retrieving
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"facet": null,
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"evidence_text": "Beautiful Morning by Parov Stelar"
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"mentioned_current_turn": true,
"evidence_text": "The Beach by Parov Stelar enjoyed"
},
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"type": "attribute",
"facet": "sonic",
"value": "nu-jazz downtempo",
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"type": "attribute",
"facet": "performer",
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}
],
"resolver": {
"anchor_track_ids": [
"21f85cf6-8e88-421e-a032-d55335271e86"
],
"anchor_track_values": [],
"anchor_artist_ids": [],
"anchor_artist_values": [],
"exact_track_target_ids": [],
"exact_track_targets": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"nu-jazz downtempo",
"female vocals"
],
"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 | Booty Swing Parov Stelar |
The Princess, Pt. Two | 64 | 19 | 7.32 | avoid_name:Parov Stelar parov stelar, Dance, dobre wspomnienia, 2-24-19, goeiepoep, cooking |
| 2 | Beautiful Morning Parov Stelar |
The Princess | 28 | 5 | 3.14 | avoid_name:Beautiful Morning, avoid_name:Parov Stelar parov stelar, nu-jazz, all in a day, fip, beautiful, electronic |
| 3 | The Princess Parov Stelar |
The Princess | 57 | 2 | 5.29 | avoid_name:Parov Stelar parov stelar, nu jazz, female vocals, downtempo, austrian, from my hometown |
| 4 | Song for the Crickets Parov Stelar |
The Princess | 30 | 1 | 6.15 | avoid_name:Parov Stelar parov stelar, wings and feathers, evening, 110 bpm, nu jazz, female vocals |
| 5 | Milla's Dream Parov Stelar |
The Princess | 48 | 8 | 5.24 | avoid_name:Parov Stelar Dance, girls name, house, nu jazz, female vocals, downtempo |
| 6 | Baska Brother Parov Stelar |
The Princess, Pt. Two | 41 | 9 | 3.21 | avoid_name:Parov Stelar parov stelar, electro swing, swing, house, lounge, electronic swing |
| 7 | Hurt Parov Stelar |
Beach Club Malibu Ibiza | 50 | 10 | 6.25 | avoid_name:Parov Stelar lounge at home two, vocal downtempo, chill chill, lounge electronic, acid lounge, uutta jazzia |
| 8 | Jimmy's Gang Parov Stelar |
The Princess, Pt. Two | 44 | 13 | 4.22 | avoid_name:Parov Stelar parov stelar, tango, buy, swing, lounge, funkhaus europa beat the night |
| 9 | You Got Me There Parov Stelar |
The Princess | 32 | 3 | 5.16 | avoid_name:Parov Stelar parov stelar, Easy Listening, soulful bliss, deep, nu jazz, female vocals |
| 10 | Tango Muerte Parov Stelar |
Shine | 19 | 21 | 3.10 | avoid_name:Parov Stelar lounge electronic, silkred-lovedall, acid lounge, uutta jazzia, to listen at night, nu jazz |
| 11 | A Time for Spring Nicola Conte |
Other Directions | 44 | 97 | 7.22 | lounge at home two, chill chill, loved, lounge electronic, best of down temp, silkred-lovedall |
| 12 | Story Of Elaine Jazzamor |
Lazy Sunday Afternoon | 15 | 51 | 4.08 | lounge at home two, vocal downtempo, chill chill, lounge electronic, best of down temp, acid lounge |
| 13 | La Calatrava Parov Stelar Trio |
The Invisible Girl | 41 | 24 | 1.21 | nu-jazz, aussie, electronic, nu jazz, Electronic, Dance |
| 14 | The Fog Parov Stelar |
The Princess | 26 | 31 | 2.13 | avoid_name:Parov Stelar Electronic, downtempo |
| 15 | The Here And After Jun Miyake |
Stolen From Strangers | 36 | 67 | 2.18 | pop, chill, nu-jazz, nu jazz, female, lover you should have come over |
| 16 | Dark Jazz Parov Stelar |
Seven and Storm | 26 | 12 | 4.13 | avoid_name:Parov Stelar parov stelar- dark jazz, mj-dayz done, sensual, trippy, brazil, silkred-lovedall |
| 17 | The Invisible Girl Parov Stelar Trio |
The Invisible Girl | 39 | 145 | 1.20 | nu jazz, gimme sum fruit, Electronic, acid jazz, house, gimme summa dat swaaang |
| 18 | Lost in Amsterdam Parov Stelar |
Shine | 37 | 7 | 3.19 | avoid_name:Parov Stelar chill chill, lounge electronic, best of down temp, silkred-lovedall, acid lounge, down-tempo vibe |
| 19 | Starlight (Club Version) - From the Nola Grey Project Nola Grey |
Starlight - Single | 23 | 15 | 3.12 | nu disco, funk, nu-jazz, electronic, electro-swing, female vocals |
| 20 | The Snake Parov Stelar |
The Princess, Pt. Two | 37 | 16 | 1.19 | avoid_name:Parov Stelar parov stelar, electro swing, 6 of 10 stars, nu jazz, swingasm, 2010 |
Predicted Response
You're really into that smooth, groove-driven nu-jazz vibe—this one’s got that same hypnotic rhythm and playful swing, but with a cheeky electro twist. "Booty Swing" by Parov Stelar layers vintage jazz horns and a bouncy beat with modern electronic flair, making it impossible not to move to.
Decent start! Can you find tracks that build tension with deep synth pads and arpeggiated melodies, like 'Danger Danger' or 'Abilities'?
Open row audit
Recommendation fit: bad fit
The user asked for tracks that build tension with deep synth pads and arpeggiated melodies, similar to 'Danger Danger' or 'Abilities', but all candidates are from the same artists (Kyle Dixon & Michael Stein) that the user has already heard and is moving away from, and none of the tracks are described as having the specific tension-building arpeggiated style requested.
From the submitted list, Kids by Kyle Dixon & Michael Stein looks better because fusion stage already ranked it #5; catalog popularity is 64; metadata/tags match: synth, electronic, 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 asked for tracks that build tension with deep synth pads and arpeggiated melodies, similar to 'Danger Danger' or 'Abilities', but all candidates are from the same artists (Kyle Dixon & Michael Stein) that the user has already heard and is moving away from, and none of the tracks are described as having the specific tension-building arpeggiated style requested.
Recommendation Fit
no valid submitted recommendation: No valid submitted track
The user asked for tracks that build tension with deep synth pads and arpeggiated melodies, similar to 'Danger Danger' or 'Abilities', but all candidates are from the same artists (Kyle Dixon & Michael Stein) that the user has already heard and is moving away from, and none of the tracks are described as having the specific tension-building arpeggiated style requested.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response directly references the submitted track 'Kids', explains how it matches the requested features (deep synth pads, arpeggiated melody), connects it to the user's examples and the 80s sci-fi vibe, and avoids any misleading claims.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state incorrectly sets intent_mode to 'open_explore' when the user clearly wants to continue exploring similar tracks, and it omits key mood/era constraints like 'dark ambient' and 'early 80s sci-fi' that were established in turn 1 and still relevant.
missing: dark ambient vibe from early 80s sci-fi is not captured as a mood/era constraint; the user's positive reaction 'Decent start!' and request for similar tracks implies continuation, not open exploration
extra/stale: intent_mode 'open_explore' contradicts the user's continuation intent; request_type 'attribute_search' is too narrow; user wants tracks similar to given examples with specific attributes; routing_tags 'exact_entity_probe' false may miss exact track matching for 'Danger Danger' and 'Abilities'; state_excerpt.facts: 'Abilities' marked as 'do_not_use' but user explicitly references it as a style reference; state_excerpt.facts: 'Danger Danger' marked as 'partial_anchor' but user uses it as a style reference, not a target; state_excerpt.facts: 'Kyle Dixon' and 'Michael Stein' marked as 'satisfied_prior' but user still wants similar style; resolver.positive_tags missing 'dark', 'ambient', 'early 80s sci-fi'
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
Can you find me some electronic soundtracks with that dark, ambient vibe from early 80s sci-fi? Kinda like what Kyle Dixon and Michael Stein did for Stranger Things?
Abilities -- Kyle Dixon
Awesome, glad you liked the last one! 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.
Decent start! Can you find tracks that build tension with deep synth pads and arpeggiated melodies, like 'Danger Danger' or 'Abilities'?
State
Current request: Tracks that build tension with deep synth pads and arpeggiated melodies, similar to 'Danger Danger' or 'Abilities'.
Hard rejected names:
Soft avoid names: Abilities, Kyle Dixon, Michael Stein
Positive terms: decent, start, find, build, tension, deep, synth, pads, arpeggiated, melodies, danger, abilities, similar, electronic, soundtrack, early, 80s, sci fi
{
"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": "like 'Danger Danger' or '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": "like '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 and Michael Stein"
},
{
"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": "Kyle Dixon and Michael Stein"
},
{
"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"
},
{
"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": "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"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_track_values": [],
"anchor_artist_ids": [],
"anchor_artist_values": [],
"exact_track_target_ids": [],
"exact_track_targets": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"deep synth pads",
"arpeggiated melodies",
"tension",
"electronic soundtrack",
"early 80s sci-fi"
],
"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 | Kids Kyle Dixon & Michael Stein |
Stranger Things, Vol. 1 (A Netflix Original Series Soundtrack) | 64 | 5 | 3.32 | american, electronic, Electronic, soundtrack, 00s, Jazz |
| 2 | Eulogy Kyle Dixon & Michael Stein |
Stranger Things 2 (Soundtrack from the Netflix Original Series) | 51 | 38 | 1.25 | soundtrackgdchill, Soundtracks |
| 3 | The Upside Down Kyle Dixon |
Stranger Things, Vol. 1 (A Netflix Original Series Soundtrack) | 46 | 8 | 3.23 | avoid_name:Kyle Dixon american, Electronic, soundtrack, Ambient, electronnic, Soundtracks |
| 4 | Eleven Kyle Dixon |
Stranger Things, Vol. 1 (A Netflix Original Series Soundtrack) | 45 | 24 | 2.23 | avoid_name:Kyle Dixon Electronic, soundtrack, Ambient, Jazz, soundtrackgdchill |
| 5 | This Isn't You Kyle Dixon & Michael Stein |
Stranger Things, Vol. 1 (A Netflix Original Series Soundtrack) | 46 | 63 | 2.23 | electronic, Electronic, soundtrack, Jazz, soundtrackgdchill, Classical |
| 6 | Soldiers Kyle Dixon |
Stranger Things 2 (Soundtrack from the Netflix Original Series) | 46 | 14 | 3.23 | avoid_name:Kyle Dixon soundtrackgdchill, Soundtracks, electronic, synthwave |
| 7 | Lay-Z-Boy Kyle Dixon |
Stranger Things, Vol. 1 (A Netflix Original Series Soundtrack) | 41 | 3 | 3.21 | avoid_name:Kyle Dixon Classical, Soundtracks, Electronic, synthwave |
| 8 | A Kiss Kyle Dixon |
Stranger Things, Vol. 1 (A Netflix Original Series Soundtrack) | 39 | 15 | 2.19 | avoid_name:Kyle Dixon Soundtracks, synthwave |
| 9 | Walkin in Hawkins Kyle Dixon |
Stranger Things 2 (Soundtrack from the Netflix Original Series) | 41 | 12 | 1.21 | avoid_name:Kyle Dixon Soundtracks, soundtrackgdchill, ambient, soundtrack |
| 10 | Friendship Kyle Dixon |
Stranger Things, Vol. 1 (A Netflix Original Series Soundtrack) | 40 | 2 | 2.20 | avoid_name:Kyle Dixon ambient, Electronic, soundtrack, Jazz, soundtrackgdchill, Soundtracks |
| 11 | Stranger Things Kyle Dixon & Michael Stein |
Stranger Things, Vol. 1 (A Netflix Original Series Soundtrack) | 56 | 20 | 2.28 | Jazz, Soundtracks, Electronic, soundtrack |
| 12 | Chicago Kyle Dixon |
Stranger Things 2 (Soundtrack from the Netflix Original Series) | 24 | 128 | 1.12 | avoid_name:Kyle Dixon Soundtracks |
| 13 | Symptoms Kyle Dixon |
Stranger Things 2 (Soundtrack from the Netflix Original Series) | 23 | 69 | 1.11 | avoid_name:Kyle Dixon Soundtracks |
| 14 | The First Lie Kyle Dixon |
Stranger Things 2 (Soundtrack from the Netflix Original Series) | 43 | 23 | 1.22 | avoid_name:Kyle Dixon soundtrackgdchill, Soundtracks |
| 15 | After Sarah Kyle Dixon |
Stranger Things, Vol. 1 (A Netflix Original Series Soundtrack) | 35 | 34 | 1.18 | avoid_name:Kyle Dixon Soundtracks, soundtrackgdchill, soundtrack |
| 16 | Lamps Kyle Dixon |
Stranger Things, Vol. 1 (A Netflix Original Series Soundtrack) | 34 | 33 | 1.17 | avoid_name:Kyle Dixon Soundtracks, soundtrackgdchill, soundtrack |
| 17 | Cops Are Good at Finding Kyle Dixon |
Stranger Things, Vol. 1 (A Netflix Original Series Soundtrack) | 32 | 1 | 4.16 | avoid_name:Kyle Dixon Electronic, soundtrack, Ambient, soundtrackgdchill, Soundtracks, synthwave |
| 18 | Digging Kyle Dixon |
Stranger Things 2 (Soundtrack from the Netflix Original Series) | 27 | 92 | 1.14 | avoid_name:Kyle Dixon Soundtracks |
| 19 | Choices Kyle Dixon & Michael Stein |
Stranger Things 2 (Soundtrack from the Netflix Original Series) | 33 | 10 | 2.17 | electronic, soundtrackgdchill, ambient, Soundtracks |
| 20 | One Blink for Yes Kyle Dixon |
Stranger Things, Vol. 1 (A Netflix Original Series Soundtrack) | 38 | 26 | 2.19 | avoid_name:Kyle Dixon Electronic, soundtrack, Ambient, Jazz, soundtrackgdchill |
Predicted Response
Love the vibe you're after — "Kids" by Kyle Dixon & Michael Stein builds tension with those deep, pulsing synth pads and a creeping arpeggiated melody that feels straight out of an early '80s sci-fi thriller. It’s got that same atmospheric edge as "Danger Danger" and "Abilities," perfect for a moody, cinematic ride.
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
The user wants more energetic, vibrant, passionate party music from Latin America, and 'Bailar' by Elvis Crespo is a high-energy Latin dance track with a party tag and saxophone, fitting the request well.
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 wants more energetic, vibrant, passionate party music from Latin America, and 'Bailar' by Elvis Crespo is a high-energy Latin dance track with a party tag and saxophone, fitting the request well.
Recommendation Fit
accepted submitted rank #1: Bailar (feat. Elvis Crespo) - Radio Edit by Elvis Crespo
The user wants more energetic, vibrant, passionate party music from Latin America, and 'Bailar' by Elvis Crespo is a high-energy Latin dance track with a party tag and saxophone, fitting the request well.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · strong fitResponse Quality
response quality: clear
The response directly references the submitted track's saxophone riff and Latin dance energy, clearly justifying why it fits the user's request for something more energetic and party-ready, without any contradictions or unsupported claims.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state correctly captures the user's positive reaction to Los Caligaris and the new attributes (energetic, vibrant, passionate, party), but it fails to encode the comparative escalation ('even more') and does not clearly indicate that the next recommendation should build on the Latin dance style while being more intense. This could lead to retrieval that is not sufficiently differentiated from the prior recommendation.
missing: User requested 'even more energetic and vibrant' than Los Caligaris, but the state does not capture the comparative 'more' or the escalation from the prior recommendation.; The user's positive reaction to Los Caligaris is noted, but the state does not explicitly mark that the next recommendation should be similar in style (Latin dance) but more intense.
extra/stale: The fact 'danceable tunes from Latin America' from turn 1 is carried over as a current_target attribute, but the user's latest request does not repeat the Latin America constraint; it is implied but not explicitly requested again.; The resolver includes 'Latin American dance' as a positive tag, which may be correct but is not explicitly re-requested in the latest turn.
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
Awesome, glad you liked it! 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 dance music, 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, dance, 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": "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": "mood",
"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 dance",
"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_track_values": [],
"anchor_artist_ids": [],
"anchor_artist_values": [],
"exact_track_target_ids": [],
"exact_track_targets": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"energetic",
"vibrant",
"passionate",
"party",
"Latin American dance"
],
"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 | 3.29 | 2016 single, Electronic, Latin Dance, wake-up song, party, saxophone |
| 2 | No Me Importa el Dinero (feat. Julieta Venegas) [Vivo] Los Auténticos Decadentes |
40 Principales Pop & Rock Nacionales | 66 | 264 | 2.33 | Latin Pop, Latin |
| 3 | Tu Cariñito Puerto Rican Power |
Men In Salsa | 72 | 102 | 2.36 | best salsa, puerto rican power- tu cainito, tu carinhito, marc anthony, artist - puerto rican power, casandra |
| 4 | Química (Dance With Me) Bomba Estéreo |
Ayo | 33 | 2 | 2.17 | Latin Pop, Latin |
| 5 | Vasos Vacíos Los Fabulosos Cadillacs |
El Ritmo Mundial | 73 | 406 | 3.37 | ska latin, pitbullcarfc, dioses, live, latino, uni |
| 6 | Rica y Apretadita Anayka |
Originales | 65 | 28 | 2.33 | sommer, Latin Hip-Hop/Rap, party, reggaeton, Latin, Reggae |
| 7 | Casi q' me pierdo Los Cafres |
El Paso Gigante | 67 | 723 | 2.33 | Latin, Reggae |
| 8 | Somos Dos Bomba Estéreo |
Somos Dos | 59 | 207 | 1.29 | Latin Pop, Latin |
| 9 | Loco Enamorado Farruko |
Loco Enamorado | 59 | 3 | 2.29 | Latin Pop, Latin Dance, Latin |
| 10 | Paris Latino - Original Version 1983 Bandolero |
MFM Radio présente : 80 génération Toesca (Le meilleur des années 80) | 60 | 31 | 3.30 | mexico, 80s synthetic french pop, 80s, house, disco, i love disco diamonds |
| 11 | Vuela, Vuela (Voyage, Voyage) Magneto |
10 De Colección | 61 | 41 | 2.31 | pop, Latin Pop, Latin Dance, songs to travel, amame porque soy ochentero, naaaaaaaaaco |
| 12 | Ojos Chinos El Gran Combo De Puerto Rico |
20th Anniversary | 66 | 220 | 1.33 | salsa, latin, puerto rico, Latin |
| 13 | Baile De Los Pobres Calle 13 |
Entren Los Que Quieran | 61 | 25 | 5.30 | for my descent into debauchery, eclectonia, macefitness, baile, all-time favorite songs, latinoboys |
| 14 | Loca (feat. Cali Y El Dandee) Cali Y El Dandee |
Loca (feat. Cali y El Dandee) | 60 | 18 | 1.30 | pop, latino, latin pop, maite perroni, reggaeton, Latin Pop |
| 15 | Atrévete-Te-Te Calle 13 |
Calle 13 (Explicit Version) | 76 | 259 | 1.38 | pa gozalo, spanish, calle 13, Latin Hip-Hop/Rap, world, hip-hop |
| 16 | Reggaetón Lento (Bailemos) CNCO |
Primera Cita | 75 | 5 | 2.38 | Latin Pop, Latin Dance, Latin |
| 17 | Un Osito De Peluche De Taiwán Los Auténticos Decadentes |
Sigue Tu Camino | 68 | 843 | 2.34 | Latin Pop, latino, favorite, latin, design, rock en español |
| 18 | Hoy Me Toca A Mi Paulina Rubio |
Brava! | 18 | 185 | 2.09 | spanish, Latin Rock, Latin Dance, dance-pop, dance, less than a million |
| 19 | Nota de Amor (feat. Daddy Yankee) Wisin |
Los Vaqueros: La Trilogía | 67 | 697 | 2.33 | 2015, latin pop, Latin, Latin Hip-Hop/Rap |
| 20 | Algo Está Cambiando Bomba Estéreo |
Amanecer | 56 | 212 | 1.28 | Latin Pop, Latin |
Predicted Response
Love that energy—this one’s a firestarter with a punchy saxophone riff and a rhythm that’s impossible to sit still to. Perfect for a party, just like you wanted, with that vibrant Latin dance fire.
Yeah, 'Finding and Believing' is a solid pick, kinda a classic from 'Secret Story.' That's exactly what I'm after. Got another track that's known for his guitar work or really strong melodic complexity in his jazz fusion stuff?
Open row audit
Recommendation fit: weak fit
The user explicitly asked for a track known for Pat Metheny's guitar work or strong melodic complexity, but 'Afternoon' is a group piece from a later album that doesn't highlight his guitar prominently. 'Bright Size Life' (rank 3) is a classic guitar-driven fusion track that directly meets 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): weak fit. Best shown candidate: rank 3. The user explicitly asked for a track known for Pat Metheny's guitar work or strong melodic complexity, but 'Afternoon' is a group piece from a later album that doesn't highlight his guitar prominently. 'Bright Size Life' (rank 3) is a classic guitar-driven fusion track that directly meets the request.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #3: Bright Size Life by Pat Metheny
The user explicitly asked for a track known for Pat Metheny's guitar work or strong melodic complexity, but 'Afternoon' is a group piece from a later album that doesn't highlight his guitar prominently. 'Bright Size Life' (rank 3) is a classic guitar-driven fusion track that directly meets the request.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · weak fitResponse Quality
response quality: clear
The response correctly grounds itself in the submitted top recommendation "Afternoon", justifies its fit by mentioning Pat Metheny's guitar elegance and melodic depth, and stays coherent with the user's request for strong guitar work and melodic complexity. It uses clear language and does not hallucinate metadata or violate constraints.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state incorrectly treats 'Secret Story' as a current target album, which may restrict retrieval to that album, while the user is asking for another track by Pat Metheny in general, not specifically from that album.
missing: User's request for 'another track' implies continuation, not refinement of same album; The album 'Secret Story' is mentioned only as context for the already-satisfied track, not as a current target
extra/stale: Album 'Secret Story' is marked as 'must_use' current_target, but user is asking for another track, not necessarily from that album; Intent_mode 'refinement' is misleading; user wants a new recommendation, not refinement of the same request
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm really into Pat Metheny. Can you suggest some of his tracks that are like must-listens for jazz fusion fans? Stuff that's considered super influential?
Finding and Believing -- Pat Metheny Group
Awesome, glad you liked "Have You Heard"! 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.
Yeah, 'Finding and Believing' is a solid pick, kinda a classic from 'Secret Story.' That's exactly what I'm after. Got another track that's known for his guitar work or really strong melodic complexity in his jazz fusion stuff?
State
Current request: Another Pat Metheny track known for guitar work or strong melodic complexity, possibly from Secret Story.
Hard rejected names:
Soft avoid names: Finding and Believing
Positive terms: yeah, finding, believing, solid, pick, kinda, classic, secret, story, that s, exactly, what, i m, after, got, another, known, his, guitar, work, really, strong, melodic, complexity, jazz, fusion, stuff, pat, metheny, possibly
{
"exclusions": [],
"rejections": [],
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"facts": [
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}
],
"resolver": {
"anchor_track_ids": [],
"anchor_track_values": [],
"anchor_artist_ids": [
"e9593237-fd2f-44b2-a8cc-f2c9649ab7fd"
],
"anchor_artist_values": [
"Pat Metheny"
],
"exact_track_target_ids": [],
"exact_track_targets": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"guitar work",
"strong melodic complexity",
"jazz fusion"
],
"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 | Afternoon Pat Metheny Group |
Speaking Of Now | 47 | 4 | 6.24 | jazz fusion, Smooth Jazz, usa, contemporary jazz, instrumental, instrumental jazz tag |
| 2 | The Way Up: Part Two Pat Metheny |
The Way Up | 24 | 1 | 5.12 | jazz fusion, avant garde jazz, instrumental, Rock, guitar, smooth jazz |
| 3 | Bright Size Life Pat Metheny |
Bright Size Life | 48 | 2 | 7.24 | pat metheny, guitar jazz, jazzecho, easy listening, solo el fin, trio |
| 4 | Alfie Pat Metheny |
What's It All About | 33 | 3 | 6.17 | jazz fusion, haruki murakami, instrumental jazz tag, Jazz, jazz, acoustic |
| 5 | The Way Up: Opening & Part One Pat Metheny Group |
The Way Up | 31 | 5 | 4.16 | jazz fusion, Rock, jazz |
| 6 | Lulajze Jezuniu (Polish Christmas Carol) Pat Metheny |
Upojenie | 20 | 6 | 3.10 | Vocal, Jazz |
| 7 | Red Sky Pat Metheny Group |
We Live Here | 28 | 10 | 5.14 | relaxing, ffmrfeelingood, pat metheny, sensual, rustycanuckchillinbeans, jazzywantsmoreplays |
| 8 | Birdland - Live Weather Report |
Heavy Weather | 18 | 15 | 3.09 | jazz fusion, usa, bass guitar, joco pastorius, laptop, no video |
| 9 | Pop Virgil The Stanley Clarke Band |
Up | 39 | 9 | 2.19 | jazz fusion, Jazz |
| 10 | 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 |
| 11 | Pipeline Bill Frisell |
Guitar in the Space Age | 40 | 13 | 3.20 | jazz fusion, surf rock, fip |
| 12 | Max-O-Man Fourplay |
The Best Of Fourplay | 35 | 86 | 3.17 | fav by artist, piano, bob james, banned, lounge, jazz funk |
| 13 | Windows - Digitally Remastered Chick Corea |
The Best Of Chick Corea | 45 | 299 | 3.23 | strings - organs rubber wind, c corea, background, troya2, qlencja jazz selection, md-clockwork |
| 14 | Another Dimension Liquid Tension Experiment |
Liquid Tension Experiment 2 | 31 | 12 | 6.16 | experimental, orgasmic rock, virtuose, technical metal, una cancion de 10 minutos es una intro, prog rock |
| 15 | Biaxident Liquid Tension Experiment |
Liquid Tension Experiment 2 | 35 | 44 | 5.17 | experimental, background, energetic, una cancion de 10 minutos es una intro, prog rock, progressive metal |
| 16 | 147 4th St. Fourplay |
Journey | 15 | 61 | 2.08 | Smooth Jazz, thejazzcafelovedtracks e, fourplay, Rock, Jazz, smooth jazz |
| 17 | 'Round Midnight (feat. John Coltrane, Red Garland, Paul Chambers & Philly Joe Jones) Miles Davis |
'Round About Midnight | 57 | 107 | 2.29 | soundscape, 80s, miles davis, palle mikkelborg, r96000, Jazz |
| 18 | Verona Gilad Hekselman |
Homes | 22 | 148 | 1.11 | Jazz, Rock |
| 19 | Blue in Green Miles Davis |
Kind Of Blue (Legacy Edition) | 67 | 79 | 2.33 | jazz fusion, soundscape, Latin, Soundtracks, Latin Rock, root362 |
| 20 | Seven Deadlies - Live Medeski, Martin & Wood |
Tonic | 7 | 17 | 3.04 | jazz fusion, funk, free jazz, Electronic, energetic, Rock |
Predicted Response
Yeah, "Afternoon" from *Speaking of Now* is a perfect follow-up — it’s got that signature Pat Metheny guitar elegance and layered melodic depth you’re after, with a calm yet intricate flow that feels both modern and timeless.
Not quite. While 'Insomnia' is a powerful track, it's not the one I was looking for. I need the Kamelot track from 'Silverthorn' that embodies Jolee's specific sorrow and loss.
Open row audit
Recommendation fit: bad fit
The user explicitly asked for a Kamelot track from the album 'Silverthorn' that embodies Jolee's sorrow and loss, but the submitted top recommendation 'Fallen Star' is from the album 'Haven', not 'Silverthorn'. Among the candidates, 'Sacrimony (Angel of Afterlife)' (rank 11) is from 'Silverthorn' and directly addresses the theme of loss and sorrow, making it the best 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 11. The user explicitly asked for a Kamelot track from the album 'Silverthorn' that embodies Jolee's sorrow and loss, but the submitted top recommendation 'Fallen Star' is from the album 'Haven', not 'Silverthorn'. Among the candidates, 'Sacrimony (Angel of Afterlife)' (rank 11) is from 'Silverthorn' and directly addresses the theme of loss and sorrow, making it the best fit.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #11: Sacrimony (Angel of Afterlife) [feat. Elize Ryd & Alissa White-Gluz] by Kamelot
The user explicitly asked for a Kamelot track from the album 'Silverthorn' that embodies Jolee's sorrow and loss, but the submitted top recommendation 'Fallen Star' is from the album 'Haven', not 'Silverthorn'. Among the candidates, 'Sacrimony (Angel of Afterlife)' (rank 11) is from 'Silverthorn' and directly addresses the theme of loss and sorrow, making it the best fit.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: thin
The response honestly admits the recommended track is from the wrong album, directly grounding it in the submitted 'Fallen Star' while staying relevant to the user's request and without misleading or violating any visible constraints.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state correctly captures the artist, album, and lyrical theme constraints, but the intent_mode is set to 'open_explore' when the user is clearly searching for a specific hidden track, and the resolver does not mark the rejected track 'Insomnia' as rejected, which could cause retrieval to consider it again.
missing: none called out
extra/stale: intent_mode is 'open_explore' but user is clearly specifying a hidden target track; request_type is 'hidden_target' but retrieval_profile is also 'hidden_target_search' which is redundant; resolver includes 'positive_tags' with 'Jolee's specific sorrow and loss' which is a lyrical theme, not a tag; resolver includes 'played_track_ids' for 'Insomnia' which was rejected, but it's not marked as rejected in the resolver
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I want the Kamelot track from 'Silverthorn' that embodies Jolee's specific sorrow and loss.
Insomnia -- Kamelot
Awesome, glad you liked "A Feast for the Vain"! Sticking with that powerful, symphonic metal energy, I've got another killer track for you: "Insomnia." It's from their 'Haven' album and really captures that dramatic, driving sound that Kamelot does so well. Give it a listen!
Not quite. While 'Insomnia' is a powerful track, it's not the one I was looking for. I need the Kamelot track from 'Silverthorn' that embodies Jolee's specific sorrow and loss.
State
Current request: Find the Kamelot track from 'Silverthorn' that embodies Jolee's specific sorrow and loss.
Hard rejected names:
Soft avoid names:
Positive terms: not, quite, while, insomnia, powerful, it s, one, was, looking, need, kamelot, silverthorn, embodies, jolee s, specific, sorrow, loss, find
{
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"facts": [
{
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"facet": null,
"value": "Kamelot",
"role": "current_target",
"anchor_use": "must_use",
"relation": "exact_target",
"reuse": "must_reuse",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "Kamelot track"
},
{
"type": "album",
"facet": null,
"value": "Silverthorn",
"role": "current_target",
"anchor_use": "must_use",
"relation": "exact_target",
"reuse": "must_reuse",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "from 'Silverthorn'"
},
{
"type": "attribute",
"facet": "lyrical_theme",
"value": "Jolee's specific sorrow and loss",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "Jolee's specific sorrow and loss"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_track_values": [],
"anchor_artist_ids": [
"3a443997-bd1f-4223-884e-ccd6fdaa4cfb"
],
"anchor_artist_values": [
"Kamelot"
],
"exact_track_target_ids": [],
"exact_track_targets": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"Jolee's specific sorrow and loss"
],
"played_track_ids": [
"22b99d52-13b0-40e6-9016-e71deedf3596"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Fallen Star Kamelot |
Haven | 27 | 51 | 1.14 | 456, power metal, Metal, symphonic power metal, Rock, progressive metal |
| 2 | This Pain Kamelot |
The Black Halo | 32 | 7 | 1.16 | beautiful, hard rock, emotional, swaybird inspired, best of kamelot, makes me so complete |
| 3 | Moonlight Kamelot |
The Black Halo | 34 | 11 | 1.17 | dark, beautiful, cold, aylo, favorite, loved |
| 4 | Soul Society Kamelot |
The Black Halo | 43 | 5 | 1.22 | great lyrics, metal favorites, profide emotion, best of kamelot, power metal favorites, fucking awesome |
| 5 | The Haunting (Somewhere in Time) [feat. Simone Simons] Kamelot |
The Black Halo | 50 | 14 | 3.25 | energetic, personal favourite, progressive metal, key change, should be played loudly, simone simons |
| 6 | Nothing Ever Dies Kamelot |
The Black Halo | 33 | 10 | 2.17 | play this loud enough to raise the dead, title is a full sentence, best of kamelot, power metal favorites, fucking awesome, progressive symphonic metal |
| 7 | Elizabeth III: Fall from Grace Kamelot |
Karma | 0 | 23 | 1.00 | Rock, power metal, Metal, elizabeth bathory |
| 8 | Ashes to Ashes Kamelot |
Silverthorn | 29 | 3 | 2.15 | hard rock, heavy, power metal, rock, Metal, symphonic power metal |
| 9 | Wings of Despair Kamelot |
Karma | 0 | 16 | 1.00 | hard rock, usa, favorite, progressive metal, metal, good music |
| 10 | Farewell Kamelot |
Epica | 0 | 12 | 2.00 | loved, farewell-kamelolt, gothikjyz, very favorite, progressive metal, nice drums |
| 11 | Sacrimony (Angel of Afterlife) [feat. Elize Ryd & Alissa White-Gluz] Kamelot |
Silverthorn | 47 | 2 | 2.23 | alissa white-gluz, progressive metal, metal, power metal, symphonic metal, elize ryd |
| 12 | Helena's Theme Kamelot |
Epica | 0 | 20 | 1.00 | Rock, power metal |
| 13 | Karma Kamelot |
Karma | 0 | 6 | 1.00 | beautiful, karma, christians crushing enemies, interresting, progressive metal, metal |
| 14 | Eternity Kamelot |
Eternity | 0 | 35 | 1.00 | 5 of 10 stars, Rock, power metal favorites, progressive metal, prelude, metal |
| 15 | Silent Goddess Kamelot |
The Fourth Legacy | 0 | 19 | 1.00 | power metal, 8 of 10 stars, symphonic power metal, swaybird inspired, power metal favorites, best of kamelot |
| 16 | The Shadow of Uther Kamelot |
The Fourth Legacy | 0 | 30 | 1.00 | best of the best, power metal, live songs, best of kamelot, Rock, melodic power metal |
| 17 | Ghost Opera Kamelot |
Ghost Opera - The Second Coming (Re-release) | 40 | 8 | 2.20 | play this loud enough to raise the dead, usa, american power metal, best of kamelot, hail hail hail, one of choose |
| 18 | The Gleeman Kamelot |
Eternity | 0 | 38 | 1.00 | 5 of 10 stars, power metal, Metal, Rock, progressive metal, symphonic metal |
| 19 | Veritas (feat. Elize Ryd) Kamelot |
Silverthorn | 31 | 21 | 2.15 | songs that you wanna listen to over and over again, symphonic metal, power metal, Metal, symphonic power metal, Rock |
| 20 | When the Lights Are Down Kamelot |
The Black Halo | 52 | 15 | 2.26 | hard rock, power metal favorites, fucking awesome, good rhythm, poweritos, progressive metal |
Predicted Response
I know you're looking for a track from *Silverthorn* that captures Jolee’s sorrow, but *Fallen Star* comes from Kamelot’s *Haven* album instead. While it’s a hauntingly emotional song about loss and longing, it doesn’t align with the specific story or album you’re seeking.
Nah, that's not it. I wanted 'Watercolors' by Pat Metheny specifically. Can you play that one?
Open row audit
Recommendation fit: bad fit
The user explicitly asked for the specific track 'Watercolors' by Pat Metheny, but none of the candidates is that track. The submitted top recommendation 'Alfie' is a different song, so it does not fulfill the user's request.
From the submitted list, Bright Size Life by Pat Metheny looks better because fusion stage already ranked it #2; catalog popularity is 48; metadata/tags match: pat, metheny.
Likely cause: compiler/final filtering let a known rejection through.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. No valid submitted track was identified. The user explicitly asked for the specific track 'Watercolors' by Pat Metheny, but none of the candidates is that track. The submitted top recommendation 'Alfie' is a different song, so it does not fulfill the user's request.
Recommendation Fit
no valid submitted recommendation: No valid submitted track
The user explicitly asked for the specific track 'Watercolors' by Pat Metheny, but none of the candidates is that track. The submitted top recommendation 'Alfie' is a different song, so it does not fulfill the user's request.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: misleading
The response claims to play 'Alfie' but the user explicitly asked for 'Watercolors' and the assistant already failed to comply once, making this a serious constraint violation.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state correctly captures the user's request for the exact track 'Watercolors' by Pat Metheny, but it includes stale or incorrect resolver fields (rejected_artist_ids and played_track_ids) that could mislead retrieval.
missing: none called out
extra/stale: rejected_artist_ids includes an artist ID that was not rejected by the user; played_track_ids includes a track ID that was not played in the conversation
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
Put on 'Watercolors' by Pat Metheny.
The Way Up: Opening & Part One -- Pat Metheny Group
Awesome, glad you liked "Watercolors"! Sticking with Pat Metheny and the jazz fusion vibe, how about "The Way Up: Opening & Part One"? It's a journey of a track from the Pat Metheny Group that I think you'll really appreciate.
Nah, that's not it. I wanted 'Watercolors' by Pat Metheny specifically. Can you play that one?
State
Current request: Play the specific track 'Watercolors' by Pat Metheny.
Hard rejected names:
Soft avoid names:
Positive terms: nah, that s, not, wanted, watercolors, pat, metheny, specifically, play, one, specific
{
"exclusions": [],
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"facts": [
{
"type": "track",
"facet": null,
"value": "Watercolors",
"role": "current_target",
"anchor_use": "must_use",
"relation": "exact_target",
"reuse": "must_reuse",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "I wanted 'Watercolors' by Pat Metheny specifically"
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"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "by Pat Metheny"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_track_values": [
"Watercolors"
],
"anchor_artist_ids": [
"e9593237-fd2f-44b2-a8cc-f2c9649ab7fd"
],
"anchor_artist_values": [
"Pat Metheny"
],
"exact_track_target_ids": [],
"exact_track_targets": [],
"rejected_track_ids": [],
"rejected_artist_ids": [
"41eac047-78b6-4d63-ac35-b37eab962b7e"
],
"rejected_tags": [],
"positive_tags": [],
"played_track_ids": [
"78232982-4b6f-4108-8407-fa3255cb4bdf"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Alfie Pat Metheny |
What's It All About | 33 | 1 | 2.17 | jazz fusion, haruki murakami, instrumental jazz tag, Jazz, jazz, acoustic |
| 2 | Bright Size Life Pat Metheny |
Bright Size Life | 48 | 2 | 3.24 | pat metheny, guitar jazz, jazzecho, easy listening, solo el fin, trio |
| 3 | Afternoon Pat Metheny Group |
Speaking Of Now | 47 | 5 | 2.23 | jazz fusion, Smooth Jazz, usa, contemporary jazz, instrumental, instrumental jazz tag |
| 4 | The Way Up: Part Two Pat Metheny |
The Way Up | 24 | 4 | 2.12 | jazz fusion, avant garde jazz, instrumental, Rock, guitar, smooth jazz |
| 5 | Lulajze Jezuniu (Polish Christmas Carol) Pat Metheny |
Upojenie | 20 | 3 | 2.10 | Vocal, Jazz |
| 6 | Finding and Believing Pat Metheny Group |
Secret Story | 31 | 40 | 2.15 | rejected_artist_id pat metheny, usa, pat metheny secret story, fusion jazz, 3 star, rurkowe |
| 7 | Red Sky Pat Metheny Group |
We Live Here | 28 | 41 | 3.14 | rejected_artist_id relaxing, ffmrfeelingood, pat metheny, sensual, rustycanuckchillinbeans, jazzywantsmoreplays |
| 8 | Softly Miguel Serugetti |
Softly | 43 | 6 | 0.21 | Others |
| 9 | It's Changed Dr. Lonnie Smith |
Afrodesia | 0 | 209 | 0.00 | elliotd favs, instrumental, jazz after midnight, 1977, mellow, Jazz |
| 10 | Addisons Walk Phil Keaggy |
Beyond Nature | 33 | 19 | 0.17 | wills folk and acoustic, Others |
| 11 | Transformation Dave Eggar |
Transformation | 4 | 165 | 0.02 | jazz fusion, gimme sum friends04, studytime, my favourites, alex skolnik skolnick jazz metal testament relax chill baked, instrumental |
| 12 | Killing Me Softly C. J. Johnson |
The Feel Sessions - Accoustic Set Vol. 1 | 31 | 7 | 0.15 | killing, flag, roberta flag, softly, killing me softly, roberta |
| 13 | London Paris Cardiff Dominic Miller |
Fourth Wall | 17 | 18 | 0.09 | Instrumental, Jazz, Rock |
| 14 | River Flows In You Miranda Boumedin |
Movie Themes | 42 | 106 | 0.21 | New Age, Christian |
| 15 | Ode to Chet Doc Powell |
97th & Columbus | 32 | 8 | 0.16 | chill, love, doc powell, relax, smooth jazz tag, instrumental |
| 16 | May It Be Sergei Baronin |
Modern Composers on Guitar | 38 | 146 | 0.19 | New Age, Christian |
| 17 | La Storia D'Amor Indigo Mazati |
La Storia D'amor | 35 | 11 | 0.17 | New Age |
| 18 | Ave Nocturne John A. Nilson |
Carousel | 38 | 36 | 0.19 | New Age, Christian |
| 19 | Heartbreaker Pat Benatar |
In The Heat Of The Night | 66 | 137 | 3.33 | female singer, x-treme mix, energetic, loved, alternative rock, influential |
| 20 | Rosemary's Baby Theme Miranda Boumedin |
Movie Themes | 33 | 9 | 0.17 | New Age, Christian |
Predicted Response
Got it — here’s "Alfie" by Pat Metheny, a smooth, introspective piece from his *What's It All About* album. It’s got that signature Pat Metheny warmth and delicate guitar work, perfect for when you're in the mood for something thoughtful and lyrical.
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 'Juliette' by Hollerado, which directly 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 asked for more songs by Hollerado, and candidate 1 is 'Juliette' by Hollerado, which directly satisfies the request.
Recommendation Fit
accepted submitted rank #1: Juliette by Hollerado
The user explicitly asked for more songs by Hollerado, and candidate 1 is 'Juliette' by Hollerado, which directly satisfies the request.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · strong fitResponse Quality
response quality: clear
The response directly references the user's request for more songs by Hollerado and justifies 'Juliette' as matching the energetic indie rock style the user enjoys.
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 and retains the earlier 'energetic' attribute as a query facet, 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 looking for some energetic indie rock. Do you have anything similar to what I just heard?
Got To Lose -- Hollerado
Awesome, I'm glad you liked it! 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, energetic
{
"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"
},
{
"type": "attribute",
"facet": "energy",
"value": "energetic",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": false,
"evidence_text": "energetic indie rock"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_track_values": [],
"anchor_artist_ids": [
"9909a6a7-4bc4-4ab0-80b8-069644d3e66f"
],
"anchor_artist_values": [
"Hollerado"
],
"exact_track_target_ids": [],
"exact_track_targets": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"energetic"
],
"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 | Wilder Holmsey |
Wilder | 40 | 100 | 0.20 | Electronic |
| 4 | Nothing More To Me The Swellers |
Good For Me | 16 | 26 | 1.08 | Punk, punk rock, Rock, Alternative |
| 5 | Hotline Bling Kalle Mattson |
Hotline Bling | 0 | 151 | 0.00 | Singer/Songwriter, Pop, Electronic |
| 6 | Song For Clay [Disappear Here] Bloc Party |
A Weekend In The City | 31 | 9 | 3.15 | energetic, less than zero, political, alternative rock, drinking, fuck yeah |
| 7 | H.D.L. Lewis Del Mar |
Lewis Del Mar | 35 | 155 | 0.17 | somafm, Alternative, bagel |
| 8 | Problems Hala |
Young Alumni | 33 | 380 | 0.17 | indie pop, indie rock, Alternative, Rock, alternative |
| 9 | Two Left Feet The Holloways |
So This Is Great Britain? | 23 | 4.12 | listen, all the best, energetic, folk, on tour, country |
|
| 10 | Hold It Down Island Apollo |
Hold It Down | 29 | 187 | 0.14 | Rock, Alternative |
| 11 | Spadochron Mela Koteluk |
Spadochron | 38 | 206 | 0.19 | polish, female vocalist, female singer-songwriter, tempo szybkie, planeta fm made in poland, Rock |
| 12 | Light Me Up Bronze Radio Return |
Light Me Up - Single | 0 | 180 | 2.00 | energetic, upbeat, uplifting, all songs considered, feelgood, Alternative |
| 13 | Rakas Haloo Helsinki! |
Rakas | 44 | 238 | 0.22 | Pop |
| 14 | 10 Year Plan Jinja Safari |
Toothless Grin | 6 | 15 | 0.03 | Others |
| 15 | 2 Hold U Clairo |
2 Hold U | 63 | 117 | 0.32 | pop, alternative pop, Alternative, Pop, alternative |
| 16 | Pirates Jenny Owen Youngs |
An Unwavering Band of Light | 22 | 29 | 0.11 | folk, indie pop, female vocalists, indie, Singer/Songwriter |
| 17 | Positive Tension Bloc Party |
Silent Alarm | 42 | 3.21 | energetic, folk, modern rock, as heard on the oc, alternative rock, soul |
|
| 18 | Home Sweet Home Those Dancing Days |
In Our Space Hero Suits (Digipack Version) | 14 | 19 | 1.07 | energetic, recs i like, moving, like, easy listening, remember |
| 19 | Granda Brodka |
Granda | 50 | 338 | 4.25 | love the lyrics, experimental, i am a woman and i am evil, kocham, energetic, folk |
| 20 | The Weekend Eden xo |
The Weekend | 30 | 185 | 0.15 | pop, 2015, 2010s, female vocalists, 10s, eden xo |
Predicted Response
Love the energy—just like your last pick, "Juliette" by Hollerado is packed with that punchy, driving indie rock vibe. It’s got a killer riff and a relentless pulse that keeps you moving, perfect for fans of their high-octane sound.
Thanks, I do love Lucy Rose, but that's not quite what I'm looking for. The song I'm thinking of was much more of a mainstream hit, very energetic and danceable, from around 2017-2018. It had a definite upbeat feel to it.
Open row audit
Recommendation fit: bad fit
The user explicitly asked for a mainstream, energetic, danceable hit from 2017-2018, but the submitted top recommendation 'Sign of the Times' is a slow piano ballad, which contradicts the request. 'Shape of You' (rank 3) is a better fit as it was a massive upbeat hit from 2017.
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 mainstream, energetic, danceable hit from 2017-2018, but the submitted top recommendation 'Sign of the Times' is a slow piano ballad, which contradicts the request. 'Shape of You' (rank 3) is a better fit as it was a massive upbeat hit from 2017.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #3: Shape of You by Ed Sheeran
The user explicitly asked for a mainstream, energetic, danceable hit from 2017-2018, but the submitted top recommendation 'Sign of the Times' is a slow piano ballad, which contradicts the request. 'Shape of You' (rank 3) is a better fit as it was a massive upbeat hit from 2017.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: thin
The response honestly acknowledges that the submitted song does not match the user's request for an upbeat, danceable hit, explains why based on its actual style (soulful piano ballad), and offers to help find a better fit, which is appropriate and non-misleading.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state accurately captures the user's explicit rejection of Lucy Rose, the request for a mainstream, energetic, danceable hit from 2017-2018, and correctly sets hidden_target_search mode without contradicting constraints.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm trying to find that really popular song from a few years ago, maybe around 2017 or 2018. It was everywhere.
Nebraska - Live at Urchin Studios -- Lucy Rose
Glad you liked that one! Since you enjoyed the live feel, how about another gem from Lucy Rose's 'Live at Urchin Studios'? This one's called "Nebraska." It has that same beautiful, stripped-back quality you seemed to appreciate.
Thanks, I do love Lucy Rose, but that's not quite what I'm looking for. The song I'm thinking of was much more of a mainstream hit, very energetic and danceable, from around 2017-2018. It had a definite upbeat feel to it.
State
Current request: Find a mainstream hit from around 2017-2018 that is very energetic and danceable with an upbeat feel.
Hard rejected names:
Soft avoid names: Lucy Rose
Positive terms: thanks, love, lucy, rose, but, that s, not, quite, what, i m, looking, thinking, was, much, mainstream, hit, very, energetic, danceable, around, 2017 2018, had, definite, upbeat, feel, find
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "artist",
"facet": null,
"value": "Lucy Rose",
"role": "history",
"anchor_use": "do_not_use",
"relation": "history",
"reuse": "avoid_exact",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "I do love Lucy Rose, but that's not quite what I'm looking for"
},
{
"type": "attribute",
"facet": "popularity",
"value": "mainstream hit",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "mainstream hit"
},
{
"type": "attribute",
"facet": "energy",
"value": "very energetic",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "very energetic"
},
{
"type": "attribute",
"facet": "energy",
"value": "danceable",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "danceable"
},
{
"type": "attribute",
"facet": "mood",
"value": "upbeat",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "upbeat feel"
},
{
"type": "attribute",
"facet": "era",
"value": "2017-2018",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "around 2017-2018"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_track_values": [],
"anchor_artist_ids": [],
"anchor_artist_values": [],
"exact_track_target_ids": [],
"exact_track_targets": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"mainstream hit",
"very energetic",
"danceable",
"upbeat",
"2017-2018"
],
"played_track_ids": [
"f9285efe-9530-4b7f-9c73-8b89a0de4a8d"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Sign of the Times Harry Styles |
Harry Styles | 87 | 2 | 2.44 | folk, hit, 2017, piano ballad, 2018, alternative rock |
| 2 | Lush Life Zara Larsson |
So Good | 84 | 43 | 1.42 | trance, easy listening, soul, straight edge, skinhead, swedish |
| 3 | Shape of You Ed Sheeran |
Shape of You | 90 | 9 | 2.45 | beautiful, ed sheeran, favorite, folk, 2017, new |
| 4 | Leave a Light On Tom Walker |
Leave a Light On | 70 | 12 | 1.35 | pop, heavy, british, electronic, indie, favorite |
| 5 | Galway Girl Ed Sheeran |
÷ (Deluxe) | 83 | 45 | 0.41 | pop, ed sheeran, british, epic, 2017 single, folk |
| 6 | New Rules Dua Lipa |
Dua Lipa | 82 | 35 | 4.41 | emogaycore, awful, trance, soul, spammer, 2010s |
| 7 | Feel It Still Portugal. The Man |
Feel It Still | 82 | 5 | 1.41 | favorite, lp-woodstock, conan, 2017, new, similar to mgmt |
| 8 | Perfect Ed Sheeran |
÷ (Deluxe) | 90 | 15 | 1.45 | christmas 2017, ed sheeran, folk, 2017, soul, radiocore |
| 9 | Castle on the Hill Ed Sheeran |
Castle on the Hill | 81 | 80 | 1.41 | beautiful, ed sheeran, favorite, folk, fallon, british |
| 10 | Feels (feat. Pharrell Williams, Katy Perry & Big Sean) Big Sean |
Funk Wav Bounces Vol.1 | 79 | 1 | 1.40 | pop, funk, Dance, playlista rmf fm, Electronic, 2017 single |
| 11 | Everything Now Arcade Fire |
Everything Now | 62 | 1.31 | nu-disco, 2017, alternative rock, banned, disco, canadian |
|
| 12 | IDGAF Dua Lipa |
Dua Lipa | 81 | 48 | 0.41 | dualipa, the best song ever, dua, n-a, new, 2018 |
| 13 | Shut Up and Dance WALK THE MOON |
Full Circle: The Live Anthology | 88 | 299 | 4.44 | African Dance, modern rock, dlmh, allemagne, synthrock, my 10s |
| 14 | Happier Ed Sheeran |
÷ (Deluxe) | 77 | 37 | 1.39 | pop, ed sheeran, british, heartbreaking, bbc radio1 playlist 2018, lovely |
| 15 | What About Us P!nk |
Beautiful Trauma | 77 | 99 | 1.39 | beautiful, great lyrics, Dance, uplifiting, 2017, american |
| 16 | Whatever You Want P!nk |
Whatever You Want | 50 | 44 | 2.25 | pop, american, max martin, the best song ever, melhor da carreira, just awesome |
| 17 | Superstar Beatrich |
Superstar | 41 | 95 | 0.20 | Pop, Dance, Electronic |
| 18 | First Time Kygo |
First Time | 65 | 516 | 1.32 | pop, deep house, Electronic, 2017 single, Rock, love at first listen |
| 19 | Hard Times Paramore |
Hard Times | 85 | 49 | 0.42 | pop punk, wills beat radio, 2017, me sentindo um lixo e me divertindo, alternativo, 80s |
| 20 | TG4M Zara Larsson |
So Good | 48 | 8 | 2.24 | Dance, hit, 2017, alex grey, amazing, aspen rose |
Predicted Response
Sorry, "Sign of the Times" by Harry Styles isn’t quite the upbeat, danceable mainstream hit you're looking for—it’s a soulful, piano-driven ballad from 2017 with a more introspective vibe. If you're after something energetic and danceable from that era, let me know and I’ll find a better fit.
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 Lesser Animal 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 3. The user explicitly used Pig Destroyer as a style reference and asked for songs about decay, rot, or existential dread, but the submitted top recommendation is another Pig Destroyer song, which the assistant should move away from. Candidate 3, 'Clandestine Ways (Krokodil Rot)' by Cattle Decapitation, directly matches the requested themes and avoids the soft avoid constraint.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #3: Clandestine Ways (Krokodil Rot) by Cattle Decapitation
The user explicitly used Pig Destroyer as a style reference and asked for songs about decay, rot, or existential dread, but the submitted top recommendation is another Pig Destroyer song, which the assistant should move away from. Candidate 3, 'Clandestine Ways (Krokodil Rot)' by Cattle Decapitation, directly matches the requested themes and avoids the soft avoid constraint.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response clearly references the submitted track 'Lesser Animal' and explains how its lyrics match the user's request for themes of decay, rot, and existential dread, staying 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 songs with dark, intense lyrics and the specific themes of decay, rot, and existential dread, while noting Pig Destroyer and 'The Diplomat' as satisfied prior references that should not be reused exactly.
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
Awesome, glad you liked "Rotten Yellow"! 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
{
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"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"
},
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"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"
},
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"facet": "lyrical_theme",
"value": "rot",
"role": "current_target",
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"relation": "query_facet",
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"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_track_values": [],
"anchor_artist_ids": [],
"anchor_artist_values": [],
"exact_track_target_ids": [],
"exact_track_targets": [],
"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 | Lesser Animal Pig Destroyer |
Phantom Limb | 17 | 10 | 3.08 | avoid_name:Pig Destroyer deathcore, goregrind, Metal, death metal, mfnw, k1r7m |
| 2 | The Bug Pig Destroyer |
Book Burner | 21 | 16 | 3.10 | avoid_name:Pig Destroyer english lyrics, k1r7m, 2010s, grindcore, shit, pig destroyer |
| 3 | Clandestine Ways (Krokodil Rot) Cattle Decapitation |
The Anthropocene Extinction | 35 | 7 | 2.17 | deathgrind, 2015, clandestine, Metal, english lyrics, k1r7m |
| 4 | 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 |
| 5 | Grotesque Impalement Dying Fetus |
Grotesque Impalement | 49 | 165 | 2.25 | technical brutal death metal, fucking awesome, love it love it love it, brutal death metal, metal, death |
| 6 | My Will Primitive Man |
Caustic | 29 | 30 | 0.14 | Metal, primitive, death metal, absolutely brutal, evil, vile |
| 7 | 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 |
| 8 | The Prophets of Loss Cattle Decapitation |
The Anthropocene Extinction | 38 | 22 | 1.19 | goregrind, hardcore, loss, brutal death metal, travis ryan, progressive grindcore |
| 9 | 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 |
| 10 | Destroy The Weak I Declare War |
Amidst The Bloodshed | 22 | 25 | 1.11 | slow, tr00 slamz, br00t4l, i declare war, metal, fetter scheiss |
| 11 | Death Walking Terror Cannibal Corpse |
Kill | 42 | 62 | 2.21 | goregrind, late 1980s death metal, ricki raxxx, macabre, penelope cruz, blood |
| 12 | Doomed Black Breath |
Sentenced to Life | 15 | 367 | 0.07 | Metal, hardcore |
| 13 | Plagueborne Cattle Decapitation |
The Anthropocene Extinction | 33 | 142 | 1.17 | deathgrind, 2015, corona chan, Metal, english lyrics, k1r7m |
| 14 | In the Trenches Dying Fetus |
Reign Supreme | 46 | 292 | 1.23 | pop, classcial, deathcore, death metal, Rock, technical deathcore |
| 15 | Slowly We Rot - Reissue Obituary |
Slowly We Rot (Reissue) | 48 | 4 | 1.24 | death metal, Rock, Metal |
| 16 | To Decompose Cannibal Corpse |
Evisceration Plague | 31 | 34 | 0.15 | jessyca wilson, heavy, fucking intense, favorite, technical metal, great drums |
| 17 | Trojan Whore Pig Destroyer |
Prowler In the Yard | 37 | 2.19 | avoid_name:Pig Destroyer kmfdm, Rock, industrial rock, industrial, yummy |
|
| 18 | Dead Set On Suicide Cattle Decapitation |
Monolith of Inhumanity | 39 | 173 | 1.20 | deathgrind, that bass solo＄, neckbreake, Metal, death metal, english lyrics |
| 19 | After World Obliteration Terrorizer |
World Downfall | 36 | 101 | 1.18 | world downfall, death metal meu estilo favorito, brutal death metal, gods of grind, metal, thrash |
| 20 | Kill or Become Cannibal Corpse |
A Skeletal Domain | 40 | 506 | 0.20 | kim kardashian, 1400th play, anissa kate, fucking awesome music video, marie fabre, brutal death metal |
Predicted Response
"Lesser Animal" dives deep into that same visceral decay and existential unease you're after—its lyrics paint a grotesque, relentless picture of moral collapse and bodily disintegration, perfectly matching the raw, nihilistic edge of Pig Destroyer’s signature sound.
This is definitely electronic, which is what I wanted, but it feels a bit too serious. I'm looking for something more uplifting and positive, really something to lift my spirits.
Open row audit
Recommendation fit: strong fit
The user wants uplifting, positive, happy electronic music, and 'Happy Up Here' by Röyksopp directly matches with its cheerful title and tags like 'makes me happy' and 'cheerful', making it a strong 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): strong fit. Best shown candidate: rank 1. The user wants uplifting, positive, happy electronic music, and 'Happy Up Here' by Röyksopp directly matches with its cheerful title and tags like 'makes me happy' and 'cheerful', making it a strong fit.
Recommendation Fit
accepted submitted rank #1: Happy Up Here by Röyksopp
The user wants uplifting, positive, happy electronic music, and 'Happy Up Here' by Röyksopp directly matches with its cheerful title and tags like 'makes me happy' and 'cheerful', making it a strong fit.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · strong fitResponse Quality
response quality: clear
The response directly references the submitted track, explains why it fits the user's request for uplifting and positive electronic music, 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 current request for uplifting/positive electronic music, excludes serious mood, and carries forward the earlier happy mood constraint without adding stale or contradictory information.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
Play some happy music, preferably electronic.
Kruppzeug - Fritz Kalkbrenner Remix -- Paul Kalkbrenner
Awesome! Glad you liked "Singularity." If you're looking for something with a similar electronic feel but maybe a slightly different flavor, you should definitely check out "Kruppzeug - Fritz Kalkbrenner Remix" by Paul Kalkbrenner. It's another solid electronic track with a great minimal techno groove that I think you'll really enjoy.
This is definitely electronic, which is what I wanted, but it feels a bit too serious. I'm looking for something more uplifting and positive, really something to lift my spirits.
State
Current request: Uplifting, positive, happy electronic music to lift spirits.
Hard rejected names: serious, serious
Soft avoid names: serious
Positive terms: definitely, electronic, which, what, wanted, but, feels, bit, too, serious, i m, looking, something, uplifting, positive, really, lift, spirits, happy
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}
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"facts": [
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"reuse": "not_applicable",
"source_turn": 1,
"mentioned_current_turn": false,
"evidence_text": "happy music"
},
{
"type": "attribute",
"facet": "mood",
"value": "serious",
"role": "rejected",
"anchor_use": "do_not_use",
"relation": "exclude",
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"source_turn": 2,
"mentioned_current_turn": true,
"evidence_text": "too serious"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_track_values": [],
"anchor_artist_ids": [],
"anchor_artist_values": [],
"exact_track_target_ids": [],
"exact_track_targets": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [
"serious"
],
"positive_tags": [
"electronic",
"uplifting",
"positive",
"happy"
],
"played_track_ids": [
"b09a1fad-f46f-48e2-bca3-e7d0dd769709"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Happy Up Here Röyksopp |
Happy Up Here | 43 | 1 | 5.21 | makes me happy, experimental, royksopp, cheerful, röyksopp, groove lights |
| 2 | Coma Cat - Radio Edit Tensnake |
Coma Cat | 21 | 14 | 5.11 | hands in the air, Dance, favorite, nu-disco, sommer sonne sonnenschein, boogie |
| 3 | Battery Park Paul Kalkbrenner |
7 | 52 | 763 | 1.26 | electronic, Electronic, kalkbrenner, electro, techno, dance |
| 4 | Feed Your Head - Radio Edit Paul Kalkbrenner |
Feed Your Head (Radio Edit) | 53 | 382 | 1.26 | Electronic |
| 5 | Beautiful Life Gui Boratto |
Chromophobia | 41 | 486 | 4.21 | minimal, trance, airy, epic, hypnotic, get down |
| 6 | Uplifter Muffler |
Uplifter | 24 | 3 | 2.12 | drum and bass, dnb, Electronic, drum n bass, neurofunk |
| 7 | Gym tonic - Original Bob Sinclar |
Paradise | 0 | 70 | 1.00 | deep house, Electronic, french house, electro, techno, kate upton |
| 8 | It Just Won't Do - Radio Edit Sam Obernik |
Best of Dance - the Complete Collection by D'jay Rich | 65 | 43 | 5.33 | oscar, Dance, favorite, party time, yeah, lalalout |
| 9 | Superstylin' Groove Armada |
Goodbye Country (Hello Nightclub) | 66 | 298 | 3.33 | xxxxx, 2-step, positive vibration, house, lounge, ambient |
| 10 | Bright Roller Paul Kalkbrenner |
7 | 38 | 123 | 1.19 | Electronic |
| 11 | One More Time Daft Punk |
Discovery | 82 | 458 | 4.41 | Dance, energetic, trance, 00s, one, 90s |
| 12 | Electronic World Transmission - Reconstructed by [:SITD:] Rotersand |
Truth Is Fanatic | 9 | 101 | 1.04 | Dance, rotersand, ebm, Electronic, raik2000, roterdsand |
| 13 | Smile Netsky |
Eyes Closed | 33 | 4 | 5.17 | dnb, Dance, loved, soulful, electrostep, 8 bit drum n bass |
| 14 | My Friend Groove Armada |
Goodbye Country (Hello Nightclub) | 62 | 363 | 3.31 | morning, gilbert, beautiful, chillout lounge, Dance, favorite |
| 15 | Zenit Telefunka |
Electrodoméstico | 39 | 163 | 1.20 | love, space disco, lang:spanish, electrojazz, Electronic, panquetofobia |
| 16 | The Girl And The Robot Röyksopp |
Junior | 47 | 825 | 3.23 | experimental, röyksopp, energetic, energy, favorites, robyn |
| 17 | Rise Lane 8 |
Rise | 27 | 15 | 1.14 | Trance, Dance, Electronic |
| 18 | The World Is Mine |
Guetta Blaster | 59 | 1.29 | Pop, Dance, Electronic |
|
| 19 | Speiseberndchen Paul Kalkbrenner |
Guten Tag | 25 | 1.12 | electronic, Electronic, techno, berlin, paul kalkbrenner musik, 10s |
|
| 20 | Digital Love Daft Punk |
Discovery | 70 | 730 | 4.35 | beautiful, Dance, favorite, loved, colobocuro, trance |
Predicted Response
Perfect — "Happy Up Here" by Röyksopp is exactly the kind of uplifting, cheerful electronic track you're looking for. With its bright synths and hopeful groove, it’s designed to lift your spirits and make you smile.
"Tortured Soul Asylum" is solid, definitely dark and intense riffs. But ngl, I'm specifically after something with a strong social or political message, like that initial "We Are The Ones" suggestion. Can you find something more in that vein?
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 candidate pool, Hood Politics by Kendrick Lamar looks better because it avoids the top pick's rule violation; fusion stage already ranked it #52; catalog popularity is 64; metadata/tags match: soul, but, political.
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 track with strong social or political commentary, similar to 'We Are The Ones' by The Coup, but all candidates are from Cradle Of Filth, a band the user has already heard multiple times and whose gothic/horror style does not match the requested political theme. No submitted track addresses the user's request.
Recommendation Fit
no valid submitted recommendation: No valid submitted track
The user explicitly asked for a track with strong social or political commentary, similar to 'We Are The Ones' by The Coup, but all candidates are from Cradle Of Filth, a band the user has already heard multiple times and whose gothic/horror style does not match the requested political theme. No submitted track addresses the user's request.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: misleading
The response dismisses the submitted top recommendation as unsuitable for the user's request without offering any justification for why it was recommended, and it fails to personalize or explain the fit of the track, making the recommendation seem pointless.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state correctly identifies the user's desire for social/political lyrical themes, but it fails to capture the explicit rejection of the current artist/style (Cradle Of Filth) and the user's clear pivot away from that direction. Additionally, the state treats 'We Are The Ones' as a satisfied prior to avoid, when it should be used as a positive example of the kind of message the user wants. This could lead to retrieval that still returns Cradle Of Filth tracks or misses the political bite the user is after.
missing: User explicitly wants social/political message, not just lyrical theme 'social commentary' and 'political bite'; User references 'We Are The Ones' as a style reference for the kind of message they want, but state marks it as 'avoid_exact' and 'satisfied_prior' which may underplay its role as a positive example; User's current turn explicitly rejects continuing with Cradle Of Filth's style (dark riffs) and asks for something different, but state does not capture this rejection of the current artist/style
extra/stale: Fact for 'Her Ghost in the Fog' is stale and not relevant to current request; Fact for 'Tortured Soul Asylum' is mentioned but only as a stepping stone to the new request, not as a current target; Fact for 'Cradle Of Filth' as artist is stale and not needed for the new direction
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
These two tracks have some pretty heavy lyrical content. "We Are The Ones" by The Coup hits hard with that politically charged message about taking action, while "Amor E Morte" by Cradle Of Filth goes full gothic storytelling mode. Let me know what you think of the lyrics in these!
Her Ghost in the Fog -- Cradle Of Filth
Awesome, glad you enjoyed "Lord Abortion"! 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 an absolute classic, the dark storytelling and atmosphere are brutal in the best way. That's exactly the kind of gothic, horror-inspired lyricism I'm into. Now can you dig up something with real social commentary or political bite?
Tortured Soul Asylum -- Cradle Of Filth
Awesome! Glad to hear you're digging "Her Ghost in the Fog" and the "Midian" album. Let's keep that momentum going! How about "Tortured Soul Asylum" next? It's another fantastic one from that same album, packed with all the symphonic black metal goodness you love.
"Tortured Soul Asylum" is solid, definitely dark and intense riffs. But ngl, I'm specifically after something with a strong social or political message, like that initial "We Are The Ones" suggestion. Can you find something more in that vein?
State
Current request: A track with strong social or political commentary, similar in vein to 'We Are The Ones' by The Coup.
Hard rejected names:
Soft avoid names: We Are The Ones, The Coup, Her Ghost in the Fog, Tortured Soul Asylum, Cradle Of Filth
Positive terms: tortured, soul, asylum, solid, definitely, dark, intense, riffs, but, ngl, i m, specifically, after, something, strong, social, political, message, initial, ones, suggestion, find, vein, commentary, similar, coup, bite
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
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"facet": null,
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}
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 | 289 | 3.21 | avoid_name:Cradle Of Filth headbanging, gay metal, majesty, satanic, essentials, best songs ever |
| 2 | From the Cradle to Enslave Cradle Of Filth |
From The Cradle To Enslave | 50 | 8 | 3.25 | avoid_name:Cradle Of Filth female backed metal, hard, igor, poetry, extreme black metal, essentials |
| 3 | Tearing the Veil from Grace Cradle Of Filth |
Midian | 32 | 202 | 2.16 | avoid_name:Cradle Of Filth dark, great lyrics, fuck your god, great drums, milan, peteton |
| 4 | Death Magick for Adepts Cradle Of Filth |
Midian | 34 | 133 | 1.17 | avoid_name:Cradle Of Filth great lyrics, peteton, mmpps, alternative rock, extreme black metal, sex metal |
| 5 | Nymphetamine Fix Cradle Of Filth |
Nymphetamine (Explicit Version) | 56 | 401 | 0.28 | avoid_name:Cradle Of Filth gothic metal, Metal, melodic black metal, death metal, Rock, vampiryc metal |
| 6 | Beneath the Howling Stars Cradle Of Filth |
Cruelty And The Beast | 34 | 4 | 3.17 | avoid_name:Cradle Of Filth hardcore, mmpps, romantic black metal, alternative rock, z3po like this, brutal death metal |
| 7 | Dusk and Her Embrace Cradle Of Filth |
Dusk & Her Embrace | 38 | 30 | 1.19 | avoid_name:Cradle Of Filth symphonic gothic metal, death, best songs ever, fuck yeah, brainbanging, melodic black metal |
| 8 | Amor E Morte Cradle Of Filth |
Midian | 34 | 1 | 2.17 | avoid_name:Cradle Of Filth awesum, fucking awesome, mmpps, symphonic gothic metal, extreme black metal, metal |
| 9 | Temptation Cradle Of Filth |
Thornography [Special Edition] | 47 | 228 | 3.23 | avoid_name:Cradle Of Filth pink metal, evil twin, progressive metal, tribute, satanic, essentials |
| 10 | Bathory Aria Cradle Of Filth |
Cruelty And The Beast | 37 | 17 | 2.19 | avoid_name:Cradle Of Filth satanic, ukofffane :p, 90s black metal, melodic black metal, epic, english |
| 11 | The Death of Love Cradle Of Filth |
Godspeed On The Devil's Thunder | 43 | 14 | 2.21 | avoid_name:Cradle Of Filth dark, metal top, heavy, filthy, gilles de rais, metal |
| 12 | Nocturnal Supremacy Cradle Of Filth |
V empire Or Dark Faerytales In Phallustein | 0 | 44 | 1.00 | avoid_name:Cradle Of Filth best of cof, twilight fags dont get this, metal, dark metal, 90s black metal, Metal |
| 13 | Saffron's Curse Cradle Of Filth |
Midian | 39 | 3 | 2.19 | avoid_name:Cradle Of Filth experimental, dralzheimers favs, woot, symphonic gothic metal, progressive metal, essentials |
| 14 | Haunted Shores Cradle Of Filth |
Dusk & Her Embrace | 28 | 24 | 1.14 | avoid_name:Cradle Of Filth dark, camelot, cronos, vampiric metal, muse, ultimate power |
| 15 | Lord Abortion Cradle Of Filth |
Midian | 37 | 2 | 3.19 | avoid_name:Cradle Of Filth extra drums, experimental, jos favourites, fuck yeah, melodic black metal, english |
| 16 | No Time To Cry Cradle Of Filth |
Bitter Suites to Succubi | 40 | 681 | 3.20 | avoid_name:Cradle Of Filth experimental, devils gift, dance metal, best songs ever, melodic black metal, dbpower |
| 17 | Funeral In Carpathia Cradle Of Filth |
Dusk & Her Embrace | 36 | 34 | 1.18 | avoid_name:Cradle Of Filth top 50, death songs, symphonic gothic metal, death, essentials, black graveworm |
| 18 | Soft White Throat Cradle Of Filth |
Nymphetamine Special Edition | 22 | 728 | 0.11 | avoid_name:Cradle Of Filth gothic metal, Metal, extreme gothic metal, oscar metal, metal, gothic death metal |
| 19 | A Gothic Romance (Red Roses For The Devils's Wore) Cradle Of Filth |
Dusk & Her Embrace | 35 | 79 | 0.17 | avoid_name:Cradle Of Filth Metal, Rock, horror metal, mmpps, extreme gothic metal, Hard Rock |
| 20 | Scorched Earth Erotica Cradle Of Filth |
Bitter Suites to Succubi | 35 | 126 | 2.17 | avoid_name:Cradle Of Filth great lyrics, peteton, fucking awesome, extrem metal, metal, death |
Predicted Response
Sorry, "Cthulhu Dawn" by Cradle of Filth leans more into dark fantasy and occult themes rather than social or political commentary. It doesn’t match your request for a track with a strong message about real-world issues like "We Are The Ones" does.
Alright, 'Lovesick' is cool, but I really need to emphasize I'm looking for something *new* and *different*. I asked for hardcore or experimental alternative, and I'm still getting classic hip-hop. Can you please switch it up completely? Give me something raw
Open row audit
Recommendation fit: bad fit
The user explicitly asked for something outside of classic hip-hop, like hardcore or experimental alternative, but the top recommendation is still hip-hop. Candidate 12 (Animal Instinct by Mobb Deep) is a better fit because it is tagged as hardcore and has an aggressive sound, though it is still hip-hop.
From the submitted list, Ego Trippin' (Original 12 Version) by Ultramagnetic MC's looks better because fusion stage already ranked it #24; catalog popularity is 39; metadata/tags match: experimental, hip hop, zone, beat.
Likely cause: compiler/final filtering let a known rejection through.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. Best shown candidate: rank 12. The user explicitly asked for something outside of classic hip-hop, like hardcore or experimental alternative, but the top recommendation is still hip-hop. Candidate 12 (Animal Instinct by Mobb Deep) is a better fit because it is tagged as hardcore and has an aggressive sound, though it is still hip-hop.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #12: Animal Instinct by Mobb Deep
The user explicitly asked for something outside of classic hip-hop, like hardcore or experimental alternative, but the top recommendation is still hip-hop. Candidate 12 (Animal Instinct by Mobb Deep) is a better fit because it is tagged as hardcore and has an aggressive sound, though it is still hip-hop.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: misleading
The response acknowledges the user's request for something raw and intense but then recommends a track that is still in the East Coast rap genre, which the user explicitly wanted to avoid, and even states that the recommendation is close to what the user is avoiding, violating the user's clear request for a different genre.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state correctly captures the user's pivot request, exclusions of Gang Starr and classic hip-hop, and the desired attributes (hardcore, experimental alternative, raw and intense, heavy beat, aggressive vocals).
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm open to exploring new music. What interesting tracks can you suggest that I might not have heard before?
Street Ministry -- Gang Starr
Awesome, glad you liked that one! Sticking with the legendary Gang Starr, how about "Street Ministry" next? It's another gem from 'Step In The Arena' with that classic vibe you're into.
Another classic Gang Starr track, can't ever go wrong with them! But I was really hoping to branch out a bit. Can you hit me with something truly unexpected, maybe from a different genre like hardcore or some experimental alternative stuff? I want to be surprised.
Lovesick -- Gang Starr
Awesome! Since you're really digging Gang Starr, let's keep that vibe going. How about "Lovesick" next? It's another great one that really showcases their classic sound.
Alright, 'Lovesick' is cool, but I really need to emphasize I'm looking for something *new* and *different*. I asked for hardcore or experimental alternative, and I'm still getting classic hip-hop. Can you please switch it up completely? Give me something raw and intense, far from my comfort zone, maybe with a heavy beat or some aggressive vocals. Surprise me with a track from a genre I wouldn't usually listen to.
State
Current request: Something raw and intense, far from comfort zone, with heavy beat or aggressive vocals, from a genre like hardcore or experimental alternative.
Hard rejected names: Gang Starr, classic hip-hop, classic hip-hop
Soft avoid names: Gang Starr, classic hip-hop
Positive terms: alright, lovesick, cool, but, really, need, emphasize, i m, looking, something, new, different, asked, hardcore, experimental, alternative, still, getting, classic, hip hop, switch, completely, raw, intense, far, comfort, zone, heavy, beat, some, aggressive, vocals, surprise, genre, wouldn t, usually, listen
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}
],
"resolver": {
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"exact_track_targets": [],
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}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Hip Hop Dead Prez |
Let's Get Free | 61 | 3 | 10.30 | socially conscious, east coast rap, energetic, loved, political rap, political |
| 2 | Real Hip-Hop Das EFX |
Hold It Down | 53 | 2 | 2.27 | chill, Hip-Hop/Rap, hip hop, underground rap, R&B/Soul, Pop |
| 3 | Blood In Blood Out Jedi Mind Tricks |
Visions Of Gandhi | 47 | 187 | 8.23 | rejected_name:classic hip-hop, avoid_name:classic hip-hop 2003, finest, underground hip-hop, funky hip hop old skool, east coast rap, vinnie paz |
| 4 | Protect Ya Neck (feat. RZA, Method Man, Inspectah Deck, Raekwon, U-God, Ol' Dirty Bastard, Ghostface Killah & GZA) Wu-Tang Clan |
Enter The Wu-Tang Clan - 36 Chambers (Deluxe Version) | 68 | 78 | 7.34 | east coast rap, loved, wu-tang clan, reel, imperative, old skool hip-hop tracks |
| 5 | Bring Da Ruckus (feat. RZA, Ghostface Killah, Raekwon & Inspectah Deck) Wu-Tang Clan |
Enter The Wu-Tang Clan - 36 Chambers (Deluxe Version) | 62 | 23 | 7.31 | fuckin classic, true skool, east coast rap, loved, hip hop is read playlist, wu-tang clan |
| 6 | 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 | 305 | 5.38 | rejected_name:classic hip-hop, avoid_name:classic hip-hop critically acclaimed song, great rap, underground hip-hop, east coast, hip-hop classics, east coast rap |
| 7 | Take It Personal Gang Starr |
Daily Operation | 41 | 5.21 | rejected_artist_id, rejected_name:Gang Starr, avoid_name:Gang Starr east coast rap, classics, clasic, new york rap, high school days, kss1984 - excellent |
|
| 8 | Razorblade Salvation Jedi Mind Tricks |
Servants In Heaven, Kings In Hell | 44 | 7.22 | emusic, east coast rap, loved, nice real rap from philli pill, causes a cardiac arrhythmia, dope lyrics |
|
| 9 | Blowin' Up The Spot Gang Starr |
Hard To Earn | 35 | 3.17 | rejected_artist_id, rejected_name:Gang Starr, rejected_name:classic hip-hop, avoid_name:Gang Starr, avoid_name:classic hip-hop hippity hoppity, go vegan, dj premier, 90s, american, classic hip hop |
|
| 10 | Shook Ones, Pt. II Mobb Deep |
The Infamous | 77 | 3.38 | hell, totalny wypierdalacz klasyka, Hip-Hop/Rap, hip hop, Pop, hip-hop |
|
| 11 | Bitch, Don’t Kill My Vibe Kendrick Lamar |
good kid, m.A.A.d city | 74 | 2.37 | kendrick lamar, Hip-Hop/Rap, west coast rap, hip hop, underground hip hop, anthem |
|
| 12 | Animal Instinct Mobb Deep |
Hell On Earth (Explicit) | 45 | 69 | 3.23 | strictly for the undergound, big twins, hardcore, hippity hoppity, loved, queensbridge |
| 13 | They Turned Gangsta Poor Righteous Teachers |
The New World Order | 25 | 20 | 2.12 | Hip-Hop/Rap, 1996, hip hop, profile, father shaheed, smoth rap |
| 14 | No Shame In My Game Gang Starr |
Daily Operation | 30 | 2.15 | rejected_artist_id, rejected_name:Gang Starr, avoid_name:Gang Starr hophip, underground hip-hop, great lyrics, east coast rap, jazz-rap, dj premier |
|
| 15 | Soliloquy Of Chaos Gang Starr |
Daily Operation | 34 | 3.17 | rejected_artist_id, rejected_name:Gang Starr, avoid_name:Gang Starr great lyrics, underground hip-hop, east coast, west coast rap, kappe fav, east coast rap |
|
| 16 | Straight Outta Compton N.W.A. |
Straight Outta Compton | 73 | 310 | 9.37 | gangsta rap attitude, trance, mc ren, consistent rhyme patterns, best songs ever, explicit lyrics |
| 17 | Public Enemy No.1 Public Enemy |
Yo! Bum Rush The Show | 0 | 6.00 | rejected_name:classic hip-hop, avoid_name:classic hip-hop hard rock, arabic, grandma, folk, country, proto-punk |
|
| 18 | Ego Trippin' (Original 12 Version) Ultramagnetic MC's |
Critical Beatdown (Re-Issue) | 39 | 24 | 4.20 | dj mix, experimental, trip-hop, Hip-Hop/Rap, hip hop, Rock |
| 19 | Fuck Tha Police N.W.A. |
Straight Outta Compton | 73 | 776 | 7.37 | gangsta rap attitude, political rap, political, explicit lyrics, epic, sample |
| 20 | Vice City (feat. Black Hippy) Jay Rock |
90059 | 56 | 380 | 1.28 | tde, 2015, Hip-Hop/Rap, jay rock, black hippy, hip-hop |
Predicted Response
I hear you wanting something raw and outside your comfort zone — while *Hip Hop* by Dead Prez does bring intensity and political fire, it still lands in the East Coast rap space that’s close to the classic hip-hop you’re avoiding. If you're open to a more experimental edge, I’ll keep searching for something even further off the beaten path.
No, that's not it either. While I love the energy of 'Man,' the song I'm thinking of is much more subdued. I recall a specific sense of place in the lyrics, maybe a unique location, and it had a somewhat stark, almost a cappella delivery at times.
Open row audit
Recommendation fit: bad fit
The user explicitly rejected 'Calling Cards' and 'Man', and asked for a subdued song with a sense of place and stark, almost a cappella delivery. 'Bracing For Sunday' is an energetic alt-rock track that does not match the subdued, stark description. 'I Wish I Was the Moon' (rank 3) is a quiet, folk-influenced song with a strong sense of place and sparse arrangement, fitting the user's request much 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 explicitly rejected 'Calling Cards' and 'Man', and asked for a subdued song with a sense of place and stark, almost a cappella delivery. 'Bracing For Sunday' is an energetic alt-rock track that does not match the subdued, stark description. 'I Wish I Was the Moon' (rank 3) is a quiet, folk-influenced song with a strong sense of place and sparse arrangement, fitting the user's request much better.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #3: I Wish I Was the Moon by Neko Case
The user explicitly rejected 'Calling Cards' and 'Man', and asked for a subdued song with a sense of place and stark, almost a cappella delivery. 'Bracing For Sunday' is an energetic alt-rock track that does not match the subdued, stark description. 'I Wish I Was the Moon' (rank 3) is a quiet, folk-influenced song with a strong sense of place and sparse arrangement, fitting the user's request much better.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response directly addresses the user's request for a subdued song with a strong sense of place and stark delivery, clearly connecting those qualities to the submitted track, and avoids any unsupported claims or contradictions.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state correctly captures the latest turn's mood and sonic constraints, but it fails to include the user's earlier 'overheard conversation' description and the 'unique location' detail, and it over-anchors on Neko Case as a must-use artist despite the user's rejections of specific tracks by that artist.
missing: The user's description of 'overheard conversation or a brief moment captured' from turn 2 is not captured as a constraint.; The user's mention of 'unique location' in the latest turn is not explicitly captured as a lyrical theme constraint.
extra/stale: The 'female singer' attribute from turn 2 is still present but was not reaffirmed in the latest turn; it may be stale if the user has moved on.; The 'exact_target' relation for 'Neko Case' is marked as 'must_reuse' but the user has rejected two Neko Case tracks and is looking for a different song, so the artist anchor may be too strong.
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm trying to remember a song that feels like a quiet, personal story, maybe about a specific observation or memory.
Calling Cards -- Neko Case
Awesome, glad you liked "Night Still Comes"! Sticking with Neko Case and that alt-country vibe, how about "Calling Cards"? It's another great one with her signature poetic lyrics and powerful delivery. I think you'll find it just as engaging.
That's a great Neko Case track, but it's not quite the one I'm thinking of. It's not so much about a direct inner monologue. It felt more like an overheard conversation or a brief moment captured, and it definitely had a female singer.
Man -- Neko Case
Awesome! Glad to hear "Calling Cards" hit the spot. Let's keep that Neko Case train rolling with "Man." It's got a fantastic energy and really leans into that alt-country rock vibe you seem to enjoy. Give it a listen!
No, that's not it either. While I love the energy of 'Man,' the song I'm thinking of is much more subdued. I recall a specific sense of place in the lyrics, maybe a unique location, and it had a somewhat stark, almost a cappella delivery at times.
State
Current request: Find the specific subdued song with a female singer, a sense of place in the lyrics, and stark almost a cappella delivery.
Hard rejected names:
Soft avoid names: Calling Cards, Man
Positive terms: that s, not, either, while, love, energy, man, i m, thinking, much, subdued, recall, specific, sense, place, lyrics, unique, location, had, somewhat, stark, almost, cappella, delivery, times, find, female, singer, neko, case
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "artist",
"facet": null,
"value": "Neko Case",
"role": "current_target",
"anchor_use": "must_use",
"relation": "exact_target",
"reuse": "must_reuse",
"source_turn": 1,
"mentioned_current_turn": false,
"evidence_text": "Neko Case track"
},
{
"type": "attribute",
"facet": "performer",
"value": "female singer",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 2,
"mentioned_current_turn": false,
"evidence_text": "female singer"
},
{
"type": "attribute",
"facet": "mood",
"value": "subdued",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "much more subdued"
},
{
"type": "attribute",
"facet": "lyrical_theme",
"value": "sense of place",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "specific sense of place"
},
{
"type": "attribute",
"facet": "sonic",
"value": "stark almost a cappella",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "stark, almost a cappella delivery"
},
{
"type": "track",
"facet": null,
"value": "Calling Cards",
"role": "contrast",
"anchor_use": "do_not_use",
"relation": "contrast",
"reuse": "avoid_exact",
"source_turn": 2,
"mentioned_current_turn": false,
"evidence_text": "not quite the one"
},
{
"type": "track",
"facet": null,
"value": "Man",
"role": "contrast",
"anchor_use": "do_not_use",
"relation": "contrast",
"reuse": "avoid_exact",
"source_turn": 3,
"mentioned_current_turn": true,
"evidence_text": "not it either"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_track_values": [],
"anchor_artist_ids": [
"587fab66-faca-4299-ab27-c2c1e6b0bc7e"
],
"anchor_artist_values": [
"Neko Case"
],
"exact_track_target_ids": [],
"exact_track_targets": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"female singer",
"subdued",
"sense of place",
"stark almost a cappella"
],
"played_track_ids": [
"45f061f0-dd2c-415e-8478-a2420ac079ab",
"d3ed3e9a-a3b7-4d4b-86b0-9ab97b8a732c"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Bracing For Sunday Neko Case |
The Worse Things Get, The Harder I Fight, The Harder I Fight, The More I Love You | 20 | 22 | 6.10 | Alternative Rock, similar to: wilco, rock, country, seen live, alt-country |
| 2 | Maybe Sparrow Neko Case |
Fox Confessor Brings The Flood | 39 | 11 | 7.20 | javajustice, winter 06, folk, death, bittersweet, strong vocals |
| 3 | I Wish I Was the Moon Neko Case |
Blacklisted | 52 | 6 | 7.26 | folk, pretty, twang, girl, female artists, quiet |
| 4 | Lady Pilot Neko Case |
Blacklisted | 30 | 10 | 5.15 | singer-songwriters, vocal, poetic, usa, seminal, a girl that i once knew |
| 5 | Lion's Jaws Neko Case |
Fox Confessor Brings The Flood | 29 | 21 | 6.14 | pop waltz, a track by neko case from the release fox confessor brings the flood, vocal, bus rides, poetic, folk |
| 6 | Fox Confessor Brings The Flood Neko Case |
Fox Confessor Brings The Flood | 29 | 16 | 6.14 | depression is kicking in, folk, hipster doofus tag, uninvitedsaint, hot, early spring 2006 |
| 7 | Deep Red Bells Neko Case |
Blacklisted | 44 | 3 | 5.22 | female singer-songwriters, mystical, folk, drinking, tacoma, virginia |
| 8 | Look For Me (I'll Be Around) Neko Case |
Blacklisted | 29 | 5 | 4.14 | rock, folk, country, alternative country, Country, female vocalists |
| 9 | Polar Nettles Neko Case |
Middle Cyclone | 25 | 24 | 3.12 | my gang 09, poetic, anti records, like, alternative rock, rock |
| 10 | Hold On, Hold On Neko Case |
Fox Confessor Brings The Flood | 48 | 12 | 6.24 | folk, echo, female artists, if my life was a movie - this would be my soundtrack, bittersweet, sing this to me and ill follow you anywhere |
| 11 | Blacklisted Neko Case |
Blacklisted | 26 | 18 | 6.13 | dark, vocals female, a little twang, folk, great lyricists, country |
| 12 | Star Witness Neko Case |
Fox Confessor Brings The Flood | 47 | 7 | 6.24 | folk, loved, sleep, death, tacoma, virginia |
| 13 | Ghost Wiring Neko Case |
Blacklisted | 24 | 19 | 5.12 | dark, live, vocal, country females, favorite, folk |
| 14 | The Needle Has Landed Neko Case |
Fox Confessor Brings The Flood | 30 | 9 | 7.15 | femz, folk, loved, tacoma, essentials, the word land |
| 15 | Middle Cyclone Neko Case |
Middle Cyclone | 32 | 8 | 4.16 | pop waltz, beautiful, vocal, my gang 09, poetic, heartfelt |
| 16 | Stinging Velvet Neko Case |
Blacklisted | 27 | 20 | 5.13 | vocal, usa, the essentials, country, washington, present participle |
| 17 | Vengeance Is Sleeping Neko Case |
Middle Cyclone | 29 | 4 | 7.14 | dark, pop waltz, vocal, my gang 09, beautiful, poetic |
| 18 | John Saw That Number Neko Case |
Fox Confessor Brings The Flood | 31 | 17 | 6.16 | folk, foxy lady, twang, jills station, the word see, hollers |
| 19 | Things That Scare Me Neko Case |
Blacklisted | 38 | 13 | 7.19 | folk, life as i know it, female artists, ladies, vocals, Alternative |
| 20 | Dirty Knife Neko Case |
Fox Confessor Brings The Flood | 28 | 14 | 6.14 | neko and friends, folk, blissful, contemporary, uninvitedsaint, autumn country |
Predicted Response
You're looking for something subdued with a strong sense of place and a stark, almost a cappella delivery—and *Bracing For Sunday* fits that mood perfectly. Neko Case’s haunting, intimate vocals carry the weight of a quiet, specific moment, like a solitary figure in a weathered room, making the song feel both deeply personal and grounded in a distinct place.
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 it repeats something the user was trying to move away from: 'Beegie Adair'; the user asked to branch out, but it repeats prior artist 'Beegie Adair'.
From the submitted list, Have Yourself A Merry Little Christmas by Oscar Peterson looks better because it avoids the top pick's rule violation; fusion stage already ranked it #10; metadata/tags match: yourself, merry, little, christmas, holiday.
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 popular Christmas jazz song with a clear vocal performance or prominent saxophone, and to move away from Beegie Adair's piano style. The submitted top recommendation (rank 1) is again a Beegie Adair piano piece, ignoring both requests. Among the candidates, rank 7 'Christmas Time Is Here - Vocal' by Vince Guaraldi Trio features a vocal and is a popular Christmas jazz choice, making it a clearly better fit.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #7: Christmas Time Is Here - Vocal by Vince Guaraldi Trio
The user explicitly asked for a popular Christmas jazz song with a clear vocal performance or prominent saxophone, and to move away from Beegie Adair's piano style. The submitted top recommendation (rank 1) is again a Beegie Adair piano piece, ignoring both requests. Among the candidates, rank 7 'Christmas Time Is Here - Vocal' by Vince Guaraldi Trio features a vocal and is a popular Christmas jazz choice, making it a clearly better fit.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: thin
The response honestly acknowledges the submitted top recommendation is not what the user requested and promises to find a more suitable track, maintaining coherence and avoiding misleading claims.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state correctly captures the new constraints (saxophone, vocalist, popular, Christmas jazz) but fails to clearly mark Beegie Adair as an explicit exclusion for this turn, which could lead to recommending her again.
missing: User explicitly wants to avoid Beegie Adair this time, but state marks her as 'do_not_use' yet still includes her as a fact without clear exclusion; User wants a 'popular jazz song' but the state does not capture the 'song' (track) request type, only attributes
extra/stale: The 'satisfied_prior' fact for Beegie Adair is ambiguous; it should be an explicit rejection or exclusion for this turn; The 'anchor_use' for Beegie Adair is 'do_not_use' but the resolver does not list her in rejected_artist_ids
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
Awesome, I'm glad you liked it! Sticking with Beegie Adair and that lovely jazz piano sound, 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's piano style.
Hard rejected names:
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, adair s, piano, style, vocalist
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"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": "clear vocal performance"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_track_values": [],
"anchor_artist_ids": [],
"anchor_artist_values": [],
"exact_track_target_ids": [],
"exact_track_targets": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"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 | 6 | 6.22 | avoid_name:Beegie Adair, prior_artist_after_switch:Beegie Adair christmas piano, Holiday, instrumental christmas, the winter lounge, Jazz, Pop |
| 2 | White Christmas Beegie Adair and Friends |
Christmas Jazz | 0 | 3 | 5.00 | an old fashioned christmas, overhyped artist summary, christmas piano, crooners christmas, yule, Jazz |
| 3 | Santa Claus Is Coming To Town Beegie Adair |
Jazz Piano Christmas | 31 | 1 | 7.16 | avoid_name:Beegie Adair, prior_artist_after_switch:Beegie Adair an old fashioned christmas, overhyped artist summary, Holiday, crooners christmas, test, yule |
| 4 | O Christmas Tree (feat. George Tidwell) George Tidwell |
Christmas Jazz | 0 | 13 | 3.00 | 2720 holiday jazz, instrumental, flugel horn, yule, Jazz, christmas |
| 5 | The Christmas Song (feat. Denis Solee) Denis Solee |
Christmas Jazz | 0 | 33 | 3.00 | 2720 holiday jazz, Jazz |
| 6 | Christmas Waltz Oscar Peterson |
An Oscar Peterson Christmas | 0 | 5 | 3.00 | fip, xmas, Holiday, yule, waltz, christmas jazz |
| 7 | Christmas Time Is Here - Vocal Vince Guaraldi Trio |
A Charlie Brown Christmas | 0 | 4 | 4.00 | jazz artists, the soy nog time of year, christmas classic, moo favorites, piano, christmas jazz |
| 8 | Have Yourself A Merry Little Christmas Oscar Peterson |
An Oscar Peterson Christmas | 0 | 10 | 6.00 | Holiday, yule, Jazz, xmas, christmas |
| 9 | Have a Holly Jolly Christmas Harry Connick, Jr. |
What A Night! A Christmas Album | 24 | 16 | 1.12 | christmas pop, -roxytee, secular christmas, giz christmas favs, christmas |
| 10 | Santa Claus Is Coming to Town Oscar Peterson |
An Oscar Peterson Christmas | 0 | 31 | 3.00 | fip, Holiday, yule, christmas, xmas, jazz |
| 11 | Let It Snow Oscar Peterson |
An Oscar Peterson Christmas | 0 | 30 | 3.00 | fip, Holiday, winter, yule, Jazz, xmas |
| 12 | O Christmas Tree Oscar Peterson |
An Oscar Peterson Christmas | 0 | 7 | 3.00 | Holiday, yule, xmas, jazz, christmas, christmas tag |
| 13 | God Rest Ye Merry, Gentlemen Oscar Peterson |
An Oscar Peterson Christmas | 0 | 39 | 4.00 | fip, Holiday, xmas, jazz, christmas |
| 14 | O Christmas Tree Tony Bennett |
A Swingin' Christmas Featuring The Count Basie Big Band | 42 | 17 | 4.21 | vocal, an old fashioned christmas, Holiday, crooners christmas, holiday, yule |
| 15 | Dance Of The Sugarplum Fairies Harry Connick, Jr. |
What A Night! A Christmas Album | 10 | 72 | 3.05 | nutcracker, christmas pop, Holiday, christmas-aa, ballet christmas, xmasparty |
| 16 | The Christmas Song Vince Guaraldi Trio |
A Charlie Brown Christmas | 0 | 8 | 3.00 | punk rock christmas, comix, holiday, calminhas, jazz, soundtracks |
| 17 | Winter Wonderland Oscar Peterson |
An Oscar Peterson Christmas | 0 | 116 | 2.00 | fip, 5 of 10 stars, Holiday, winter, yule, xmas |
| 18 | Silent Night Oscar Peterson |
An Oscar Peterson Christmas | 0 | 40 | 3.00 | fip, Holiday, yule, Jazz, xmas, christmas |
| 19 | Silver Bells Tony Bennett |
A Swingin' Christmas Featuring The Count Basie Big Band | 36 | 2 | 4.18 | classic christmas jazz, male vocalist, christmas jazz, christmas, christmas tag |
| 20 | Softly, As In A Morning Sunrise Vince Guaraldi Trio |
A Flower Is A Lovesome Thing (Remastered) | 31 | 691 | 3.15 | photo279, Holiday, sunrise radio, jazz peppermint, Jazz, garden279 |
Predicted Response
I know you're looking for something with a vocal or saxophone, and while Beegie Adair’s version of "The Christmas Song" is a lovely piano-led holiday classic, it’s more instrumental than what you’re after this time. Let me find you a Christmas jazz track with a standout vocal or saxophone instead.
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
Likely wrong
The top recommendation is La Lune by Billie Marten, but it repeats something the user was trying to move away from: 'Billie Marten'.
From the submitted list, Silent My Song by Lykke Li looks better because it avoids the top pick's rule violation; fusion stage already ranked it #7; catalog popularity is 23; metadata/tags match: lyrics, silent.
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 11. The user explicitly enjoyed 'indie girl vibes' and asked for more introspective songs, but the top recommendation is by Billie Marten, who was already suggested and should be avoided. Candidate 11 (Silent My Song by Lykke Li) fits the request perfectly with its introspective lyrics and indie female artist vibe.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #11: Silent My Song by Lykke Li
The user explicitly enjoyed 'indie girl vibes' and asked for more introspective songs, but the top recommendation is by Billie Marten, who was already suggested and should be avoided. Candidate 11 (Silent My Song by Lykke Li) fits the request perfectly with its introspective lyrics and indie female artist vibe.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response directly references the submitted track (La Lune by Billie Marten), explains why it matches the user's request for introspective lyrics and quiet introspection, and ties it to the 'indie girl vibe' and contemplative mood the user confirmed, without any false claims or contradictions.
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, silent struggles lyrics with a contemplative mood and indie girl vibes, correctly marks prior artists as satisfied and to avoid exact reuse, 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
Can you recommend some tracks that delve into deep personal feelings or quiet contemplation?
Lost It All -- Jill Andrews
So glad you liked "Sirens"! Sticking with that powerful vocal vibe, 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 about personal feelings or silent struggles, keeping the indie girl vibe.
Hard rejected names:
Soft avoid names: Jill Andrews, Billie Marten
Positive terms: lovely, has, really, nice, contemplative, atmosphere, indie, girl, vibes, definitely, working, suggest, lyrics, introspective, delve, personal, feelings, silent, struggles, about, keeping, vibe
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}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | La Lune Billie Marten |
La Lune | 64 | 1 | 0.32 | avoid_name:Billie Marten Singer/Songwriter |
| 2 | Cursive Billie Marten |
As Long As - EP | 52 | 4 | 0.26 | avoid_name:Billie Marten Singer/Songwriter |
| 3 | Milk & Honey Billie Marten |
Milk & Honey | 48 | 2 | 1.24 | avoid_name:Billie Marten Singer/Songwriter, eclectonia, indie |
| 4 | Bird Billie Marten |
Bird | 45 | 6 | 0.23 | avoid_name:Billie Marten nocne wyciszenie, Singer/Songwriter, british, 2015 single, tv show music, bbc radio1 playlist 2015 |
| 5 | 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 |
| 6 | Roots Billie Marten |
As Long As - EP | 31 | 13 | 0.15 | avoid_name:Billie Marten Singer/Songwriter |
| 7 | Ribbon Billie Marten |
Ribbon (EP) | 0 | 360 | 1.00 | avoid_name:Billie Marten Singer/Songwriter, Folk, songs about trains, played |
| 8 | 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 |
| 9 | Silent Song Daniel Rossen |
Silent Hour / Golden Mile | 0 | 22 | 3.00 | indie folk, la sube, rock, warp, gr cw3, bici |
| 10 | Just how I love you Tyler Burkhart |
Marianne | 0 | 125 | 1.00 | Indie Rock, Alternative, indie |
| 11 | Silent My Song Lykke Li |
Wounded Rhymes | 23 | 7 | 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 |
| 12 | 6/10 dodie |
6/10 | 42 | 872 | 1.21 | Singer/Songwriter, sneeuwpop, indie |
| 13 | Sick of Losing Soulmates dodie |
Sick of Losing Soulmates | 51 | 52 | 1.25 | love, soft, i love you, soulmate, Alternative, indie |
| 14 | Holes The Paper Kites |
twelvefour: outtakes | 0 | 180 | 0.00 | Singer/Songwriter, Alternative |
| 15 | Secret For The Mad dodie |
You - EP | 45 | 37 | 0.23 | Singer/Songwriter, Alternative Rock |
| 16 | Anchor Novo Amor |
Anchor | 83 | 95 | 0.41 | 2015, Dance, Alternative |
| 17 | Love Brought Weight Old Sea Brigade |
Old Sea Brigade - Ep | 0 | 328 | 1.00 | hairy chest, Singer/Songwriter, indie |
| 18 | In The Middle dodie |
You - EP | 46 | 677 | 0.23 | Singer/Songwriter, orange, bisexual |
| 19 | I Found Amber Run |
Pilot EP | 77 | 112 | 1.39 | teen wolf, band: amber run, british, 2014 single, soundtrack, Soundtracks |
| 20 | The Past Tense infinite bisous |
W/ Love | 35 | 437 | 1.18 | Indie Rock, Alternative |
Predicted Response
You're going to love this—Billie Marten’s "La Lune" carries that same quiet, introspective depth you’re drawn to, with lyrics that gently unravel personal longing and fragile emotions in a way that feels both intimate and universal. The hushed, poetic delivery and delicate atmosphere perfectly match the indie girl vibe and contemplative mood you’re seeking.
I appreciate the worship songs, but I really need to find a song with the *exact* lyrical phrase 'Your name, is a strong and mighty tower'. None of the songs recommended so far have contained that specific line. Do you have any songs that include those exact w
Open row audit
Recommendation fit: bad fit
The user explicitly asks for a song containing the exact phrase 'Your name, is a strong and mighty tower', but none of the candidate tracks are confirmed to contain that lyric. The submitted top recommendation 'Your Name' by Phillips, Craig & Dean has a matching title but no evidence it includes the requested phrase, so it does not satisfy the user's request.
From the submitted list, Blessed Be Your Name by Tree63 looks better because fusion stage already ranked it #14; catalog popularity is 52; metadata/tags match: worship, your, name.
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 asks for a song containing the exact phrase 'Your name, is a strong and mighty tower', but none of the candidate tracks are confirmed to contain that lyric. The submitted top recommendation 'Your Name' by Phillips, Craig & Dean has a matching title but no evidence it includes the requested phrase, so it does not satisfy the user's request.
Recommendation Fit
no valid submitted recommendation: No valid submitted track
The user explicitly asks for a song containing the exact phrase 'Your name, is a strong and mighty tower', but none of the candidate tracks are confirmed to contain that lyric. The submitted top recommendation 'Your Name' by Phillips, Craig & Dean has a matching title but no evidence it includes the requested phrase, so it does not satisfy the user's 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 the exact phrase, confirms the song contains it, and explains why it fits, all without contradicting any visible constraints or making unsupported claims.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state correctly identifies the lyric search intent and the exact phrase, but it mislabels the user's rejection of prior recommendations as 'satisfied_prior', which could cause the system to continue recommending those artists instead of avoiding them.
missing: The user's explicit rejection of all previously recommended songs (Matt Redman, Shane & Shane) as not containing the exact phrase is not captured as a rejection.
extra/stale: The 'satisfied_prior' facts for Matt Redman and Shane & Shane are misleading; the user did not express satisfaction with those artists, only gratitude for the suggestions.
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
Find songs with the exact phrase 'Your name, is a strong and mighty tower'.
We Are The Free - Live -- Matt Redman
Awesome! Glad you liked "Where Would We Be"! Sticking with Matt Redman for a bit, how about "We Are The Free - Live"? It's got that same powerful worship energy that I think you'll really connect with.
Thanks for the Matt Redman songs! But I'm actually still looking for songs with the *exact* phrase 'Your name, is a strong and mighty tower'. Did any of those have it, or do you have one that does?
Our God Is Greater -- Shane & Shane
Awesome! Glad you're enjoying Matt Redman! How about we try something by Shane & Shane next? "Our God Is Greater" has that super uplifting and powerful worship energy that I think you'll really dig, just like Chris Tomlin's songs.
I appreciate the worship songs, but I really need to find a song with the *exact* lyrical phrase 'Your name, is a strong and mighty tower'. None of the songs recommended so far have contained that specific line. Do you have any songs that include those exact words?
State
Current request: Find a song containing the exact lyrical phrase 'Your name, is a strong and mighty tower'.
Hard rejected names:
Soft avoid names: Matt Redman, Shane & Shane
Positive terms: appreciate, worship, but, really, need, find, exact, lyrical, phrase, your, name, strong, mighty, tower, none, recommended, far, contained, specific, line, any, include, those, words, containing
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}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Your Name Phillips, Craig & Dean |
Top Of My Lungs | 0 | 1 | 3.00 | great lyrics, jesus, christian, heavenly manna christian praise and worship, worship and praise, worship 1 |
| 2 | Strong Enough Matthew West |
The Story Of Your Life | 56 | 20 | 2.28 | christian rock, 20 the countdown magazine, contemporary christian, Christian |
| 3 | The Answer Shane & Shane |
Psalms | 24 | 22 | 1.12 | avoid_name:Shane & Shane king david, shane and shane, christian, Gospel, worship, Christian |
| 4 | Your Great Name Natalie Grant |
Love Revolution | 52 | 3 | 2.26 | your great name-natalie grant, frankgardy 28, ucb uk, natalie grant, 20 the countdown magazine, like |
| 5 | Please Be My Strength Gungor |
Beautiful Things | 36 | 35 | 2.18 | friend recommended, Gospel, Christian, worship, Rock, relevant magazine |
| 6 | Blessed Be Your Name Tree63 |
The Answer To The Question | 52 | 14 | 4.26 | contemporary praise and worship, tammy trent, diego 12, c-rock, spoken, marianne velvart |
| 7 | All Things Possible Mark Schultz |
All Things Possible | 23 | 31 | 0.12 | Christian, Gospel |
| 8 | There Is Power Lincoln Brewster |
Oxygen | 30 | 38 | 0.15 | Christian |
| 9 | What A Beautiful Name Hillsong Worship |
What A Beautiful Name | 35 | 358 | 2.17 | Christian |
| 10 | 10,000 Reasons (Bless The Lord) - Live Matt Redman |
10,000 Reasons | 72 | 1.36 | avoid_name:Matt Redman gospel, 30 strand grass, Christian, worship, Pop, christian rock |
|
| 11 | Your Love Defends Me Matt Maher |
Your Love Defends Me | 51 | 42 | 1.25 | Christian |
| 12 | He Knows My Name Francesca Battistelli |
If We're Honest (Deluxe Version) | 59 | 33 | 2.29 | american, 2014 single, christian, praise and worship, Christian, praise |
| 13 | Shoulders for KING & COUNTRY |
RUN WILD. LIVE FREE. LOVE STRONG. (Deluxe Anniversary Edition) | 60 | 449 | 1.30 | christian, Christian |
| 14 | Broken Vessels (Amazing Grace) - Live Hillsong Worship |
No Other Name | 26 | 95 | 2.13 | pop, christian, worship, Christian, praise, Devotional & Spiritual |
| 15 | Steady for KING & COUNTRY |
RUN WILD. LIVE FREE. LOVE STRONG. (Deluxe Anniversary Edition) | 41 | 15 | 1.21 | Rock, Alternative, Christian |
| 16 | 10,000 Reasons (Bless the Lord) [Radio Version] Matt Redman |
10,000 Reasons | 67 | 836 | 0.34 | avoid_name:Matt Redman Pop, Christian |
| 17 | Your Glory / Nothing But The Blood - Live All Sons & Daughters |
Live | 34 | 387 | 3.17 | tv shows, rock, soundtrack, weeds, zicbouge, love at first listen |
| 18 | Banner of Love Luminate |
Welcome to Daylight | 35 | 673 | 1.18 | christ, happy, faith, christian, indie alternative, jesus music |
| 19 | Great I Am Phillips, Craig & Dean |
Breathe in | 0 | 286 | 1.00 | worship, 20 the countdown magazine, Christian |
| 20 | God's Not Dead (Like a Lion) Newsboys |
God's Not Dead | 66 | 0.33 | funk, gods net dead, christian metal, fave, Christian, christian rock |
Predicted Response
Yes — "Your Name" by Phillips, Craig & Dean includes the exact line you're looking for: *"Your name is a strong and mighty tower."* It’s a powerful worship anthem that centers on the strength and refuge found in God’s name, making it a perfect match for your request.
Another great track by Styx, but the album art still isn't matching what I'm looking for. I really need the visual-audio aesthetic of cosmic imagery on the cover paired with that powerful, intricate progressive rock sound. Can you suggest tracks that *truly* c
Open row audit
Recommendation fit: strong fit
Astronomy Domine by Pink Floyd has a cosmic title and is from an album with space-themed artwork, fitting the user's request for outer space visuals and epic progressive rock.
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. Astronomy Domine by Pink Floyd has a cosmic title and is from an album with space-themed artwork, fitting the user's request for outer space visuals and epic progressive rock.
Recommendation Fit
accepted submitted rank #1: Astronomy Domine by Pink Floyd
Astronomy Domine by Pink Floyd has a cosmic title and is from an album with space-themed artwork, fitting the user's request for outer space visuals and epic progressive rock.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · strong fitResponse Quality
response quality: clear
The response clearly references the submitted track 'Astronomy Domine' by Pink Floyd, explains how its sound and album art match the user's request for cosmic imagery and epic progressive rock, and stays coherent with the conversation history.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state fails to record the user's explicit rejection of Styx tracks due to album art mismatch, and incorrectly treats Styx as a satisfied prior rather than a source of rejected examples, which risks retrieving more Styx tracks with non-cosmic covers.
missing: User explicitly rejected album art that does not feature outer space or cosmic themes, but no rejection of non-cosmic album art is recorded; User's repeated rejection of Styx tracks due to album art mismatch is not captured as an explicit rejection of those specific tracks or their album art
extra/stale: Styx is marked as 'satisfied_prior' and 'avoid_exact', but user did not express satisfaction with Styx; they rejected the tracks due to album art, not the artist itself; The 'played_track_ids' list includes two Styx tracks that were rejected, but the state does not mark them as rejected or excluded
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm looking for songs that have album art featuring outer space or celestial themes, with a progressive rock sound and an epic feel.
Queen Of Spades -- Styx
Awesome, glad you liked it! Styx has so many great ones. How about "Queen Of Spades" next? It's another solid classic rock tune from them that I think you'll really appreciate.
That's a good track by Styx, and the progressive rock sound is there, but the album art isn't quite what I'm looking for. I really need the album cover to feature outer space, planets, or cosmic themes to match the epic progressive rock sound. Do you have other suggestions that combine cosmic imagery on their covers with a powerful, intricate rock sound?
Lights -- Styx
Awesome, I'm glad you're loving the Styx! Let's keep that classic rock vibe going with "Lights." It's another fantastic track from them that I think you'll really enjoy.
Another great track by Styx, but the album art still isn't matching what I'm looking for. I really need the visual-audio aesthetic of cosmic imagery on the cover paired with that powerful, intricate progressive rock sound. Can you suggest tracks that *truly* combine outer space visuals on their covers with an epic, progressive rock journey?
State
Current request: Tracks with outer space or cosmic album cover art paired with powerful, intricate progressive rock sound.
Hard rejected names:
Soft avoid names: Styx
Positive terms: another, great, styx, but, album, art, still, isn t, matching, what, i m, looking, really, need, visual audio, aesthetic, cosmic, imagery, cover, paired, powerful, intricate, progressive, rock, sound, suggest, truly, combine, outer, space, visuals, their, covers, epic, journey
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Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Astronomy Domine Pink Floyd |
The Piper at the Gates of Dawn | 50 | 4 | 6.25 | critically acclaimed song, beautiful, live, cosmic, favorite artists, hard rock |
| 2 | Cosmic Call The Evpatoria Report |
Golevka | 22 | 1 | 9.11 | experimental, energetic, sleep, duyster, talk, epic |
| 3 | Atlas Stone Haken |
The Mountain | 36 | 46 | 2.18 | 4 stars, Metal, rock, dat intro, progressive metal, progressive rock |
| 4 | Taijin Kyofusho The Evpatoria Report |
Golevka | 37 | 92 | 8.19 | experimental, cleptos, pretty, minimal, alternative rock, soul |
| 5 | Church of the Machine Symphony X |
Twilight In Olympus | 26 | 207 | 4.13 | twillight in olympus, albums i own, the machine, michael romeo, progressive symphonic metal, progressive metal |
| 6 | The Closest I've Come Earthside |
A Dream in Static | 0 | 252 | 3.00 | Metal, instrumental, Rock, progressive metal, progressive rock, Alternative |
| 7 | Misguided Distorted Harmony |
Chain Reaction | 27 | 77 | 2.13 | progressive rock, progressive metal, Rock, Metal |
| 8 | Earthshine Arch Echo |
Arch Echo | 27 | 15 | 2.13 | Rock, Metal |
| 9 | Uranus Expressway Captain Beyond |
Lost & Found 1972-1973 | 19 | 24 | 2.10 | Psychedelic, progressive rock, Rock |
| 10 | The Accolade Symphony X |
The Divine Wings of Tragedy (Special Edition) | 36 | 310 | 5.18 | beautiful, kick ass song, great song, myk symphony x, fucking awesome, moody |
| 11 | Earthlings Haken |
Restoration EP | 24 | 21 | 3.12 | progressive rock, progressive metal, Rock, master piece |
| 12 | 1985 Haken |
Affinity | 40 | 100 | 2.20 | progressive rock, progressive metal, metal progressif, Rock |
| 13 | Voluntary Slavery Beardfish |
The Void | 19 | 293 | 2.10 | progressive rock, progressive metal, heavy prog, Rock, eclectic prog |
| 14 | Jinn Soen |
Lykaia | 45 | 2.23 | progressive rock, progressive metal, Rock, middle eastern influences |
|
| 15 | Visions - remastered 2017 Haken |
Visions (Re-issue 2017) | 31 | 20 | 3.15 | heard live, epic finale, epic, 8 of 10 stars, avant-garde metal, progressive metal |
| 16 | Unfamiliar Oceansize |
Frames | 0 | 68 | 8.00 | experimental, space wave, unaccustomed, genre: alternative rock, modern rock, alternative rock |
| 17 | Silver Machine - Original Single Version;Live At The Roundhouse London; 1996 Remastered Version Hawkwind |
Epoch-Eclipse (The Ultimate Best Of...) | 44 | 11 | 3.22 | live, rock, progressive rock, metal, Pop, Rock |
| 18 | Interstellar Overdrive Pink Floyd |
The Piper at the Gates of Dawn | 48 | 2 | 6.24 | experimental, folk, prog rock, chaotic, alternative rock, soul |
| 19 | Nocturnal Conspiracy - remastered 2017 Haken |
Visions (Re-issue 2017) | 29 | 26 | 2.15 | heard live, 8 of 10 stars, progressive metal, progressive rock, pure progressive, Rock |
| 20 | From the Flame Leprous |
Malina | 49 | 779 | 2.25 | experimental, Metal, progressive rock, avant-rock, math rock |
Predicted Response
Perfect — "Astronomy Domine" by Pink Floyd is a cosmic journey from the very first note, with swirling synths and hypnotic guitar work that feel like floating through a nebula. The album cover, with its surreal, star-filled dreamscapes, perfectly matches the track’s otherworldly, progressive vibe.
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 'Norn' is instrumental and lacks the vocal versatility the user explicitly requested. Candidate 8 'Jeg Er Guden, I Er Tjenerne' better showcases the blend of dark folk, atmospheric black metal, and contrasting vocal styles that the user is seeking.
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 8. Candidate 1 'Norn' is instrumental and lacks the vocal versatility the user explicitly requested. Candidate 8 'Jeg Er Guden, I Er Tjenerne' better showcases the blend of dark folk, atmospheric black metal, and contrasting vocal styles that the user is seeking.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #8: Jeg Er Guden, I Er Tjenerne by Myrkur
Candidate 1 'Norn' is instrumental and lacks the vocal versatility the user explicitly requested. Candidate 8 'Jeg Er Guden, I Er Tjenerne' better showcases the blend of dark folk, atmospheric black metal, and contrasting vocal styles that the user is seeking.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · weak fitResponse Quality
response quality: clear
The response clearly grounds itself in the submitted track 'Norn', explains how it showcases Myrkur's vocal duality and blend of folk and black metal, directly addressing the user's request for vocal versatility and genre fusion.
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 aesthetics, ethereal vocals, traditional Nordic sounds, vocal versatility, and genre fusion, 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 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
Awesome, glad you liked the last one! If you're looking for more of that raw, aggressive energy, 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: blending raw black metal aesthetics 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
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Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Norn Myrkur |
M (Deluxe Version) | 25 | 3 | 4.12 | Metal, atmospheric, folk, instrumental, nordic folk, piano |
| 2 | Frosne Vind Myrkur |
Myrkur | 26 | 1 | 4.13 | myrkur, Metal, black metal for hipsters, folk, atmospheric black metal, black metal |
| 3 | Nattens Barn Myrkur |
Myrkur | 19 | 11 | 4.09 | Metal, dubstep, choir, danish, metal, atmospheric black metal |
| 4 | Skaði Myrkur |
M (Deluxe Version) | 16 | 9 | 2.08 | Metal |
| 5 | Nordlys Myrkur |
M (Deluxe Version) | 32 | 5 | 4.16 | vocal, Metal, atmospheric, folk, instrumental, piano |
| 6 | Ulvinde Myrkur |
Mareridt (Deluxe Version) | 34 | 8 | 4.17 | dark folk, Metal, atmospheric, vučica vučića, post-black metal, metal |
| 7 | Dybt I Skoven Myrkur |
M (Deluxe Version) | 22 | 2 | 4.11 | black metal, myrkur, Metal, atmospheric, dreampop, šu-m-gejz |
| 8 | Jeg Er Guden, I Er Tjenerne Myrkur |
M (Deluxe Version) | 19 | 4 | 4.09 | myrkur, dark folk, Metal, folk, post-black metal, gothic |
| 9 | Mareridt Myrkur |
Mareridt (Deluxe Version) | 37 | 19 | 3.19 | dark, dark folk, Metal, atmospheric, gothic, Rock |
| 10 | Onde Børn Myrkur |
M (Deluxe Version) | 28 | 6 | 1.14 | Metal |
| 11 | Måneblôt Myrkur |
Mareridt (Deluxe Version) | 29 | 24 | 1.15 | Rock, Metal |
| 12 | Byssan Lull Myrkur |
M (Deluxe Version) | 25 | 7 | 4.12 | myrkur, dark folk, Metal, atmospheric, folk, swedish |
| 13 | Kætteren Myrkur |
Mareridt (Deluxe Version) | 27 | 13 | 1.14 | instrumental, Rock, Metal, folk |
| 14 | Hævnen Myrkur |
M (Deluxe Version) | 20 | 10 | 1.10 | Metal |
| 15 | Dunkelheit Burzum |
Filosofem | 55 | 15 | 8.28 | dark, experimental, black ambient, varg vikernes, raw black metal, depressive black |
| 16 | Crown Myrkur |
Mareridt (Deluxe Version) | 31 | 23 | 3.15 | dark folk, Metal, atmospheric, folk, kruna karijere dosad, kate bruun |
| 17 | Olafs Belti Lumsk |
Åsmund Frægdegjevar | 7 | 38 | 6.04 | snupin, great vocals, cladonio discoveries, lotr, folk, nordic folk |
| 18 | My Journey to the Stars Burzum |
Aske | 38 | 34 | 7.19 | my journey to the stars, great titles, folk, second wave black metal, raw black metal, progressive metal |
| 19 | Två Konungabarn (Single) Myrkur |
Två Kongungabarn | 43 | 37 | 0.21 | Singer/Songwriter |
| 20 | Valen Burzum |
Fallen | 32 | 17 | 4.16 | mystic, hard rock, black ambient, psychedelic bleak, fucking awesome, narrative |
Predicted Response
"Norn" is a perfect showcase of Myrkur’s vocal duality—her haunting, ethereal folk vocals float over brooding, atmospheric black metal instrumentation, with subtle Nordic folk motifs woven through the piano-led arrangement. It’s a deeply immersive track that captures the raw intensity and traditional Nordic essence you’re drawn to, all while highlighting her seamless blend of classical and folk influences.
That's another solid one from Leif, and the whole road journey vibe is there, but I'm really after something that takes me to an actual place on Earth. Can you recommend a track that properly transports me to a specific city or region, still with that melancho
Open row audit
Likely wrong
The top recommendation is Off The Main Drag by Leif Vollebekk, but it repeats something the user was trying to move away from: 'Leif Vollebekk'.
From the submitted list, The City of New Orleans by Arlo Guthrie looks better because it avoids the top pick's rule violation; fusion stage already ranked it #22; catalog popularity is 55; metadata/tags match: road, city.
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 11. The user explicitly said 'Doesn't have to be Leif Vollebekk', indicating they want to move away from that artist, but the submitted top recommendation is still by Leif Vollebekk. Candidate 11, 'The City of New Orleans' by Arlo Guthrie, is a much better fit as it names a specific city and has a melancholic, reflective folk feel.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #11: The City of New Orleans by Arlo Guthrie
The user explicitly said 'Doesn't have to be Leif Vollebekk', indicating they want to move away from that artist, but the submitted top recommendation is still by Leif Vollebekk. Candidate 11, 'The City of New Orleans' by Arlo Guthrie, is a much better fit as it names a specific city and has a melancholic, reflective folk feel.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: misleading
The response claims 'Off The Main Drag' paints a picture of Montreal's streets, but the track's metadata does not support this specific location; it's a hallucination.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state correctly identifies the mood and the desire for a specific city or region, but it misinterprets the user's relaxation of the artist constraint as a rejection, and it adds a lyric search tag without user mention, which could lead to overly narrow retrieval.
missing: User wants a track that evokes a specific city or region on Earth, not just any place; User wants a melancholic and reflective mood, but the state only captures 'melancholic' and 'reflective' as separate facets without combining them as a mood requirement; User explicitly says 'Doesn't have to be Leif Vollebekk' which is a relaxation, not a rejection; the state treats it as a satisfied prior to avoid, which is misleading
extra/stale: The 'lyric_search' routing tag is set to true, but the user did not mention lyrics; they want a geographical theme, which is more about lyrical theme or concept, not necessarily lyric search; The 'exact_entity_probe' is false, but the user is asking for a specific type of track (geographically evocative), which could be considered a form of entity probe
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm keen to find some music that really evokes a sense of place, like it properly transports you somewhere.
Cairo Blues -- Leif Vollebekk
Awesome, glad you liked it! If you're looking for another great one from Leif Vollebekk, how about "Cairo Blues"? It's got that same compelling singer-songwriter feel you enjoy.
Decent pick from Leif, and yeah "Cairo Blues" definitely hints at a location. But I'm after something that really paints a picture of a distant place, kinda melancholic and reflective, you know? Something with a more distinct geographical vibe, maybe a more unusual spot on the map.
Road to Venus -- Leif Vollebekk
Glad to hear you're still enjoying Leif's music! How about "Road to Venus" next? It's another fantastic one from him, with that signature sound you're into.
That's another solid one from Leif, and the whole road journey vibe is there, but I'm really after something that takes me to an actual place on Earth. Can you recommend a track that properly transports me to a specific city or region, still with that melancholic, reflective feel? Doesn't have to be Leif Vollebekk.
State
Current request: A track that transports to a specific city or region with a melancholic, reflective feel; not necessarily by Leif Vollebekk.
Hard rejected names:
Soft avoid names: Leif Vollebekk
Positive terms: that s, another, solid, one, leif, whole, road, journey, vibe, there, but, i m, really, after, something, takes, actual, place, earth, recommend, properly, transports, specific, city, region, still, melancholic, reflective, feel, doesn t, vollebekk, not, necessarily
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Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Off The Main Drag Leif Vollebekk |
North Americana | 0 | 3 | 2.00 | avoid_name:Leif Vollebekk Singer/Songwriter, fip |
| 2 | Vancouver Time Leif Vollebekk |
Twin Solitude | 0 | 1 | 2.00 | avoid_name:Leif Vollebekk towns and cities, fip, Alternative, songs about time |
| 3 | Big Sky Country Leif Vollebekk |
Twin Solitude | 0 | 2 | 2.00 | avoid_name:Leif Vollebekk Alternative |
| 4 | Into the Ether Leif Vollebekk |
Into the Ether | 0 | 4 | 2.00 | avoid_name:Leif Vollebekk the bold type, Alternative, fav, 2017 |
| 5 | East of Eden Leif Vollebekk |
Twin Solitude | 40 | 2.20 | avoid_name:Leif Vollebekk Alternative |
|
| 6 | Flight From The City Jóhann Jóhannsson |
Orphée | 55 | 27 | 1.27 | sad bastard, sad |
| 7 | Mother Song Westerman |
Jericho | 0 | 287 | 0.00 | Singer/Songwriter, Folk |
| 8 | Agoa Gareth Dickson |
Collected Recordings | 36 | 21 | 0.18 | Singer/Songwriter, melancholism, Alternative |
| 9 | Goodnight New York Vienna Teng |
Aims | 21 | 32 | 0.10 | towns and cities, Pop, stucky, Rock |
| 10 | Be Good (feat. Tom Rosenthal) Tom Rosenthal |
Be Good (feat. Tom Rosenthal) | 45 | 258 | 0.23 | Singer/Songwriter, Soundtracks |
| 11 | The City of New Orleans Arlo Guthrie |
Hobo's Lullaby (Remastered 2004) | 55 | 22 | 4.28 | folk-rock peppermint, steve goodman cover, cover, folk, country, railroad songs |
| 12 | City Dream Axel Flovent |
City Dream | 36 | 845 | 1.18 | Pop |
| 13 | Alcatraz Oliver Riot |
Hallucinate | 46 | 926 | 0.23 | pop, Singer/Songwriter, R&B/Soul |
| 14 | This Is Not My City Dirty Beaches |
Drifters / Love Is the Devil | 9 | 39 | 2.04 | zoo music, montreal, Indie Rock, instrumental, 2013, chillout |
| 15 | Illinois Anna Tivel |
Small Believer | 0 | 0.00 | Singer/Songwriter |
|
| 16 | Emmylou Vance Joy |
Emmylou | 44 | 0.22 | indie folk, Alternative Rock, folk, indie pop, psychedelic rock, male vocalists |
|
| 17 | The Rhine Corey Kilgannon |
She Is Blue Sky, I'm the Gray | 0 | 1.00 | Singer/Songwriter |
|
| 18 | Pure Luke Sital-Singh |
Pure | 0 | 234 | 0.00 | Alternative Rock |
| 19 | The Bride & The Bachelor Magnolian |
Famous Men | 0 | 0.00 | Singer/Songwriter |
|
| 20 | You & I (feat. Margaret Glaspy) Éyal Hai |
Practicing Catharsis | 35 | 357 | 0.17 | Singer/Songwriter, R&B/Soul |
Predicted Response
You're looking for a track that feels rooted in a real place, and "Off The Main Drag" by Leif Vollebekk does exactly that—its quiet, wistful guitar and lyrics paint a vivid picture of Montreal’s streets at dusk, with that same melancholic reflection you're after.
Yeah, this one really hits. "Let Us Down Easy" nails that introspective but warm vibe I was going for, solid acoustic feel and a reflective mood throughout. Great stuff for a thoughtful evening. Can you suggest more tracks with that kind of emotional depth and
Open row audit
Recommendation fit: bad fit
The user explicitly asked to branch out from Ryan Adams & The Cardinals, but the top recommendation is still by Ryan Adams. Candidate 3 (Ryan Bingham) better fits the request for alt-country/singer-songwriter with emotional depth and acoustic focus.
From the submitted list, Remington by The Honey Dewdrops looks better because fusion stage already ranked it #34; catalog popularity is 42; metadata/tags match: one, acoustic, singer songwriter.
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 to branch out from Ryan Adams & The Cardinals, but the top recommendation is still by Ryan Adams. Candidate 3 (Ryan Bingham) better fits the request for alt-country/singer-songwriter with emotional depth and acoustic focus.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #3: Hallelujah by Ryan Bingham
The user explicitly asked to branch out from Ryan Adams & The Cardinals, but the top recommendation is still by Ryan Adams. Candidate 3 (Ryan Bingham) better fits the request for alt-country/singer-songwriter with emotional depth and acoustic focus.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response explains why 'When The Stars Go Blue' fits the user's request for introspective, acoustic-driven tracks with emotional depth, citing its 'introspective warmth,' 'acoustic intimacy,' and 'alt-country melancholy,' all while staying grounded in the submitted recommendation and the conversation history.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state correctly identifies the pivot to new artists and captures key attributes like acoustic-driven, introspective, emotional depth, singer-songwriter, and alt-country, but it misses the user's explicit request for a 'reflective mood' and 'warm vibe', and the retrieval profile of 'novelty' may not align with the user's desire for similar emotional depth and acoustic focus, potentially leading to recommendations that are too far from the user's stated preferences.
missing: The user's request for 'reflective mood' is not captured as a separate mood facet.; The user's request for 'warm vibe' is not captured as a mood or attribute facet.; The user's request for 'acoustic focus' is captured as 'acoustic-driven', but the user also said 'acoustic focus' which could be a separate attribute.; The user's request for 'branching out to other singer-songwriter or alt-country artists' implies a pivot to new artists, but the state does not capture the 'other' constraint (i.e., not Ryan Adams & The Cardinals).
extra/stale: The 'retrieval_profile' is set to 'novelty' which is not explicitly requested by the user; the user wants similar emotional depth and acoustic focus, not necessarily novel or unknown tracks.; The 'intent_mode' is 'pivot' which is correct, but the 'request_type' is 'new_artist' which is accurate, but the 'retrieval_profile' of 'novelty' may be too strong.; The 'anchor_use' for Ryan Adams & The Cardinals is 'do_not_use' and 'avoid_exact', which is correct, but the state does not explicitly mark the artist as a 'satisfied_prior' that should be excluded from future recommendations.
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
Looking for some introspective, acoustic-driven rock tracks, kinda like that melancholic but hopeful sound Ryan Adams & The Cardinals do. Something to put on for a chill evening.
Go Easy -- Ryan Adams & The Cardinals
Awesome, glad you liked "Magick"! 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.
Good track from Ryan Adams & The Cardinals, fits the artist vibe for sure. Can you suggest more that really lean into that introspective, acoustic-driven feel? Lyrics you can actually sit with and think about.
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.
Yeah, this one really hits. "Let Us Down Easy" nails that introspective but warm vibe I was going for, solid acoustic feel and a reflective mood throughout. Great stuff for a thoughtful evening. Can you suggest more tracks with that kind of emotional depth and acoustic focus, maybe branching out to other singer-songwriter or alt-country artists?
State
Current request: More tracks with emotional depth and acoustic focus, branching out to other singer-songwriter or alt-country artists.
Hard rejected names:
Soft avoid names: Ryan Adams & The Cardinals
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Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | When The Stars Go Blue Ryan Adams |
Gold | 56 | 1 | 2.28 | repeat, alt singer songwriter, alt-country, male vocalists, singer-songwriter, left of the dial |
| 2 | To Be Without You Ryan Adams |
To Be Without You | 50 | 4 | 1.25 | american, 2016 single, 2010s folk rock, artisttoknow, Rock |
| 3 | Hallelujah Ryan Bingham |
Junky Star (International Version) | 62 | 5 | 2.31 | americana, Country, alt-country, singer-songwriter, Singer/Songwriter, Rock |
| 4 | All the Beds I've Made (Acoustic) Caroline Spence |
All the Beds I've Made (Acoustic) | 40 | 73 | 2.20 | Singer/Songwriter |
| 5 | Remington The Honey Dewdrops |
Tangled Country | 42 | 34 | 3.21 | Singer/Songwriter, wills folk and acoustic, Country |
| 6 | Dance All Night Ryan Adams & The Cardinals |
Must Love Dogs-Music from the Motion Picture | 39 | 17 | 6.20 | avoid_name:Ryan Adams & The Cardinals relaxing, folk, country, slow motion, alt singer songwriter, rainy day |
| 7 | Cobwebs Ryan Adams & The Cardinals |
Cardinology (International Version) | 17 | 14 | 1.08 | avoid_name:Ryan Adams & The Cardinals the best of 2008, at ease, seen live, male vocalists, singer-songwriter, indie |
| 8 | Off Broadway Ryan Adams |
Easy Tiger | 16 | 3 | 5.08 | folk, the merch grrls, country, buy, accoustic, alternacountry |
| 9 | Untamed Eddie Berman |
Untamed | 0 | 60 | 1.00 | Singer/Songwriter, Country |
| 10 | Tree to Grow The Lone Bellow |
The Lone Bellow | 30 | 137 | 3.15 | vocal harmonies, americana, alt-country, Country, preciso de pouco para ser feliz, Singer/Songwriter |
| 11 | Wells Joshua Hyslop |
Wells | 0 | 222 | 1.00 | Singer/Songwriter |
| 12 | Portland Middle Brother |
Middle Brother | 0 | 140 | 4.00 | chaser i, folk, cities, wanderlust, favourites, don't forget |
| 13 | Everybody Knows Ryan Adams |
Everybody Knows EP (International Version) | 47 | 2 | 8.23 | folk, apumrwork, thesixtyone, pa zichonko, the way you look, more |
| 14 | Magick Ryan Adams & The Cardinals |
Cardinology (International Version) | 31 | 109 | 1.16 | avoid_name:Ryan Adams & The Cardinals halloweenhead, critically acclaimed song, marco78trains favorite songs, the best of 2008, foolinrain2, freakey stylish |
| 15 | Tears Of Gold Ryan Adams |
Easy Tiger | 18 | 8 | 6.09 | comercial, the merch grrls, country, 00s, apumrwork, twang |
| 16 | Pearls On A String Ryan Adams |
Easy Tiger | 27 | 6 | 6.13 | happy place, folk, rain, country, banjo, the merch grrls |
| 17 | The Spark - Bonus Track Joshua Hyslop |
In Deepest Blue | 0 | 31 | 1.00 | Singer/Songwriter, Alternative |
| 18 | Feathered Indians Tyler Childers |
Purgatory | 83 | 161 | 1.42 | Singer/Songwriter, Rock, Country |
| 19 | The Sun Also Sets Ryan Adams |
Easy Tiger | 20 | 7 | 10.10 | blues, adult alternative, amazon mp3 editor picks best songs of 2007, great titles, folk, the merch grrls |
| 20 | Country Blues Rose's Pawn Shop |
Gravity Well | 28 | 155 | 1.14 | Singer/Songwriter |
Predicted Response
Yeah, "When The Stars Go Blue" by Ryan Adams is a perfect next step—same introspective warmth and acoustic intimacy, with that signature alt-country melancholy that feels both personal and universal. It’s got that quiet, reflective depth you’re after, wrapped in a gently strummed, emotionally rich sound.
This Deltron 3030 track is lyrically dense but still not hitting the mark for the direct social commentary or vivid depictions of urban challenges I'm after. Ngl I need something more potent and thought-provoking, tracks that go explicitly at systemic issues o
Open row audit
Likely wrong
The top recommendation is Mastermind by Deltron 3030, but it repeats something the user was trying to move away from: 'Deltron 3030'.
From the submitted list, 3030 by Dan The Automator looks better because it avoids the top pick's rule violation; fusion stage already ranked it #5; catalog popularity is 49; metadata/tags match: deltron, 3030, 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 19. The user explicitly moved away from Deltron 3030 and Del the Funky Homosapien, yet the submitted top recommendation is another Deltron 3030 track, violating the user's request for classic underground artists with direct social commentary. Candidate 19, 'Harlem Streets' by Immortal Technique, directly addresses urban struggles and systemic issues, fitting the user's request much better.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #19: Harlem Streets by Immortal Technique
The user explicitly moved away from Deltron 3030 and Del the Funky Homosapien, yet the submitted top recommendation is another Deltron 3030 track, violating the user's request for classic underground artists with direct social commentary. Candidate 19, 'Harlem Streets' by Immortal Technique, directly addresses urban struggles and systemic issues, fitting the user's request much better.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: thin
The response acknowledges the user's request for direct social commentary but then justifies a sci-fi track as a 'potent, layered critique,' which does not convincingly address the user's explicit desire for raw, street-level storytelling.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state accurately captures the user's current request for direct social commentary and urban struggles, correctly marks Deltron 3030 as a satisfied prior to avoid, and includes all relevant lyrical and sonic facets from the latest turn.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
Tryna find some hip-hop tracks that got real social commentary in them, stuff about urban struggles or systemic issues.
Worldwide -- Del The Funky Homosapien
Glad you dug "At the Helm"! Sticking with that Hieroglyphics vibe, how about "Worldwide" by Del The Funky Homosapien? You know Del is a major part of Hieroglyphics, so this should definitely hit that sweet spot for you.
Del's a classic, appreciate the Hieroglyphics connection. But I'm really tryna dig into tracks with more explicit social commentary, stuff that deals with urban struggles head on. Got anything like that?
St. Catherine St. -- Deltron 3030
Awesome! Since you're vibing with Del, let's switch it up slightly but keep that same energy. How about "St. Catherine St." by Deltron 3030? It's another project featuring Del, so you'll get that familiar flow over a different futuristic soundscape.
Dope track from Deltron 3030, lowkey the futuristic narrative is fire, especially those glimpses into urban life. Getting closer, but I'm still after something with more direct, raw social commentary or real storytelling about street life struggles, like classic underground rap. Any tracks that hit harder on that?
The Fantabulous Rap Extravaganza Part II -- Deltron 3030
Nice! Since you liked that Deltron 3030 joint, let's keep the journey going with another one from the same album – "The Fantabulous Rap Extravaganza Part II." It's got that same futuristic, narrative-driven vibe that Deltron 3030 is known for.
This Deltron 3030 track is lyrically dense but still not hitting the mark for the direct social commentary or vivid depictions of urban challenges I'm after. Ngl I need something more potent and thought-provoking, tracks that go explicitly at systemic issues or the grind of street life, more in line with classic underground artists. Can you pull something that really goes deep into those themes?
State
Current request: Classic underground hip-hop tracks with direct, raw social commentary about systemic issues, urban struggles, and street life.
Hard rejected names:
Soft avoid names: Del The Funky Homosapien, Deltron 3030
Positive terms: deltron, 3030, lyrically, dense, but, still, not, hitting, mark, direct, social, commentary, vivid, depictions, urban, challenges, i m, after, ngl, need, something, potent, thought provoking, explicitly, systemic, issues, grind, street, life, line, classic, underground, artists, pull, really, goes, deep, those, themes, hip hop
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Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Mastermind Deltron 3030 |
Deltron 3030 | 53 | 13 | 4.26 | avoid_name:Deltron 3030 experimental, great beat, turntablism, recos, ambient, downtempo |
| 2 | Meet Cleofis Randolph the Patriarch Deltron 3030 |
Deltron 3030 | 32 | 24 | 4.16 | avoid_name:Deltron 3030 Hip-Hop/Rap, del tha funky homosapien, rap, underground hip hop, alternative hip hop, underground rap |
| 3 | The Assman 640 Speaks Deltron 3030 |
Deltron 3030 | 31 | 26 | 4.16 | avoid_name:Deltron 3030 alternative hip hop, Hip-Hop/Rap, del tha funky homosapien, underground hip hop |
| 4 | The News (A Wholly Owned Subsidiary of Microsoft Inc.) Dan The Automator |
Deltron 3030 | 31 | 14 | 4.16 | Hip-Hop/Rap, del tha funky homosapien, excellent song title, underground hip hop, alternative hip hop, rap |
| 5 | Love Story Deltron 3030 |
Deltron 3030 | 33 | 17 | 4.17 | avoid_name:Deltron 3030 jazz fusion, nu jazz, Hip-Hop/Rap, del tha funky homosapien, downtempo, hip hop |
| 6 | New Coke Deltron 3030 |
Deltron 3030 | 31 | 35 | 4.16 | avoid_name:Deltron 3030 Hip-Hop/Rap, del tha funky homosapien, Electronic, hip hop, underground hip hop, alternative hip hop |
| 7 | 3030 Dan The Automator |
Deltron 3030 | 49 | 5 | 4.25 | underground hip-hop, haunting, awesome, chronic, spacey, lazy day |
| 8 | Things You Can Do Dan The Automator |
Deltron 3030 | 42 | 7 | 4.21 | experimental, supergroup, production, technology, deltron, science fiction |
| 9 | Battlesong Deltron 3030 |
Deltron 3030 | 32 | 15 | 4.16 | avoid_name:Deltron 3030 strictly for the undergound, experimental, underground hip-hop, reuben, beats for days, epic |
| 10 | Virus Deltron 3030 |
Deltron 3030 | 43 | 6 | 4.21 | avoid_name:Deltron 3030 experimental, hardcore, paranoid, turntablism, metal, rock |
| 11 | Turbulence - Remix Deltron 3030 |
Deltron 3030 | 33 | 23 | 4.17 | avoid_name:Deltron 3030 indietronica, Hip-Hop/Rap, Electronic, hip hop, paranoid, underground hip hop |
| 12 | Upgrade (A Baymar College College) Deltron 3030 |
Deltron 3030 | 36 | 44 | 5.18 | avoid_name:Deltron 3030 underground hip-hop, electlgitchdubhop, instrumental hip hop, gloomy, deltron, jazz hip-hop |
| 13 | Madness Dan The Automator |
Deltron 3030 | 40 | 1 | 4.20 | experimental, underground hip-hop, turntablism, downtempo, underground rap, chill |
| 14 | Memory Loss Dan The Automator |
Deltron 3030 | 36 | 8 | 4.18 | lyrical, california, Hip-Hop/Rap, head nod, del tha funky homosapien, hip hop |
| 15 | National Movie Review Deltron 3030 |
Deltron 3030 | 31 | 33 | 4.16 | avoid_name:Deltron 3030 Hip-Hop/Rap, del tha funky homosapien, underground hip hop, alternative hip hop, rap |
| 16 | Positive Contact Dan The Automator |
Deltron 3030 | 44 | 2 | 4.22 | funk, experimental, ambient, football, cyberpunk, downtempo |
| 17 | Hip Hop Dead Prez |
Let's Get Free | 61 | 10 | 7.30 | socially conscious, east coast rap, energetic, loved, political rap, political |
| 18 | Time Keeps on Slipping Deltron 3030 |
Deltron 3030 | 43 | 31 | 4.21 | avoid_name:Deltron 3030 experimental, breaks, ambient, Hip-Hop/Rap, del tha funky homosapien, downtempo |
| 19 | Harlem Streets Immortal Technique |
Revolutionary Vol. 2 | 0 | 3 | 8.00 | strictly for the undergound, great beat, political rap, political, knowledge, new york rap |
| 20 | Last Days Reloaded Dead Prez |
Turn Off the Radio Vol.2 | 36 | 133 | 3.18 | underground hip-hop, Hip-Hop/Rap, revolutionary, hip-hop, revolutionary but gangsta, captaindingeling4shizzoh |
Predicted Response
I get what you're after—something with sharper edges and unflinching focus on systemic struggles. While "Mastermind" by Deltron 3030 is more sci-fi conceptual and sonically intricate, it does deliver a potent, layered critique of control and identity in a dystopian urban landscape, with lyrics that dissect power structures through a surreal lens. If you're open to a more abstract but still deeply thought-provoking take, this one’s worth a listen.
Leonard Cohen is a great artist, and "Hallelujah" is certainly a powerful song, but I'm still trying to hear Sarah McLachlan's 'Fallen'. I haven't heard that track yet. Could you please play Sarah McLachlan's 'Fallen', specifically the version that conveys tha
Open row audit
Recommendation fit: bad fit
The user has repeatedly and explicitly requested the specific song 'Fallen' by Sarah McLachlan, but none of the candidates is that track. The submitted top recommendation 'Hold On' is a different song, violating the user's clear 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 has repeatedly and explicitly requested the specific song 'Fallen' by Sarah McLachlan, but none of the candidates is that track. The submitted top recommendation 'Hold On' is a different song, violating the user's clear request.
Recommendation Fit
no valid submitted recommendation: No valid submitted track
The user has repeatedly and explicitly requested the specific song 'Fallen' by Sarah McLachlan, but none of the candidates is that track. The submitted top recommendation 'Hold On' is a different song, violating the user's clear request.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: misleading
The user has repeatedly and explicitly asked for the specific song 'Fallen' by Sarah McLachlan, not any other song. Recommending 'Hold On' instead directly contradicts the user's clear request, making the response unhelpful and frustrating.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state correctly captures the user's persistent request for the exact track 'Fallen' by Sarah McLachlan with the mood constraint of profound introspection and longing, 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 looking for Sarah McLachlan's 'Fallen', the version that captures that profound sense of introspection and longing.
I Will Not Forget You -- Sarah McLachlan
Glad to hear you liked "Fallen"! Sticking with Sarah McLachlan's incredible talent, I think you'll also really connect with "I Will Not Forget You." It carries that same beautiful, heartfelt emotion and acoustic feel that makes her music so captivating.
I Will Not Forget You" is a beautiful song, but I was actually hoping for "Fallen" by Sarah McLachlan. Could you play the version of "Fallen" that truly emphasizes its profound sense of introspection and longing?
Fumbling Towards Ecstasy -- Sarah McLachlan
Awesome, I'm so glad "I Will Not Forget You" resonated with you! If you're loving that classic Sarah McLachlan sound, you absolutely have to check out "Fumbling Towards Ecstasy." It's another one of her deeply emotional and beautifully atmospheric tracks that I think you'll really connect with.
Fumbling Towards Ecstasy" is a great song, and I appreciate the recommendation, but I really need to hear "Fallen" by Sarah McLachlan. To be clear, I'm looking for *that particular song*, focusing on the version known for its profound introspection and longing. Can we please try for "Fallen" again?thought: The system has now played "Fumbling Towards Ecstasy," which is another Sarah McLachlan song, but still not "Fallen." It's clear the system is not registering my specific request for 'Fallen' itself. My conversation goal is to play a *specific version of a specific song*. I need to reiterate the song title very clearly and specify the emotional resonance I'm seeking within *that particular song*. I'm past my target turn count of 1, so I need to be even more assertive in getting the correct track. goal_progress_assessment: DOES_NOT_MOVE_TOWARD_GOAL message: While I appreciate these Sarah McLachlan tracks, I'm still trying to get "Fallen." Could you please play Sarah McLachlan's 'Fallen', specifically the version that truly captures that profound sense of introspection and longing I mentioned?
Hallelujah -- Leonard Cohen
That's fantastic to hear you're enjoying Sarah's sound so much! Since you're open to other suggestions, I'm going to switch gears slightly but keep the depth and emotional resonance. How about trying Leonard Cohen's legendary "Hallelujah"? It's a truly powerful and poetic piece that I think you'll appreciate.
Leonard Cohen is a great artist, and "Hallelujah" is certainly a powerful song, but I'm still trying to hear Sarah McLachlan's 'Fallen'. I haven't heard that track yet. Could you please play Sarah McLachlan's 'Fallen', specifically the version that conveys that profound sense of introspection and longing?
State
Current request: Play Sarah McLachlan's 'Fallen', specifically the version known for profound introspection and longing.
Hard rejected names:
Soft avoid names:
Positive terms: leonard, cohen, great, artist, hallelujah, certainly, powerful, but, i m, still, trying, hear, sarah, mclachlan s, fallen, haven t, heard, yet, could, play, specifically, version, conveys, profound, sense, introspection, longing, known, mclachlan
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Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Hold On Sarah McLachlan |
Closer: The Best Of Sarah McLachlan (Deluxe Version) | 38 | 3 | 8.19 | folk, pretty, sleep, alternative rock, easy listening, rockpop |
| 2 | World on Fire Sarah McLachlan |
Closer: The Best Of Sarah McLachlan (Deluxe Version) | 40 | 1 | 9.20 | female singer-songwriters, folk, loved, pretty, sleep, political |
| 3 | I Will Remember You - Live Sarah McLachlan |
Closer: The Best Of Sarah McLachlan (Deluxe Version) | 39 | 2 | 4.20 | pop, heartfelt, emotional, rock, heartache, folk |
| 4 | Push Sarah McLachlan |
Closer: The Best Of Sarah McLachlan (Deluxe Version) | 25 | 4 | 5.12 | female singer-songwriters, folk, in the mellow, precious, a long red glare, easy listening |
| 5 | Train Wreck Sarah McLachlan |
Afterglow | 31 | 5 | 3.15 | 2003, relaxing, beautiful, live, vocal, train zug pociag |
| 6 | Song for a Winter's Night Sarah McLachlan |
Wintersong | 29 | 6 | 7.14 | snow, emusic, female singer-songwriters, absolutely amazing, folk, pretty |
| 7 | Silence (feat. Sarah McLachlan) - DJ Tiësto's In Search of Sunrise Edit Tiësto |
The Best Of | 3 | 8 | 2.02 | beautiful, electronic, ambient, vocal trance, trance, chillout |
| 8 | O Little Town of Bethlehem Sarah McLachlan |
Wintersong | 37 | 11 | 3.19 | beautiful, fantastic, christmas remix, female, 1800s, jesus |
| 9 | Fallen Embers Enya |
A Day Without Rain | 59 | 12 | 4.29 | female singer, folk, pretty, sleep, easy listening, vocalist |
| 10 | Clementine Sarah Jaffe |
Suburban Nature | 47 | 223 | 6.24 | beautiful, emotional, great lyrics, wiggling toes, tfm, folk |
| 11 | Happy Xmas (War Is Over) Yoko Ono |
Wintersong | 23 | 7 | 1.11 | children, female, cover, covers, political, like |
| 12 | Falling Slowly Markéta Irglová |
Music From The Motion Picture Once | 62 | 87 | 0.31 | soundtrack, folk, Folk, songs that make me cry, sleep, singer-songwriter |
| 13 | Fleurs Du Mal - Live Sarah Brightman |
Symphony: Live In Vienna | 36 | 811 | 1.18 | rudl, easy listening, females vocalists, metal, symphonic metal, power metal |
| 14 | Hijo De La Luna Sarah Brightman |
La Luna | 29 | 54 | 3.15 | relaxing, musical, beautiful, vocal, power voice, sarah brightman |
| 15 | Constant Craving - Remastered k.d. lang |
Recollection | 56 | 44 | 2.28 | folk, alternative rock, easy listening, soul, oldies, vocals |
| 16 | Alice and Sarah Orion Rigel Dommisse |
What I Want From You Is Sweet | 12 | 331 | 1.06 | beautiful, a1l1i2c9e35, folk, dream folk, violin, whimsical |
| 17 | Umbrella (Acoustic) Let The Music Play |
A Tribute to Rihanna & Beyoncé | 20 | 77 | 2.10 | Others |
| 18 | Falling Angelo Badalamenti |
Floating Into The Night | 53 | 97 | 1.26 | experimental, dark cabaret, sleep, silkred-lovedall, easy listening, oldies |
| 19 | Say It Anyway Rosi Golan |
Lead Balloon | 1 | 384 | 0.01 | Singer/Songwriter, Pop |
| 20 | Falling Jon McLaughlin |
Promising Promises | 0 | 75 | 0.00 | Pop |
Predicted Response
You're in the right place—“Hold On” by Sarah McLachlan is a perfect match for the introspective, emotionally rich vibe you're seeking. With its tender vocals and quiet intensity, it carries that same deep longing and vulnerability you feel in “Fallen.”
This track is good, the experimental hip-hop sound is definitely there. But the album art is a bit different from the futuristic, dark blue/purple style I was vibing with before. Can you find me something that brings back that strong visual element with the da
Open row audit
Recommendation fit: bad fit
The submitted top recommendation 'Black and Brown' by Black Milk does not match the user's request for dark, futuristic, glitchy album art with blue/purple tones; candidate 9 'Guillotine' by Death Grips fits the dark, glitchy, experimental sound and visual style better.
From the submitted list, Blue Flowers by Dr. Octagon looks better because fusion stage already ranked it #67; catalog popularity is 42; metadata/tags match: experimental, hip hop, different, blue.
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 'Black and Brown' by Black Milk does not match the user's request for dark, futuristic, glitchy album art with blue/purple tones; candidate 9 'Guillotine' by Death Grips fits the dark, glitchy, experimental sound and visual style better.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #9: Guillotine by Death Grips
The submitted top recommendation 'Black and Brown' by Black Milk does not match the user's request for dark, futuristic, glitchy album art with blue/purple tones; candidate 9 'Guillotine' by Death Grips fits the dark, glitchy, experimental sound and visual style better.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: misleading
The response claims the album art has 'deep blues and purples' and a 'glitchy, textured aesthetic,' but the visible conversation provides no evidence of the album art for 'Black and Brown' by Black Milk, making this a hallucination.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state correctly captures the current visual and genre constraints but fails to combine the visual attributes into a single coherent requirement and omits the persistent electronic element request from earlier turns, which could lead to retrieval that does not fully match the user's refined criteria.
missing: User explicitly wants dark, futuristic, glitchy album art with blue/purple tones, but the state only lists 'dark futuristic album art' and 'blue purple tones' separately without combining them as a single visual constraint; User's request for 'more pronounced electronic elements' from turn 2 is not carried forward as a persistent sonic constraint
extra/stale: Satisfied prior facts for 'Exotic' and 'Greatest Rapper Ever' are marked as 'do_not_use' but still listed, which is acceptable; however, the 'Danny Brown' artist fact is stale because the user has moved beyond that artist and is now seeking; The 'innovative' attribute is redundant with 'experimental' and not explicitly requested in the latest turn
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm looking for hip-hop tracks with dark, futuristic album art, especially those with blue or purple tones, and an experimental sound.
Exotic -- Danny Brown
Nice, glad you liked that one! Since you're digging the Danny Brown vibe, how about "Exotic"? It's another cut from him, keeping that real Hip-Hop energy going. Let me know if that one hits different.
That's a good start, the album art definitely has that futuristic feel with the blue, and the track is experimental. Can you suggest something with even more pronounced electronic elements, while keeping a dark, stylized visual?
Greatest Rapper Ever -- Danny Brown
Dope! Glad "Exotic" was a hit. Let's keep that energy flowing with "Greatest Rapper Ever," also from The Hybrid. You know Danny's gonna deliver on that one.
Yes, this track perfectly blends that intense visual style with the experimental hip-hop sound I was hoping for! You hit the mark with the dark, futuristic visuals and the innovative audio. That's exactly what I was looking for. Keep them coming! What else do you have that's similar?
LOL -- Black Milk
Alright, if you're feeling that sound, let's keep it going! How about "LOL" by Black Milk, featuring Danny Brown? Still got that raw energy you're looking for.
This track is good, the experimental hip-hop sound is definitely there. But the album art is a bit different from the futuristic, dark blue/purple style I was vibing with before. Can you find me something that brings back that strong visual element with the dark, futuristic, and possibly glitchy album art, but still keeps that innovative hip-hop sound?
State
Current request: Hip-hop tracks with dark, futuristic, glitchy album art in blue/purple tones, and an innovative experimental sound.
Hard rejected names:
Soft avoid names: Exotic, Greatest Rapper Ever, LOL, Danny Brown
Positive terms: good, experimental, hip hop, sound, definitely, there, but, album, art, bit, different, futuristic, dark, blue, purple, style, was, vibing, before, find, something, brings, back, strong, visual, element, possibly, glitchy, still, keeps, innovative, tones
{
"exclusions": [],
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"resolver": {
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"exact_track_targets": [],
"rejected_track_ids": [],
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"positive_tags": [
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}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Black and Brown Black Milk |
Black And Brown | 34 | 1.17 | Hip-Hop/Rap |
|
| 2 | Kush Coma (feat. A$AP Rocky & Zelooperz) A$AP Rocky |
Old | 46 | 3 | 2.23 | Hip-Hop/Rap, hip house, experimental hip hop, hip hop, alternative, trap rap |
| 3 | What It's Worth Black Milk |
If There's a Hell Below | 34 | 57 | 2.17 | Hip-Hop/Rap, Electronic, best of 2014, hip-hop, detroit |
| 4 | Dip Danny Brown |
Old | 38 | 1 | 2.19 | avoid_name:Danny Brown molly popping tune, molly rap, Hip-Hop/Rap, hip house, hybrid, experimental hip hop |
| 5 | Rolling Stone Petite Noir |
Atrocity Exhibition | 0 | 4 | 3.00 | experimental, Hip-Hop/Rap, Electronic, experimental hip hop, hip hop, detroit |
| 6 | See the Milq from My Chevy Stalley |
Lincoln Way Nights | 11 | 30 | 2.06 | underground hip-hop, Hip-Hop/Rap, futuristic, hip-hop, rap |
| 7 | Gunbeat Falls Shabazz Palaces |
Of Light | 19 | 42 | 2.10 | experimental, Hip-Hop/Rap, hip-hop, beats, rap |
| 8 | Hottabatch Shabazz Palaces |
Of Light | 7 | 37 | 2.04 | hip-hop, experimental, Hip-Hop/Rap, rap |
| 9 | Guillotine Death Grips |
Guillotine - Single | 52 | 80 | 3.26 | dark, glitch hop, agudo, fucking brutal, experimental, it goes it goes it goes |
| 10 | Blue Flowers Dr. Octagon |
Dr. Octagonecologyst | 42 | 67 | 7.21 | syn hip-hop, experimental, sopperfield, ninja tune, hiphopsoul, real hiphop |
| 11 | Hacker Death Grips |
The Money Store | 56 | 3.28 | ghettotech, experimental, noise, noisecore, hip hop, electro |
|
| 12 | Hip Hop Dead Prez |
Let's Get Free | 61 | 47 | 3.31 | socially conscious, east coast rap, energetic, loved, political rap, political |
| 13 | Real Hip-Hop Das EFX |
Hold It Down | 53 | 55 | 1.26 | chill, Hip-Hop/Rap, hip hop, underground rap, R&B/Soul, Pop |
| 14 | Lil Boy Death Grips |
No Love Deep Web | 41 | 103 | 4.21 | dark, experimental, bass, industrial hip-hop, experimental dance, tears of a child |
| 15 | Loosen My Tie Ab-Soul |
Longterm Mentality | 25 | 143 | 2.12 | underground hip-hop, Hip-Hop/Rap, west coast rap, greggotti, ab soul, hip hop |
| 16 | Dark Days - Main Theme DJ Shadow |
Reconstructed : The Best Of DJ Shadow | 0 | 58 | 5.00 | dark, down low base, experimental, get this song, alternative urban, Alternative Rap |
| 17 | 2SEATER Aaron Shaw |
Cherry Bomb | 63 | 85 | 2.31 | Hip-Hop/Rap, experimental hip hop, hip hop, alternative hip hop, tyler the creator, alternative |
| 18 | Nocturnal Rainbows Hopsin |
Raw | 52 | 274 | 1.26 | Hip-Hop/Rap, thinking, moody, nice, hip-hop, nocturnal rainbows |
| 19 | Tell Me What I Don't Know Danny Brown |
Atrocity Exhibition | 0 | 2 | 3.00 | avoid_name:Danny Brown experimental, Hip-Hop/Rap, Electronic, experimental hip-hop, hip-hop |
| 20 | 90210 Travis Scott |
Rodeo (Deluxe) | 83 | 3.42 | beautiful, travis scott, Hip-Hop/Rap, pop rap, that beat switch is the reason music was invented, trap |
Predicted Response
You're in the right zone—Black Milk’s *Black and Brown* brings that dark, futuristic edge with a gritty, experimental hip-hop sound that’s both innovative and sonically rich. The album’s stark, moody visuals in deep blues and purples match the vibe you're after, with a glitchy, textured aesthetic that feels like a digital dreamscape.
That's fire, especially Del's track, that's exactly the lyrical depth and wordplay I was looking for. These tracks hit exactly what I was searching for. What else you got in the underground hip-hop lane with strong lyrical focus, maybe something with a more in
Open row audit
Likely wrong
The top recommendation is Powers That Be by Hieroglyphics, but it repeats something the user was trying to move away from: 'Hieroglyphics'.
From the submitted list, Mindstate [Deluxe Edition] by Cunninlynguists looks better because it avoids the top pick's rule violation; fusion stage already ranked it #9; metadata/tags match: underground, hip hop, edge, now, del.
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 10. The user explicitly enjoyed Del's track and wants something new with an introspective or philosophical edge, but the submitted top recommendation is another Hieroglyphics track, violating the soft move-away from that group. Candidate 10 (Mastermind by Deltron 3030) is a better fit: it's underground hip-hop with strong lyrical focus and a futuristic, philosophical edge, and it avoids the previously satisfied artists.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #10: Mastermind by Deltron 3030
The user explicitly enjoyed Del's track and wants something new with an introspective or philosophical edge, but the submitted top recommendation is another Hieroglyphics track, violating the soft move-away from that group. Candidate 10 (Mastermind by Deltron 3030) is a better fit: it's underground hip-hop with strong lyrical focus and a futuristic, philosophical edge, and it avoids the previously satisfied artists.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response clearly references the submitted track 'Powers That Be' by Hieroglyphics, ties it to the user's stated interest in introspective and philosophical lyrics, and uses descriptive language that matches the track's tags and the conversation's context.
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 an introspective/philosophical edge, correctly marks prior satisfied artists as 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
Looking for underground hip-hop tracks with intricate storytelling about navigating urban life or societal observations, bars gotta be on point.
One Life One Love -- Hieroglyphics
Glad you dug "At the Helm"! Sticking with that Hieroglyphics flow, 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.
Dope track, definitely hits that lyrical depth I'm after, staying true to the underground sound. Can you recommend something with even more intricate storytelling though, like 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, keeps that raw lyrical vibe for real. But I'm tryna dig deeper into tracks that bring more explicit narrative arcs or vivid character development in the bars, not just strong observations. Can you suggest something that really shines in storytelling, maybe with a clear progression or a detailed breakdown 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.
That's fire, especially Del's track, that's exactly the lyrical depth and wordplay I was looking for. These tracks hit exactly what I was searching for. What else you got in the underground hip-hop lane with strong lyrical focus, maybe something with a more introspective or philosophical edge now?
State
Current request: Underground hip-hop with strong lyrical focus, introspective or philosophical edge, using Hieroglyphics and Del as satisfied context.
Hard rejected names:
Soft avoid names: Hieroglyphics, Del The Funky Homosapien
Positive terms: that s, fire, especially, del s, exactly, lyrical, depth, wordplay, was, looking, these, hit, what, searching, else, got, underground, hip hop, lane, strong, focus, something, introspective, philosophical, edge, now, using, hieroglyphics, del, satisfied, context
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"facet": null,
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"evidence_text": "Del's track, that's exactly the lyrical depth"
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"mentioned_current_turn": true,
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"mentioned_current_turn": true,
"evidence_text": "philosophical edge"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_track_values": [],
"anchor_artist_ids": [],
"anchor_artist_values": [],
"exact_track_target_ids": [],
"exact_track_targets": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"underground hip-hop",
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"introspective",
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"played_track_ids": [
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}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Powers That Be Hieroglyphics |
Full Circle | 32 | 147 | 4.16 | avoid_name:Hieroglyphics strictly for the undergound, 2003, live, underground hip-hop, neo-soul, west coast rap |
| 2 | Miles to the Sun Hieroglyphics |
3rd Eye Vision | 25 | 424 | 5.12 | avoid_name:Hieroglyphics makes me happy, smooth hiphop, underground hip-hop, 1998, chill hiphop, favouritehip-hop |
| 3 | Disastrous Del The Funky Homosapien |
Both Sides Of The Brain | 20 | 193 | 3.10 | avoid_name:Del The Funky Homosapien strictly for the undergound, underground hip-hop, gerby, american, true hip hop, 2000 |
| 4 | Skull & Crossbones Del The Funky Homosapien |
Both Sides Of The Brain | 22 | 356 | 4.11 | avoid_name:Del The Funky Homosapien dark, heavy, underground hip-hop, earthborn, explicit, moody |
| 5 | BM's Del The Funky Homosapien |
Both Sides Of The Brain | 27 | 384 | 4.13 | avoid_name:Del The Funky Homosapien underground hip-hop, i need now, west coast rap, mellow smart hip-hop, del tha funkee homosapien, 90s |
| 6 | The Who Hieroglyphics |
3rd Eye Vision | 32 | 51 | 4.16 | avoid_name:Hieroglyphics strictly for the undergound, ilz-hphp, 1998, swinging, del the funky homosapien, songs with the same names as other artists |
| 7 | Signature Slogans Del The Funky Homosapien |
Both Sides Of The Brain | 18 | 117 | 4.09 | avoid_name:Del The Funky Homosapien stream, underground hip-hop, Hip-Hop/Rap, west coast rap, del tha funky homosapien, hip hop |
| 8 | Let It Roll Hieroglyphics |
Full Circle | 31 | 182 | 6.16 | avoid_name:Hieroglyphics strictly for the undergound, 2003, underground hip-hop, favorite, fucking awesome, kos |
| 9 | Wrong Place Del The Funky Homosapien |
No Need For Alarm | 25 | 95 | 3.12 | avoid_name:Del The Funky Homosapien underground hip-hop, hashish, gerby, Alternative Rap, banned, uhh |
| 10 | Mastermind Deltron 3030 |
Deltron 3030 | 53 | 8 | 3.27 | experimental, great beat, turntablism, recos, ambient, downtempo |
| 11 | If You Must Del The Funky Homosapien |
Both Sides Of The Brain | 44 | 255 | 7.22 | avoid_name:Del The Funky Homosapien breakdance for boyz, reuben, well produced, good ones, catchy as hell, to download |
| 12 | The Boiling Point Outerspace |
Blood Brothers | 11 | 78 | 2.06 | underground hip-hop, Hip-Hop/Rap, underground rap, hip-hop, hiphop, rap |
| 13 | Corner Story Del The Funky Homosapien |
Future Development | 41 | 468 | 3.21 | avoid_name:Del The Funky Homosapien story, Hip-Hop/Rap, del tha funky homosapien, tolisten, hip hop, jazzy hip hop |
| 14 | Hip Hop Dead Prez |
Let's Get Free | 61 | 23 | 3.31 | socially conscious, east coast rap, energetic, loved, political rap, political |
| 15 | "Mike, Aaron And Eddie" Haiku D'Etat |
Coup De Theatre | 31 | 64 | 3.15 | underground hip-hop, intelligent, new, fuckin good underground rap, sweet wordplay, beats for days |
| 16 | Mindstate [Deluxe Edition] Cunninlynguists |
Will Rap for Food [Deluxe Edition] | 0 | 9 | 7.00 | strictly for the undergound, underground hip-hop, great beat, knowledge, pachecos, haunting |
| 17 | The Gospel Oddisee |
The Beauty in All | 0 | 418 | 2.00 | Hip-Hop/Rap, instrumental hip hop, underground hip hop, hip-hop, Rock, instrumental hiphop |
| 18 | Dos Factotum Louis Logic |
Sin-a-Matic (Deluxe Edition) | 26 | 866 | 3.13 | chill, underground hip-hop, Hip-Hop/Rap, hip hop, kaufen, flowhop |
| 19 | 50 Years All Natural |
No Additives, No Preservatives | 19 | 163 | 3.10 | strictly for the undergound, anydaynow top50, 1998, newisst, true hip hop, midwest rap |
| 20 | Oldie Odd Future |
The OF Tape Vol. 2 | 63 | 120 | 2.31 | old school, underground hip-hop, Hip-Hop/Rap, awesome, dope, rap |
Predicted Response
Given your love for Del's lyrical depth and the introspective edge in Hieroglyphics' work, "Powers That Be" is a perfect next listen — it’s a grounded, philosophical track with sharp social commentary and that signature West Coast warmth, delivered live with raw authenticity.
This isn't quite it either. It's still too loud and energetic. I really need something calm and gentle, focusing on that bittersweet, melancholic *and comforting* mood. Less of the driving indie rock, more of the quiet, acoustic, reflective stuff, like a reall
Open row audit
Recommendation fit: bad fit
The user explicitly rejected energetic indie rock and requested calm, acoustic, bittersweet music like Lightspeed Champion, but the submitted top recommendation 'Midnight Surprise' by Lightspeed Champion, while matching the artist reference, has tags like 'incredible guitar heroism' and 'makes me happy' that suggest it may be too upbeat and not sufficiently gentle or melancholic. Candidate 9 'Gold In The Air Of Summer' by Kings of Convenience is a better fit with its 'bittersweet', 'folk', 'easy listening', and 'sleep' tags, matching the requested gentle, 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 9. The user explicitly rejected energetic indie rock and requested calm, acoustic, bittersweet music like Lightspeed Champion, but the submitted top recommendation 'Midnight Surprise' by Lightspeed Champion, while matching the artist reference, has tags like 'incredible guitar heroism' and 'makes me happy' that suggest it may be too upbeat and not sufficiently gentle or melancholic. Candidate 9 'Gold In The Air Of Summer' by Kings of Convenience is a better fit with its 'bittersweet', 'folk', 'easy listening', and 'sleep' tags, matching the requested gentle, reflective mood.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #9: Gold In The Air Of Summer by Kings of Convenience
The user explicitly rejected energetic indie rock and requested calm, acoustic, bittersweet music like Lightspeed Champion, but the submitted top recommendation 'Midnight Surprise' by Lightspeed Champion, while matching the artist reference, has tags like 'incredible guitar heroism' and 'makes me happy' that suggest it may be too upbeat and not sufficiently gentle or melancholic. Candidate 9 'Gold In The Air Of Summer' by Kings of Convenience is a better fit with its 'bittersweet', 'folk', 'easy listening', and 'sleep' tags, matching the requested gentle, reflective mood.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response directly references the submitted track, explains how its gentle acoustic style and bittersweet mood match the user's request for calm, reflective music, and avoids any contradictions or unsupported claims.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state correctly captures the user's rejection of Los Campesinos! and the desired gentle, acoustic, bittersweet mood, but it contains contradictory exclusion scopes and fails to highlight the 'comforting' nuance in the mood, which could lead to retrieval that is melancholic but not comforting.
missing: User explicitly wants 'bittersweet, melancholic *and comforting*' mood, but the state only lists 'bittersweet melancholic comforting' without emphasizing the comforting aspect as a distinct requirement; User's repeated request for 'strong lyrical focus' from turn 2 is carried forward but not explicitly re-requested in turn 4; however, it is still a valid prior constraint that should be noted as continuing
extra/stale: Exclusion of 'Los Campesinos!' is listed as both a hard artist exclusion and a soft attribute exclusion, which is contradictory; the user's rejection is clearly hard for the artist; The 'explicit_rejections' list duplicates the same rejection in two different formats (artist and tag) without clarifying that the tag rejection is a consequence of the artist rejection; The 'resolver' includes 'positive_tags' that are correct, but the 'rejected_artist_ids' field is truncated and incomplete in the provided state
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm in a reflective mood tonight, looking for something a bit melancholic but not too heavy.
This Is A Flag. There Is No Wind -- Los Campesinos!
Awesome! So glad you enjoyed "Straight In At 101." Since you're loving Los Campesinos!, how about checking out "This Is A Flag. There Is No Wind" next? It's from the same album and has that classic energetic, alternative rock feel you're into!
That's a good one by Los Campesinos!, but it's a little too energetic for the mood I'm going for. Can we lean more towards something that's bittersweet, perhaps with a strong lyrical focus like Los Campesinos!, but a bit more acoustic or gentle, less intense, maybe like Lightspeed Champion?
(PLAN A) -- Los Campesinos!
Awesome, I'm glad you liked it! Let's keep the Los Campesinos! party going with "(PLAN A)." It's another fantastic, energetic indie rock track from "Romance Is Boring" that I think you'll really get into!
This is still a bit too energetic for what I'm looking for. I really need something more on the gentle, acoustic side, with that pensive, bittersweet vibe. Less loud, more for quiet reflection, like Lightspeed Champion.
I Warned You: Do Not Make An Enemy Of Me -- Los Campesinos!
Awesome! Glad to hear that. Let's keep the Los Campesinos! streak going! You should definitely check out "I Warned You: Do Not Make An Enemy Of Me" next – it's another great one from that album with all the indie rock energy you love!
This isn't quite it either. It's still too loud and energetic. I really need something calm and gentle, focusing on that bittersweet, melancholic *and comforting* mood. Less of the driving indie rock, more of the quiet, acoustic, reflective stuff, like a really sad but beautiful Lightspeed Champion track.
State
Current request: Calm, gentle, acoustic, reflective music with a bittersweet, melancholic and comforting mood, using Lightspeed Champion as a style reference; avoid the energetic indie rock of Los Campesinos!.
Hard rejected names: Los Campesinos!, loud energetic driving indie rock, loud energetic driving indie rock
Soft avoid names: Los Campesinos!, loud energetic driving indie rock
Positive terms: isn t, quite, either, it s, still, too, loud, energetic, really, need, something, calm, gentle, focusing, bittersweet, melancholic, comforting, mood, less, driving, indie, rock, quiet, acoustic, reflective, stuff, sad, but, beautiful, lightspeed, champion, using, style, reference, avoid, los, campesinos, strong, lyrical, focus
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}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Midnight Surprise Lightspeed Champion |
Midnight Surprise | 34 | 931 | 8.17 | relaxing, intresting, incredible guitar heroism, makes me happy, sleepy jakson, hupin |
| 2 | Slow & Steady Sleeping At Last |
Storyboards | 21 | 38 | 2.10 | us-singer, bandmembers with a hairy chest, male vocalists, Alternative, indie, hairy chest |
| 3 | Sad And Beautiful World Sparklehorse |
Теплые звуки Lo-Fi. Музыка для расслабления | 42 | 63 | 6.21 | beautiful, theta inducing, repeatrepeatrepeat, consistent dodo radio-flittering, noise pop, awesome |
| 4 | Be Gentle With Me The Boy Least Likely To |
The Best Party Ever | 30 | 53 | 9.15 | hey song youre so fucking cute, folk, pretty, easy listening, and you can tell rolling stone magazine that my last words were, favorites |
| 5 | Comforting Sounds Birdy |
Birdy | 31 | 14 | 5.16 | beautiful, cover, folk, poprock, why on earth is this just a bonus track, f-o-d-e |
| 6 | Mood Porches |
Pool | 39 | 50 | 2.19 | Rock, Alternative, Electronic |
| 7 | Almost Idyllic Sleeping At Last |
Many Beautiful Things (Original Motion Picture Soundtrack) | 53 | 147 | 1.26 | Instrumental, Soundtracks |
| 8 | Cat Fantastic TTNG |
13.0.0.0.0 | 41 | 240 | 2.21 | Indie Rock, dogs and cats, Rock, Alternative |
| 9 | Gold In The Air Of Summer Kings of Convenience |
Riot On An Empty Street | 0 | 19 | 9.00 | listenmellow, folk, loved, sleep, accoustic, 2004 |
| 10 | Weather Systems Andrew Bird |
Weather Systems | 0 | 93 | 13.00 | folk, pretty, pensive, bittersweet, interesting, listen to the lyrics |
| 11 | Country Mile Camera Obscura |
Let's Get Out Of This Country | 37 | 9.19 | folk, pretty, trains, alternative rock, truth, bittersweet |
|
| 12 | I Will Follow You into the Dark Death Cab for Cutie |
Plans | 66 | 207 | 4.33 | beautiful, love, Electronic, mellow, indie rock, Pop |
| 13 | Heartbeats José González |
Veneer | 65 | 460 | 10.32 | folk, loved, pretty, easy listening, jose gonzalez - heartbeats, swedish |
| 14 | Cigarette Daydreams Cage The Elephant |
Melophobia | 83 | 3.42 | 2014 single, alternative rock, lo-fi, rock, 2014, 2010s |
|
| 15 | Winning A Battle, Losing The War Kings of Convenience |
Quiet Is the New Loud | 0 | 427 | 12.00 | folk, pretty, easy listening, truth, soul, songs that take you over |
| 16 | The Writer Sleeping At Last |
Many Beautiful Things (Original Motion Picture Soundtrack) | 44 | 124 | 1.22 | Instrumental, Soundtracks |
| 17 | We Happy Few The Calm Blue Sea |
The Calm Blue Sea | 5 | 40 | 6.03 | beautiful, emotional, archetyper, post rock, piano, sire-1zkx |
| 18 | Coastline Hollow Coves |
Coastline | 1 | 83 | 3.00 | folk, Alternative, indie, Pop, Rock, acoustic |
| 19 | Like We Used To A Rocket To The Moon |
On Your Side | 59 | 5.29 | beautiful, pop punk, usa, galau, stop pretending, you break my heart dear song |
|
| 20 | Somebody That I Used To Know Elliott Smith |
Figure 8 | 56 | 139 | 10.28 | breakup songs, folk, accoustic, singer-songwritergdchill, favorite albums, the smiths |
Predicted Response
This one’s a perfect match—gentle, acoustic, and quietly reflective, just like the bittersweet comfort you’re after. "Midnight Surprise" wraps delicate guitar work around tender lyrics, capturing that hushed, heartfelt mood you love, with none of the loud energy.
Take Me Just As I Am" is beautiful, and Solomon Burke's voice is always a treat, but it's not quite hitting that "happy" and "uplifting" note I'm looking for. Can you recommend something with a truly joyful, perhaps gospel-infused or very energetic classic sou
Open row audit
Likely wrong
The top recommendation is Everybody Needs Somebody to Love by Solomon Burke, but it repeats something the user was trying to move away from: 'Solomon Burke'.
From the submitted list, Hallelujah I Love Her So - Single/LP Version by Ray Charles looks better because it avoids the top pick's rule violation; fusion stage already ranked it #3; catalog popularity is 66; metadata/tags match: energetic, soul, jazz, sing.
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 rejected Solomon Burke and asked for a joyful, gospel-infused or energetic classic soul/jazz track. The submitted top recommendation is still by Solomon Burke, violating the user's clear request to move away from that artist. Jackie Wilson's '(Your Love Keeps Lifting Me) Higher & Higher' (rank 3) is a much better fit with its uplifting, energetic classic soul vibe.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #3: (Your Love Keeps Lifting Me) Higher & Higher by Jackie Wilson
The user explicitly rejected Solomon Burke and asked for a joyful, gospel-infused or energetic classic soul/jazz track. The submitted top recommendation is still by Solomon Burke, violating the user's clear request to move away from that artist. Jackie Wilson's '(Your Love Keeps Lifting Me) Higher & Higher' (rank 3) is a much better fit with its uplifting, energetic classic soul vibe.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: acceptable
The response explains why this track fits the user's request for joyful, gospel-infused soul, and correctly references the submitted recommendation. However, it still recommends Solomon Burke after the user explicitly asked for variety, though this is more a retrieval issue than a response flaw.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state fails to capture the user's explicit rejection of 'Take Me Just As I Am' and the repeated desire to move away from Solomon Burke toward more overtly happy/uplifting music, which risks recommending similar tracks or artists again.
missing: User explicitly rejected 'Take Me Just As I Am' as not happy/uplifting, but this is not recorded as a rejection; User has been asking for happy/uplifting music since turn 1, but earlier turns' mood constraints are not carried forward; User wants to avoid Solomon Burke for this request, but the state does not mark him as an artist to exclude
extra/stale: The 'satisfied_prior' fact for Solomon Burke is misleading since the user is actively moving away from him; The 'contrast' fact for 'Take Me Just As I Am' is labeled as 'contrast' but should be a rejection; The resolver's 'positive_tags' include 'classic soul' and 'jazz' but the user said 'classic soul or jazz feel' which is a disjunction, not both required
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I need some music to lift my spirits, something happy and classic.
If You Need Me -- Solomon Burke
Glad you liked "Proud Mary"! Since you're enjoying Solomon Burke, how about another classic from him? "If You Need Me" is a real powerhouse of a song and showcases his incredible soulful voice. I think you'll really dig it.
Solomon Burke is always great, and "If You Need Me" definitely has his powerful vocals. It's a classic, but I'm looking for something with a really strong, soulful energy that's more clearly cheerful and uplifting.
The Price -- Solomon Burke
Awesome! So glad you're loving Solomon Burke. How about "The Price" next? It's got that deep, heartfelt soul that he's so famous for, and I think it'll really resonate with you.
Solomon Burke is incredible, and "The Price" showcases his amazing voice. But I'm still looking for something with a more overtly happy and joyful vibe. Do you have any classic soul or jazz that's truly cheerful and makes you want to smile?
Take Me Just As I Am -- Solomon Burke
Fantastic! Seems like Solomon Burke is hitting all the right notes for you. You should definitely check out "Take Me Just As I Am" – it's another one of his soulful masterpieces.
Take Me Just As I Am" is beautiful, and Solomon Burke's voice is always a treat, but it's not quite hitting that "happy" and "uplifting" note I'm looking for. Can you recommend something with a truly joyful, perhaps gospel-infused or very energetic classic soul or jazz feel? I'm ready for something that really makes me want to sing along with a big smile!thought: "Take Me Just As I Am" by Solomon Burke, while showcasing his soulful mastery, doesn't quite fit the "uplifting" and "happy" mood I'm trying to achieve. It's more of a powerful ballad. I've been clear about wanting cheerful music, but the system is still focusing heavily on Solomon Burke's general soulful style, perhaps because he's my favorite artist. I need to explicitly ask for something with a more overtly joyous, maybe even gospel-infused or energetic classic jazz/soul sound, and possibly widen the artist pool slightly if necessary, while still keeping it classic. This is turn 4 out of 5, so I need to make a strong push towards achieving the goal. goal_progress_assessment: DOES_NOT_MOVE_TOWARD_GOAL message: "Take Me Just As I Am" is beautiful, and Solomon Burke's voice is always a treat, but it's not quite hitting that "happy" and "uplifting" note I'm looking for. Can you recommend something with a truly joyful, perhaps gospel-infused or very energetic classic soul or jazz feel? I'm ready for something that really makes me want to sing along with a big smile!
State
Current request: A truly joyful, gospel-infused or very energetic classic soul or jazz track that makes you want to sing along with a big smile.
Hard rejected names:
Soft avoid names: Solomon Burke, Take Me Just As I Am
Positive terms: take, just, beautiful, solomon, burke s, voice, always, treat, but, it s, not, quite, hitting, happy, uplifting, note, i m, looking, recommend, something, truly, joyful, perhaps, gospel infused, very, energetic, classic, soul, jazz, feel, ready, really, makes, want, sing, along, big, smile, thought, burke
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},
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"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 4,
"mentioned_current_turn": true,
"evidence_text": "jazz feel"
}
],
"resolver": {
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"anchor_track_values": [],
"anchor_artist_ids": [],
"anchor_artist_values": [],
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"gospel-infused",
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],
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}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Everybody Needs Somebody to Love Solomon Burke |
The Very Best Of Solomon Burke | 51 | 1 | 6.25 | avoid_name:Solomon Burke blues, pop, r and b, southern soul, rock, rhythm and blues |
| 2 | I've Got a Woman Ray Charles |
Ray Charles (aka Hallelujah I Love Her So) | 71 | 21 | 6.36 | blues, urban blues, ost, energetic, sweeterthanhoney, soul |
| 3 | (Your Love Keeps Lifting Me) Higher & Higher Jackie Wilson |
Higher And Higher | 69 | 63 | 1.34 | concert warm-up, music to hear on a monday morning, 60s, dance, personal favourites, other |
| 4 | Hallelujah I Love Her So - Single/LP Version Ray Charles |
Ray Charles (aka Hallelujah I Love Her So) | 66 | 3 | 4.33 | blues, urban blues, energetic, rhythm and blues, soul, oldies |
| 5 | I Wish I Knew How It Would Feel to Be Free Sammy Lowe |
Silk & Soul | 65 | 70 | 3.33 | Dance, Jazz, jazz, Rock, life on mars |
| 6 | Soul Man Sam & Dave |
Soul Men | 68 | 11 | 3.34 | blues, pop, funk, southern soul, r&b, classic rock |
| 7 | I Believe In You (You Believe In Me) Johnnie Taylor |
Taylored In Silk | 0 | 40 | 2.00 | blues, pop, driving, kickin back, rhythm and blues, memphis sound |
| 8 | You Got Me Hummin' Sam & Dave |
The Best Of Sam & Dave | 23 | 8 | 3.12 | eddiebs, rnb, rhythum and blues tag, metro funky, 60s, stax |
| 9 | (You Make Me Feel Like) A Natural Woman Aretha Franklin |
Lady Soul [w/bonus selections] | 71 | 87 | 2.35 | female vocalist, Blues, soul, Vocal, R&B/Soul |
| 10 | Let's Do It Again The Staple Singers |
Let's Do It Again Original Sound Track | 50 | 14 | 3.25 | blues, pop, smooth soul, funk, Funk, she sings so sweetly |
| 11 | Joy And Pain - Feat. Frankie Beverly Frankie Beverly |
Joy And Pain | 51 | 10 | 5.25 | dayton oh, joy pain, club classics, kmem500, usa, like |
| 12 | If You Wanna Be Happy Jimmy Soul |
Frank Guida Presents: Jimmy Soul "If You Wanna Be Happy" | 54 | 169 | 7.27 | danceaholic, easy listening, soul, oldies, buena vaina, vocal music |
| 13 | When a Man Loves a Woman Percy Sledge |
When A Man Loves A Woman | 71 | 363 | 4.36 | blues, beautiful, vocal, when a man loves a women, slow, rhythm and blues |
| 14 | Drown In My Own Tears Ray Charles |
Ray Charles (aka Hallelujah I Love Her So) | 49 | 102 | 7.25 | rhythm-blues, energetic, liked it, easy listening, soul, 1956 |
| 15 | A Song For You Donny Hathaway |
Donny Hathaway | 62 | 221 | 6.31 | gertski pick, rhythm-blues, classics, five stars, alternative rock, soul |
| 16 | Hold On, I'm Comin' Sam & Dave |
Hold On, I'm Comin' | 73 | 453 | 3.37 | funk, rnb, upbeat, Rock, 60s, soul |
| 17 | California Soul Marlena Shaw |
The Spice Of Life | 66 | 80 | 6.33 | speed, beautiful, vocal, emotional, female, cover |
| 18 | Twistin' the Night Away Sam Cooke |
Twistin' the Night Away | 62 | 569 | 2.31 | pop, funk, rock, r&b, soundtrack, cover |
| 19 | (Sittin' On) the Dock of the Bay Otis Redding |
The Dock Of The Bay | 80 | 876 | 6.40 | 60s soul, relaxing, beautiful, blues, great voice, fantastic opener |
| 20 | Love Train The O'Jays |
Back Stabbers | 68 | 53 | 8.34 | gospel influences, 1973, 70's, rhythm and blues, stevie radio, djpman-loved-tracks |
Predicted Response
You're in the right mood for some pure joy—this one’s a classic Solomon Burke track with a gospel-powered groove that’s impossible not to smile to. The call-and-response energy and soaring vocals make it feel like a celebration you can’t help but join in on.
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 Breeze 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 6. The user explicitly asked for electronic tracks with introspective or melancholic lyrics and a slightly darker feel, but the submitted top recommendation 'Breeze' by Infinity Frequencies is from an artist already used and lacks the requested darker, lyrical focus. Candidate 6 'Seaww' by oOoOO fits the dark, ethereal electronic mood much better.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #6: Seaww by oOoOO
The user explicitly asked for electronic tracks with introspective or melancholic lyrics and a slightly darker feel, but the submitted top recommendation 'Breeze' by Infinity Frequencies is from an artist already used and lacks the requested darker, lyrical focus. Candidate 6 'Seaww' by oOoOO fits the dark, ethereal electronic mood much better.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response honestly grounds itself in the submitted track 'Breeze' by Infinity Frequencies, justifies its fit with hazy synths and references to introspective/melancholic lyrics, and stays perfectly coherent with the user's latest request for darker, introspective electronic music.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state carries over prior genre and time constraints (lo-fi, chillwave, early 2010s) that the user did not repeat in the latest turn and may no longer want, risking retrieval of tracks that match the old constraints instead of the new darker, introspective request.
missing: The user's new request does not include the early 2010s time constraint, but the state does not explicitly mark it as dropped or carried over.; The user's new request does not include the lo-fi or chillwave constraints, but the state does not indicate they are no longer active.
extra/stale: The state includes 'lo-fi' and 'chillwave' as query facets from earlier turns, but the user's latest turn does not repeat them and asks for a different feel (darker, introspective).; The state includes 'early 2010s' as a query facet from earlier turns, but the user's latest turn does not mention it and seems to be moving on.
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
Awesome, glad you liked "Bright Lights"! 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: 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
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Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Breeze Infinity Frequencies |
Shrines | 34 | 1 | 1.17 | avoid_name:Infinity Frequencies Electronic, hypnagogic drift |
| 2 | Virtual Lust Infinity Frequencies |
Shrines | 28 | 1.14 | avoid_name:Infinity Frequencies Electronic |
|
| 3 | Corvette Cassette Slow Magic |
Triangle | 38 | 108 | 3.19 | poptron, amazing, kiss my belly, somafm, fav, i will be listening again |
| 4 | Comfort Zone General Fuzz |
Soulful Filling | 42 | 3 | 4.21 | radiant, creative commons, violin, sweetncatchy, selected bgms, ambient |
| 5 | Open Eye Signal Jon Hopkins |
Open Eye Signal | 0 | 8 | 4.00 | relaxing, soundscape, experimental, Dance, marie, sleep |
| 6 | Seaww oOoOO |
Roses / Seaww - Emotion Single | 21 | 192 | 5.11 | dark, witch-clash, post-whatever, post-electroclash, early, ethereal |
| 7 | All Blackbird Blackbird |
Boracay Planet | 0 | 135 | 5.00 | chill, electronic, Electronic, upbeat, 2010s, glo-fi |
| 8 | Harmony and the Play of Light Eraldo Bernocchi |
Winter Garden | 22 | 12 | 2.11 | Electronic, introspective, ambient |
| 9 | Walk Teen Daze |
Glacier | 0 | 296 | 3.00 | love, electronic, chillout, chillwave, dreams, indie |
| 10 | Frost SALEM |
Frost | 32 | 196 | 6.16 | dancewave, experimental, drag, melody maker, out of space, slower than church music |
| 11 | Soak It Up Houses |
Future Balearica Vol 2 - A New Wave Of Chill | 38 | 425 | 5.19 | feeling happy, luisterpaal, relaxing, soundscape, cheerful, so sososososo |
| 12 | Nightfall / Love Theme Jon Hopkins |
How I Live Now (Original Motion Picture Soundtrack) | 0 | 2 | 5.00 | soundscape, ambient, electronic, atmospheric, Alternative, Soundtracks |
| 13 | Chlorophyll Millionyoung |
Amanecer | 23 | 2.12 | experimental, ambient, Electronic, electro, chillwave, Alternative |
|
| 14 | Synthesize Me Diorama |
A different life | 41 | 27 | 3.21 | dark, ebm, electrogoth, iamalone, angstwave, dark electro |
| 15 | Kerosene Crystal Castles |
(III) | 63 | 4.32 | experimental, great titles, ljubav, vocalist, experimental pop, compulsive repeat listenings |
|
| 16 | Sunset Everett VHS Head |
Trademark Ribbons of Gold | 7 | 31 | 1.03 | should be on warp, nu rave, electronic, Dance, Electronic, future beat |
| 17 | Be Brave Tropic of Cancer |
The End of All Things | 25 | 3.12 | dark, experimental, be brave don t be a slave , minimal synth, ethereal, robertitus coleccion |
|
| 18 | Flikr of Ur Eyes Swarms |
Old Raves End | 27 | 286 | 4.13 | sound sounds, beautiful, 2-step, gaze, future garage, dream |
| 19 | Beasts Blackbird Blackbird |
Tangerine Sky | 10 | 2.05 | Dance, Electronic, relaxation, lights low, mellow, sleep tight |
|
| 20 | Depak Ine John Talabot |
Fin | 0 | 125 | 5.00 | experimental, study music, Techno, microhouse, house, spain |
Predicted Response
If you're drawn to that introspective, slightly darker edge in lo-fi chillwave, "Breeze" by Infinity Frequencies delivers with its hazy, drifting synths and lyrics that linger on quiet longing—like a memory just out of reach.
Yeah, this is way better. The instrumental and atmospheric quality of "A Thousand-Yard Stare" is exactly what I need for focusing. Got more tracks in that same 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, Threnody by Goldmund looks better because it avoids the top pick's rule violation; fusion stage already ranked it #210; catalog popularity is 56; metadata/tags match: way, 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 4. The submitted top recommendation is by Rafael Anton Irisarri, which the user just positively referenced as the exact style they want, but the diagnostic flags indicate a soft avoid on that artist, and the user asked for 'more tracks in that same ambient, instrumental vein'—so recommending another track by the same artist is actually fine, but the track 'Watching As She Reels' has tags like 'experimental' and 'trance' that may be too upfront, and candidate 4 'At the Mercy of the Waves' by Clem Leek is purely instrumental ambient piano with no vocals, fitting the request better.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #4: At the Mercy of the Waves by Clem Leek
The submitted top recommendation is by Rafael Anton Irisarri, which the user just positively referenced as the exact style they want, but the diagnostic flags indicate a soft avoid on that artist, and the user asked for 'more tracks in that same ambient, instrumental vein'—so recommending another track by the same artist is actually fine, but the track 'Watching As She Reels' has tags like 'experimental' and 'trance' that may be too upfront, and candidate 4 'At the Mercy of the Waves' by Clem Leek is purely instrumental ambient piano with no vocals, fitting the request better.
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 ambient, instrumental focus music, referencing the previously liked track and explaining why this new track fits.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state accurately captures the user's request for more ambient, instrumental, atmospheric tracks like 'A Thousand-Yard Stare' for focusing, and correctly records the prior rejections of vocally driven and avant-garde music.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
Need some background music for working, something that doesn't get in the way of focusing.
Walls of Silence -- John Maus
Awesome, glad you liked "The Combine"! Since you're digging John Maus, how about another one from him? Check out "Walls of Silence." It's got that signature electronic vibe you seem to enjoy.
John Maus is decent but this track is too upfront for working. I need something more in the background, ideally instrumental, so I can actually stay focused without it pulling my attention.
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 one's too avant-garde and vocally driven for what I need. Could you go more strictly instrumental, maybe something atmospheric or ambient that just fades 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.
Yeah, this is way better. The instrumental and atmospheric quality of "A Thousand-Yard Stare" is exactly what I need for focusing. Got more tracks in that same ambient, instrumental vein?
State
Current request: More ambient, instrumental tracks like A Thousand-Yard Stare for focusing.
Hard rejected names: vocally driven, avant-garde, vocally driven, avant-garde
Soft avoid names: A Thousand-Yard Stare, Rafael Anton Irisarri
Positive terms: yeah, way, better, instrumental, atmospheric, quality, thousand yard, stare, exactly, what, need, focusing, got, same, ambient, vein, background, focus
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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 | 3.14 | avoid_name:Rafael Anton Irisarri experimental, modern classical, sleep, minimal, silkred-lovedall, trance |
| 2 | Overture (For Other Halfs) Brian McBride |
When the Detail Lost its Freedom | 37 | 6 | 3.19 | feels so, macenight, beautiful, soundscape, study music, songs in the key of glass |
| 3 | The Girl With the Flesh Colored Crayon Aix Em Klemm |
Aix Em Klemm | 28 | 83 | 3.14 | have a look, drone post rock, gilbert, basinski, celer, aix em klemm:the girl with the flesh colored crayon |
| 4 | At the Mercy of the Waves Clem Leek |
Holly Lane | 40 | 3 | 3.20 | ambient piano, experimental, zone minimal, modern classical, minimalism, sleep |
| 5 | Tomorrow's Song Ólafur Arnalds |
The Glass Effect (The Music of Philip Glass & Others) | 44 | 15 | 4.22 | contemporary classic, beautiful, ambient piano, clavear, zone minimal, modern classical |
| 6 | Retenir Brian McBride |
When the Detail Lost its Freedom | 15 | 3.08 | eremuse-hymnoise, gnascor, sire-1zkx, sad, thanks to, tosleep |
|
| 7 | Hibernation Random Forest |
Hibernation | 35 | 21 | 2.17 | ambient, instrumental, Instrumental, easy listening, Alternative |
| 8 | Even If You're Never Awake Stars Of The Lid |
and Their Refinement of the Decline | 36 | 130 | 2.18 | sweet, experimental, ambientgdchill, ambient, electronic, Electronic |
| 9 | Tippy's Demise Stars Of The Lid |
and Their Refinement of the Decline | 31 | 599 | 3.15 | experimental, pretty, sleep, medication, woodstock, strings |
| 10 | Dungtitled (In a Major) Stars Of The Lid |
and Their Refinement of the Decline | 41 | 3.21 | low, experimental, background, too subtle for noisy environments, loved, pretty |
|
| 11 | Articulate Silences, Pt. 2 Stars Of The Lid |
and Their Refinement of the Decline | 38 | 70 | 1.19 | ambient, Electronic, Classical, Alternative, drone |
| 12 | Threnody Goldmund |
The Malady of Elegance | 56 | 210 | 4.28 | contemporary classic, keith kenniff, beautiful, soundscape, ambient piano, experimental |
| 13 | Tracking Aeroplanes The Echelon Effect |
Field Recordings | 38 | 276 | 2.19 | ambient, fine, instrumental, crystalline, minimal, quiet |
| 14 | Late October - 2005 Digital Remaster Harold Budd |
The Pearl | 42 | 128 | 3.21 | ambient piano, zone minimal, minimalism, experimental-ambient, Pop, ethereal |
| 15 | Mars and the Artist (after Cy Twombly) Harold Budd |
In The Mist | 11 | 234 | 3.06 | ambient piano, zone minimal, minimalism, experimental-ambient, ethereal, electroacoustic |
| 16 | A Lovely Place To Be Patrick O'Hearn |
So Flows The Current | 38 | 315 | 3.19 | first cup in the morning, heart center, lovin, ambient dreams, ambient, downtempo |
| 17 | Aegina Airlines The Dead Texan |
The Dead Texan | 34 | 136 | 4.17 | experimental, ingersmy, sleep, minimal, silkred-lovedall, 2004 |
| 18 | Image-Autumn-Womb Goldmund |
The Malady of Elegance | 34 | 73 | 3.17 | morning, beautiful, ambient piano, experimental, zone minimal, modern classical |
| 19 | Static Godspeed You! Black Emperor |
Lift Your Skinny Fists Like Antennas to Heaven | 43 | 828 | 3.21 | experimental, modern classical, political, sludge, interesting, expander |
| 20 | Fugitive Desire Harold Budd |
Nighthawks | 0 | 1.00 | Instrumental |
Predicted Response
Perfect — "Watching As She Reels" by Rafael Anton Irisarri carries that same hushed, immersive atmosphere as "A Thousand-Yard Stare," with slow-moving textures and a meditative stillness that’s ideal for deep focus. It’s instrumental, ambient, and quietly unfolding — exactly the kind of background depth you’re looking for.
Yes!! This is exactly it, this totally captures that nostalgic, energetic road trip feeling I was going for! I love it so much. The Bouncing Souls are so awesome and this track is literally exactly what I was looking for. Can you give me a few more tracks with
Open row audit
Recommendation fit: strong fit
The user loved the Bouncing Souls track and wants more energetic, catchy punk with singalong choruses; 'True Believers' is by the same band, has a driving beat and anthemic chorus, and fits the requested nostalgic good-time vibe 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): strong fit. Best shown candidate: rank 1. The user loved the Bouncing Souls track and wants more energetic, catchy punk with singalong choruses; 'True Believers' is by the same band, has a driving beat and anthemic chorus, and fits the requested nostalgic good-time vibe perfectly.
Recommendation Fit
accepted submitted rank #1: True Believers by The Bouncing Souls
The user loved the Bouncing Souls track and wants more energetic, catchy punk with singalong choruses; 'True Believers' is by the same band, has a driving beat and anthemic chorus, and fits the requested nostalgic good-time vibe perfectly.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · strong fitResponse Quality
response quality: clear
The response clearly references the user's enjoyment of The Bouncing Souls, explains why 'True Believers' fits the requested energetic, singalong, nostalgic road-trip vibe, and uses specific, honest descriptors from the track's metadata 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 feedback on The Bouncing Souls, the request for more similar tracks, and the key attributes (energetic, catchy, good-time nostalgia, singalong choruses). It properly marks 'Hopeless Romantic' and Defiance, Ohio as satisfied prior entities to avoid exact repetition, and the resolver fields align with the conversation.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm really feeling like blasting some energetic punk songs that give me that nostalgic vibe for good times, something I can totally lose myself to on a drive.
Lambs at the Slaughter -- Defiance, Ohio
Awesome, so happy you liked "Calling Old Friends"! Keeping with the Defiance, Ohio vibe, how about "Lambs at the Slaughter"? It's got that same acoustic, folk-punk feel with a bit of a fierce edge.
Ok so this track is great and I love the Defiance, Ohio pick, but it's still kinda more on the thoughtful, acoustic side? I really want something way more overtly upbeat and energetic, like with a really strong singalong chorus or even some gang vocals, that still has that nostalgic good times feeling.
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 love the Defiance, Ohio suggestions, they're honestly one of my fave bands! But ngl I think we're still missing the mark on the *energetic* and *upbeat good times* road trip vibe I'm going for. I wanna feel something more like melodic punk or pop-punk, with a driving beat, super catchy choruses, and maybe even gang vocals that bring that nostalgic, fun summer feeling, ya know? Less of the reflective folk-punk energy. 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 is exactly it, this totally captures that nostalgic, energetic road trip feeling I was going for! I love it so much. The Bouncing Souls are so awesome and this track is literally exactly what I was looking for. Can you give me a few more tracks with a similar vibe? Like energetic, catchy punk with that good-time nostalgia and those singalong choruses?
State
Current request: More tracks with a similar energetic, catchy punk vibe with good-time nostalgia and singalong choruses, using The Bouncing Souls as the anchor.
Hard rejected names:
Soft avoid names: Hopeless Romantic, Defiance, Ohio
Positive terms: yes, exactly, totally, captures, nostalgic, energetic, road, trip, feeling, was, going, love, much, bouncing, souls, awesome, literally, what, looking, few, similar, vibe, catchy, punk, good time, nostalgia, those, singalong, choruses, using, anchor
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"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": [
"aaa5f9c0-97bf-4e22-8184-58787750f5b9"
],
"anchor_track_values": [],
"anchor_artist_ids": [
"e502de90-4617-4445-91d0-3462c58ffc0d"
],
"anchor_artist_values": [
"The Bouncing Souls"
],
"exact_track_target_ids": [],
"exact_track_targets": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"energetic",
"catchy",
"good-time nostalgia",
"singalong choruses"
],
"played_track_ids": [
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"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 | 6.26 | snow, good day, Punk, dirty electric guitar riffs, a vocal-centric aesthetic, punk rocks |
| 2 | Ole The Bouncing Souls |
Hopeless Romantic | 41 | 3 | 3.21 | punk, devils, cover, montreal canadiens, canadiens, 90s |
| 3 | Fight To Live The Bouncing Souls |
Hopeless Romantic | 28 | 2 | 4.14 | punk, live, 1990s, living, fight to live, great songs |
| 4 | No Anchor Chris Wollard & The Ship Thieves |
No Anchor | 37 | 217 | 2.19 | punk, Punk, heartland rock, punk rock, orgcore, Alternative |
| 5 | Lookers The Menzingers |
Lookers | 46 | 366 | 1.23 | punk, pop punk, punk rock, Rock |
| 6 | Come on Eileen Save Ferris |
It Means Everything | 54 | 43 | 5.27 | punk, third-wave ska, ska favorites, cheerful, dexys midnight runners, covers |
| 7 | The Dirty Glass Dropkick Murphys |
Blackout | 52 | 381 | 4.26 | wber, Punk, female singer, folk, hardcore punk, great bands |
| 8 | Brotherhood Paddy And The Rats |
Hymns for Bastards | 0 | 110 | 1.00 | Rock, folk-punk |
| 9 | Fear And Loathing On Long Island Latterman |
No Matter Where We Go..! | 29 | 167 | 3.15 | punk, favorite songs, pop punk, Punk, energetic, soundtrack to my life |
| 10 | My Companjera Gogol Bordello |
Trans-Continental Hustle | 41 | 341 | 3.21 | luisterpaal, rusty things, punk, leeds 2010, energetic, gypsy |
| 11 | Fall Back Down Rancid |
Indestructible | 59 | 343 | 8.29 | thug2, energetic, hardcore punk, five stars, minimal, great bands |
| 12 | Linoleum NOFX |
Punk In Drublic | 60 | 90 | 3.30 | Punk, energetic, songs i can play, hardcore punk, political, alternative rock |
| 13 | Good Things The Menzingers |
On The Impossible Past | 47 | 453 | 1.24 | pop punk, Punk, quotables, Rock, out here grindin, seen live |
| 14 | Lori Meyers NOFX |
Punk In Drublic | 48 | 10 | 5.24 | energetic, hardcore punk, political, one of the best songs ever for me, alternative rock, soul |
| 15 | Blue Jays Days N Daze |
Rogue Taxidermy | 33 | 430 | 1.17 | Singer/Songwriter, Punk, Alternative |
| 16 | Kids in America The Muffs |
Hamburger | 52 | 491 | 1.26 | power pop, Punk, rock, day, chicks that rock, Alternative |
| 17 | Mazurka Des Moustaches The Dreadnoughts |
Uncle Touchy Goes to College | 19 | 1.09 | folk punk, clay in the hut, pirate punk, Singer/Songwriter, Rock, celtic punk |
|
| 18 | Flavor Of The Weak American Hi-Fi |
American Hi-Fi | 3 | 442 | 5.01 | Punk, a dynamic male vocalist, energetic, loved, alternative rock, rockpop |
| 19 | The Brews NOFX |
Punk In Drublic | 51 | 28 | 3.25 | Punk, okay, hardcore punk, political, alternative rock, soul |
| 20 | Story of My Life Social Distortion |
Social Distortion | 60 | 241 | 5.30 | Punk, loved, hardcore punk, a vocal-centric aesthetic, political, modern rock |
Predicted Response
You’re already vibing with The Bouncing Souls—“True Believers” is a perfect next step, packed with that same high-energy punk spirit, singalong chorus, and the kind of nostalgic, road-trip-ready feel you love. It’s got those gritty guitar riffs and heartfelt lyrics that make you scream the words at the top of your lungs.
No, this isn't what I'm looking for at all. I'm trying to find a specific album, not just listen to more RVIVR. But wait, yes! Nana Grizol's 'Love It Love It' is exactly what I was thinking of. That's the album I'm looking for, with the yellow cover and all th
Open row audit
Recommendation fit: bad fit
The user explicitly stated they found the album they were looking for (Nana Grizol's 'Love It Love It') and are not seeking more songs, especially not from RVIVR or unrelated artists. None of the candidate tracks match the requested album or address the user's actual need.
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 stated they found the album they were looking for (Nana Grizol's 'Love It Love It') and are not seeking more songs, especially not from RVIVR or unrelated artists. None of the candidate tracks match the requested album or address the user's actual need.
Recommendation Fit
no valid submitted recommendation: No valid submitted track
The user explicitly stated they found the album they were looking for (Nana Grizol's 'Love It Love It') and are not seeking more songs, especially not from RVIVR or unrelated artists. None of the candidate tracks match the requested album or address the user's actual need.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: misleading
The response ignores that the user has already found the album they were looking for and is not asking for further recommendations, making it irrelevant and unhelpful.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state correctly captures the exact album and artist, but it fails to record the distinctive cover art description (yellow background, cartoon animals) which could be essential for verification or fallback retrieval, and it retains stale RVIVR track IDs that contradict the hard rejection of RVIVR.
missing: Yellow cover and cartoon animals description is not captured as a visual/cover constraint
extra/stale: Three played track IDs from RVIVR are still present, but the user has explicitly rejected RVIVR and the conversation has moved on
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm looking for an album with a bright yellow cover that has cartoon animals playing musical instruments, specifically a green dinosaur with a guitar, a white rabbit with a bass, and bats holding horns.
Big Lie -- RVIVR
Awesome, glad you liked "Paper Thin"! Sticking with RVIVR, I think you'll also really get into "Big Lie." It's got that same raw energy and punk vibe you're looking for.
Thanks for the RVIVR track, I love their stuff so much! But I'm actually trying to track down a specific album by its cover art. It's got a bright yellow background with cartoon animals playing instruments. Like, a green dinosaur with a guitar, a white rabbit with a bass, and bats holding horns? Can you help me find that?
Wrong Way/One Way -- RVIVR
Awesome! Since you're still digging RVIVR, I've got another one for you – "Wrong Way/One Way." It's got that killer punk rock vibe and female vocals that RVIVR does so well.
Okay so I really love RVIVR but I'm not trying to find more songs from them right now. I'm literally just trying to find a specific album based on the cover art. It has a bright yellow background with cartoon animals playing musical instruments. There's a green dinosaur with a guitar, a white rabbit with a bass, and bats holding horns. Can you help me find *that* album?
Seethin -- RVIVR
Awesome! Since we're on a roll with RVIVR, I've got "Seethin" for you next. It's another solid punk track by them that I think you'll really dig.
No, this isn't what I'm looking for at all. I'm trying to find a specific album, not just listen to more RVIVR. But wait, yes! Nana Grizol's 'Love It Love It' is exactly what I was thinking of. That's the album I'm looking for, with the yellow cover and all those cartoon animals!
State
Current request: Play the album 'Love It Love It' by Nana Grizol.
Hard rejected names: RVIVR
Soft avoid names: RVIVR
Positive terms: isn t, what, i m, looking, all, trying, find, specific, album, not, just, listen, rvivr, but, wait, yes, nana, grizol s, love, exactly, was, thinking, that s, yellow, cover, those, cartoon, animals, play, grizol
{
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"facet": null,
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"facet": null,
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"mentioned_current_turn": true,
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"evidence_text": "'Love It Love It'"
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"evidence_text": "not trying to find more songs from them right now"
}
],
"resolver": {
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"anchor_track_values": [],
"anchor_artist_ids": [],
"anchor_artist_values": [
"Nana Grizol"
],
"exact_track_target_ids": [],
"exact_track_targets": [],
"rejected_track_ids": [],
"rejected_artist_ids": [
"7be85171-d746-42b3-8c42-80b6ed9ae406",
"7be85171-d746-42b3-8c42-80b6ed9ae406"
],
"rejected_tags": [],
"positive_tags": [],
"played_track_ids": [
"0d1087ea-cb56-4a63-b8a7-916715b6047b",
"7cad6e0d-509e-4665-8732-77d570a830b4",
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}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | How It Ends (feat. Dominic Lalli) GRiZ |
Rebel Era | 40 | 959 | 1.20 | Electronic |
| 2 | Do My Thang GRiZ |
Rebel Era | 29 | 698 | 0.14 | Electronic |
| 3 | Granda Brodka |
Granda | 50 | 20 | 4.25 | love the lyrics, experimental, i am a woman and i am evil, kocham, energetic, folk |
| 4 | Hey Nana Banda do Mar |
Banda do Mar | 38 | 1 | 1.19 | folk, alternativo, hey nana, indie rock, banda do mar, Pop |
| 5 | Feel the Love GRiZ |
Rebel Era | 29 | 13 | 1.15 | Electronic |
| 6 | Oh Nanana Bonde R300 |
Oh Nanana | 57 | 386 | 1.28 | R&B/Soul |
| 7 | Pull Up Cardi B |
Gangsta Bitch Music Vol. 2 | 38 | 31 | 0.19 | Hip-Hop/Rap |
| 8 | Excipit Brodka |
Granda | 21 | 291 | 1.10 | kocham, folk, brodka, n-a, granda, massari |
| 9 | None of Your Love Boyboy |
None of Your Love | 12 | 582 | 1.06 | Pop, Alternative |
| 10 | K.O. Brodka |
Granda | 31 | 172 | 2.15 | guilty pleasures, beautiful, kocham, folk, brodka, granda |
| 11 | Jazzy Emapea |
Seeds, Roots & Fruits | 48 | 0.24 | Rock, Hip-Hop/Rap, Electronic |
|
| 12 | how it feels to love you aimless |
beats from 2017 | 35 | 112 | 1.18 | Hip-Hop/Rap, Dance |
| 13 | Hehkuu JVG |
Hehkuu | 47 | 919 | 0.23 | suomihiphop, 2016, 2010s, suomirap, hip-hop, Pop |
| 14 | Blood ANIMA! |
Blood | 42 | 705 | 0.21 | fave indie pop, Alternative, alternative |
| 15 | Love U RAIZHELL |
Love U | 0 | 38 | 1.00 | electronic, Dance, Electronic |
| 16 | Love Bumps Rook1e |
Discography | 20 | 1.10 | Jazz, Hip-Hop/Rap |
|
| 17 | 123 Girlpool |
123 | 32 | 0.16 | somafm, Alternative, some type of way, bagel |
|
| 18 | Replay CIRE |
Replay | 48 | 212 | 1.24 | Pop |
| 19 | You and I PVRIS |
White Noise | 1 | 0.01 | pop punk, Alternative Rock, electronic, great vocals, rock, indie pop |
|
| 20 | Круги на воде Slot |
Septima | 44 | 259 | 0.22 | Rock, Alternative |
Predicted Response
You're in the mood for something playful and vibrant—just like *Love It Love It* by Nana Grizol—with its quirky energy and colorful vibe. "How It Ends (feat. Dominic Lalli)" by GRiZ brings that same fun, offbeat spirit with its bouncy electronic groove and whimsical flair.
Right, I've heard a fair few Me Vs Hero tracks now, and while they're dead energetic, they're not quite hitting that dramatic, theatrical sweet spot I'm after. I'm really trying to understand how songs build a big impact through dynamic shifts – like the inten
Open row audit
Recommendation fit: bad fit
The user is asking for an explanation of how dynamic shifts and unexpected changes create dramatic impact in songs, not for a track recommendation. None of the candidate songs 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 asking for an explanation of how dynamic shifts and unexpected changes create dramatic impact in songs, not for a track recommendation. None of the candidate songs directly answer this informational request.
Recommendation Fit
no valid submitted recommendation: No valid submitted track
The user is asking for an explanation of how dynamic shifts and unexpected changes create dramatic impact in songs, not for a track recommendation. None of the candidate songs directly answer this informational request.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response directly addresses the user's request for dramatic, theatrical build with dynamic shifts, and accurately describes how 'Hero Of War' uses sparse beginnings and sudden intensity to create impact.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state correctly captures the user's rejection of Me Vs Hero as a satisfied prior, the ongoing search for dramatic/theatrical attributes, and the specific dynamic features mentioned, 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've been listening to some rock tracks lately with a really theatrical or dramatic feel. What kind of musical elements create that intense, unique atmosphere in those kinds of songs?
What Seems To Be The Officer Problem -- Me Vs Hero
Wicked, glad you liked "Drifter"! If you're after another energetic punk track, you should definitely check out "What Seems To Be The Officer Problem" by Me Vs Hero. It's got a proper pop-punk vibe that I think will hit the spot.
That's a solid, energetic punk track – I rate the vibe. But I think I'm after something a bit more intense, almost theatrical. Getting closer though! It's something about how the vocals aren't just sung, but almost performed or narrated, which adds to the drama. Can you tell me more about what creates that kind of effect?
She Still Knows -- Me Vs Hero
Awesome, glad to hear that! Sticking with the Me Vs Hero vibe, I'd suggest "She Still Knows." It's another solid pop-punk banger that should keep that energy going for you.
Another decent Me Vs Hero track, keeps the energy up. But I'm still not hitting that dramatic, theatrical vocal style I'm chasing. Like, not just energetic singing – something that feels more like a performance, a story being told, maybe with unexpected musical twists that add to the intensity. What elements actually create *that* kind of sound?
Cashing Cheques -- Me Vs Hero
Here's another one that leans more into that intense, dramatic direction. Let me know if this one's closer!
'Cashing Cheques' is high energy like the others, but still missing that dramatic flair and theatrical delivery I'm after. The tracks are good for a proper punk session, but I'm looking for something that builds and releases tension, with those unexpected shifts in instrumentation or pace. How do those kinds of dynamic changes actually create that really impactful, dramatic feel in a song?
Star Raiders and Space Invaders -- Me Vs Hero
Absolutely! Me Vs Hero really delivers that punch, don't they? To keep the good times rolling, you should definitely check out "Star Raiders and Space Invaders." It's another cracking track from them that fits right in.
Right, I've heard a fair few Me Vs Hero tracks now, and while they're dead energetic, they're not quite hitting that dramatic, theatrical sweet spot I'm after. I'm really trying to understand how songs build a big impact through dynamic shifts – like the intensity isn't just constant, it builds and drops, almost unexpectedly. Yeah, intensity is part of it, but it's paired with those sudden musical shifts, like unexpected pauses or dynamic changes. How do those actually contribute to the overall impact?
State
Current request: Understand how dynamic shifts, unexpected pauses, and changes in instrumentation create a dramatic, theatrical impact in songs; Me Vs Hero is satisfied context.
Hard rejected names:
Soft avoid names: Me Vs Hero
Positive terms: right, i ve, heard, fair, few, hero, now, while, they re, dead, energetic, not, quite, hitting, dramatic, theatrical, sweet, spot, i m, after, really, trying, understand, how, build, big, impact, through, dynamic, shifts, intensity, isn t, just, constant, builds, drops, almost, unexpectedly, yeah, part
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}
],
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"positive_tags": [
"dramatic theatrical vocal style",
"dynamic shifts",
"unexpected pauses",
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"played_track_ids": [
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}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Hero Of War Rise Against |
Appeal To Reason | 64 | 11 | 1.32 | punk, beautiful, hard rock, rise against - acoustic, slow, hardcore |
| 2 | Cats Macseal |
Macseal EP | 0 | 0.00 | Punk, Rock, Alternative |
|
| 3 | Foolin' Who Guns Up! |
All This Is | 23 | 124 | 0.12 | this makes me happy, hardcore, Metal, music you blast, guns up, haaadcore |
| 4 | Against Them All Stick To Your Guns |
Diamond | 0 | 40 | 0.00 | Punk, hardcore, selena gomez, anna polina, kim kardashian, anissa kate |
| 5 | Your Promise Mest |
Mest (U.S. PA Version) | 17 | 86 | 0.09 | punk, pop punk, american rock, gangsta rap from zimbabwe, mest, alternative rock |
| 6 | Chine Drive Like Pacific |
Distant Like You Asked | 1 | 54 | 0.01 | punk, Punk, rock, emo, Alternative, Rock |
| 7 | How It's Done Guns Up! |
All This Is | 16 | 173 | 1.08 | hardcore, straight egde hardcore, intense, 1122, thrash never dies, Metal |
| 8 | Signals VERSE |
Aggression | 18 | 0.09 | beautiful, hardcore punk, Rock, wraugh, Hard Rock, Alternative |
|
| 9 | And the Hero Will Drown Story Of The Year |
Page Avenue (US Non-PA Version) | 54 | 12 | 6.27 | phoda, complete ownage, alternative rock, ohmigosh, post hardcore, scremo |
| 10 | Wide and Wired The Hard Aches |
Organs & Airports | 27 | 0.14 | Alternative |
|
| 11 | Theatre Gatsbys American Dream |
Volcano | 28 | 257 | 0.14 | punk, random favorites, pop punk, top favorites, favorite, alternative rock |
| 12 | Bring On The World Four Year Strong |
In Some Way, Shape, Or Form. | 17 | 284 | 0.09 | pop punk, punk rock, Alternative |
| 13 | Make A Sound Autopilot Off |
Make A Sound | 48 | 5.24 | Punk, energetic, alternative rock, trance, fight, power |
|
| 14 | Create/Destroy Art vs Science |
Create/Destroy | 0 | 79 | 0.00 | style, Electronic |
| 15 | Me Vs Morrissey In The Pretentiousness Contest (The Ladder Match) A Wilhelm Scream |
Ruiner | 37 | 2.19 | punk, abbreviation, Punk, ladder match, hardcore punk, morrissey |
|
| 16 | Thunder Boys Like Girls |
Boys Like Girls | 58 | 955 | 3.29 | boys like girls-thunder, rock ballade, alternative rock, thoughtful, workout, thunder |
| 17 | The Awesome Machine Frodus |
And We Washed Our Weapons In The Sea | 6 | 929 | 1.03 | triumphant, big, raw, real post-hardcore, hovering, rousing |
| 18 | Beacon Goldfinger |
The Knife | 0 | 145 | 0.00 | Rock, Alternative |
| 19 | Blackbirds Roar Strike Anywhere |
Iron Front | 7 | 480 | 0.04 | Punk, english lyrics, k1r7m, strike anywhere, iron front, 2000s |
| 20 | Here I Stand Madina Lake |
From Them, Through Us, To You | 44 | 92 | 1.22 | emocore, punk, pop punk, absolute masterpiece, tuneage, hardcore |
Predicted Response
You're after that dramatic, theatrical build — and "Hero Of War" delivers exactly that. It starts sparse and haunting, then erupts with raw intensity, using sudden shifts and silence to make every chorus hit like a revelation.
It seems like there's still a misunderstanding here. I'm really not getting recommendations based on the *exact E major key signature* of 'A Little Piece' by The Jezabels, which is truly my main goal. Could you please provide tracks that are definitively in E
Open row audit
Likely wrong
The top recommendation is A Little Piece by The Jezabels, but it repeats something the user was trying to move away from: 'A Little Piece'; it repeats something the user was trying to move away from: 'The Jezabels'.
From the submitted list, Come a Little Closer by Cage The Elephant looks better because it avoids the top pick's rule violation; catalog popularity is 74; metadata/tags match: not, key, little.
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 has repeatedly asked for tracks in E major, but the submitted top recommendation is 'A Little Piece' by The Jezabels, which is the exact song they used as a key-reference example and have implicitly moved away from. None of the shown candidates are confirmed to be in E major, so no track should be recommended until a song with that key is provided.
Recommendation Fit
no valid submitted recommendation: No valid submitted track
The user has repeatedly asked for tracks in E major, but the submitted top recommendation is 'A Little Piece' by The Jezabels, which is the exact song they used as a key-reference example and have implicitly moved away from. None of the shown candidates are confirmed to be in E major, so no track should be recommended until a song with that key is provided.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: misleading
The response fails to recommend the submitted top track "A Little Piece," instead dismissing it and proposing a different song ("Sunny" by Bicep), which violates the task of justifying the submitted recommendation and ignores the user's repeated request for E major tracks within a similar alternative rock style.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state correctly identifies the E major key signature as a query facet, but it fails to treat it as a strict retrieval filter and mislabels the user's intent as open exploration, which would likely lead to irrelevant recommendations.
missing: User explicitly wants tracks in E major key signature, but the state does not mark this as a strict filter for retrieval; User repeatedly rejected recommendations not matching E major, but no explicit rejection of prior tracks is recorded
extra/stale: intent_mode is 'open_explore' but user is clearly on a focused attribute search; anchor_use for track and artist is 'do_not_use' but user never rejected The Jezabels or 'A Little Piece' as reference points; routing_tags 'exact_entity_probe' is false, yet user is asking for exact key signature match
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
Can you list all songs that share the exact E major key signature with 'A Little Piece' by The Jezabels?
Dark Storm -- The Jezabels
I'm glad you enjoyed "A Little Piece"! Sticking with The Jezabels for a bit, how about "Dark Storm"? It keeps that great alternative rock vibe with Hayden's powerful vocals, I think you'll really like it too.
Oh I really love The Jezabels, so thanks for 'Dark Storm'! But I'm specifically looking for tracks that are in the exact E major key signature, like 'A Little Piece' is. Could you please focus on that musical characteristic for the next recommendations?
She's So Hard -- The Jezabels
Awesome, so glad you're loving The Jezabels! Let's keep that momentum going with another one of their tracks, "She's So Hard." It's got that classic vibe you've been enjoying.
I really appreciate the continued The Jezabels recommendations, but I genuinely need to find tracks that specifically match the E major key signature of 'A Little Piece'. Could you please provide recommendations based on that exact musical key? That would mean so much!
Bloodhail -- Have A Nice Life
Since you're looking for something new that still hits that alternative rock sweet spot, I'm going to suggest "Bloodhail" by Have A Nice Life. It has a really captivating, atmospheric vibe that I think a fan of The Jezabels would appreciate. Give it a listen and tell me what you think!
While I really appreciate the alternative rock suggestion, I'm still trying to find songs that share the *exact E major key signature* with 'A Little Piece' by The Jezabels. The key signature is so important to what I'm looking for in these recommendations. Could you please provide tracks that explicitly match this key? I'd love that!
Who Would Leave Their Son out in the Sun? -- Have A Nice Life
Here's another suggestion. Let me know if this one works for you!
It seems like there's still a misunderstanding here. I'm really not getting recommendations based on the *exact E major key signature* of 'A Little Piece' by The Jezabels, which is truly my main goal. Could you please provide tracks that are definitively in E major? That would be so helpful!
State
Current request: Tracks that are definitively in E major; A Little Piece by The Jezabels is only the key-reference example.
Hard rejected names:
Soft avoid names: A Little Piece, The Jezabels
Positive terms: seems, there s, still, misunderstanding, here, i m, really, not, getting, recommendations, based, exact, major, key, signature, little, piece, jezabels, which, truly, main, goal, could, provide, definitively, would, helpful, only, key reference, example
{
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"value": "A Little Piece",
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}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | A Little Piece The Jezabels |
Dark Storm | 46 | 1 | 3.23 | avoid_name:A Little Piece, avoid_name:The Jezabels beautiful, alternative rock, walking the streets at night with your headphones on, miraculous, post-rock, rock |
| 2 | A Quick One Before the Eternal Worm Devours Connecticut Have A Nice Life |
Deathconsciousness | 65 | 2.33 | relaxing, dark, experimental, beautiful, random good and streamable, ethereal |
|
| 3 | Soul Love Beady Eye |
BE | 22 | 147 | 0.11 | beady eye, psychedelic rock, psychedelic pop, alternative rock, 00s, amazing |
| 4 | Dig Right in Me Bosnian Rainbows |
Bosnian Rainbows | 0 | 1.00 | Electronic, female vocalists, alternative rock, indie, Pop, where |
|
| 5 | The Great Longing Lost Under Heaven |
Spiritual Songs for Lovers to Sing | 25 | 502 | 0.12 | 13 reasons why, Alternative |
| 6 | Cinnamon Jome |
Cinnamon | 0 | 993 | 0.00 | pop, chill, Alternative Rock, Alternative, indie, Pop |
| 7 | We Are All Ghosts Emma Ruth Rundle |
Some Heavy Ocean | 14 | 20 | 0.07 | american, folk, Folk, played |
| 8 | Ballerina out of Control The Ocean Blue |
Cerulean | 49 | 31 | 0.24 | relaxing, soundscape, comfort songs, radioparadise, 90s, austin loved tracks |
| 9 | Come a Little Closer Cage The Elephant |
Melophobia | 74 | 3.37 | frankslove, delicious, radioeins, favorite, cover, notmlp |
|
| 10 | Wolf Like Me Anna Calvi |
Wolf Like Me | 0 | 234 | 1.00 | somewhere out there, rock, top artist 2012, cover, cover songs, covers |
| 11 | Eclipse (All Yours) Metric |
Eclipse (All Yours) | 47 | 0.23 | pop, rock, soundtrack, perfect, indie pop, pop rock |
|
| 12 | A Million Little Pieces Placebo |
Loud Like Love | 0 | 12 | 2.00 | 2014 single, 9207, alternative rock, 2013, piano, mid |
| 13 | When We Were Young Sucre |
A Minor Bird | 12 | 0.06 | sucre, electronic, stacy dupree, Rock, relevant magazine, indie pop |
|
| 14 | Shadows Of My Name Emma Ruth Rundle |
Some Heavy Ocean | 19 | 68 | 0.10 | :3star, american, folk, songsthatmademestopwhatiwasdoing, female vocalists, Singer/Songwriter |
| 15 | Ex-Pat White Sea |
In Cold Blood | 1 | 249 | 0.01 | Rock, Alternative, Electronic |
| 16 | Judith No Joy |
More Faithful | 0 | 0.00 | girls name, Others |
|
| 17 | Endless Sleep Sucre |
A Minor Bird | 4 | 113 | 0.02 | Rock, Alternative |
| 18 | Lipstick Stains Jay Som |
Everybody Works | 0 | 107 | 1.00 | dream pop＄alternative, experimental, Singer/Songwriter, ambient pop, jay som, indie pop |
| 19 | The Mall & Misery Broken Bells |
Broken Bells | 50 | 208 | 2.25 | relaxing, to listen to more, turin brakes, experimental, the word mall, more like this |
| 20 | Lazy Eye Silversun Pickups |
Carnavas | 66 | 3.33 | love the lyrics, experimental, loved, a vocal-centric aesthetic, modern rock, alternative rock |
Predicted Response
I hear you — you're looking for tracks in the exact key of E major, and while "A Little Piece" by The Jezabels is indeed in E major, I understand you're seeking other songs with that same key signature. Here’s a great alternative: "Sunny" by Bicep — it’s a lush, atmospheric electronic track in E major, perfect for late-night listening with that same dreamy, emotional depth you’re after.
None of these are the song I'm looking for. My goal here is just to find the Hüsker Dü track that has the *exact* lyrics 'I'm never talking to you again'. That's what I need. Can you help me find that specific song?
Open row audit
Recommendation fit: bad fit
The user explicitly asked to find the Hüsker Dü song containing the exact lyric 'I'm never talking to you again', but none of the candidate tracks are that song, and the submitted top recommendation 'Sorry Somehow' does not 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. No valid submitted track was identified. The user explicitly asked to find the Hüsker Dü song containing the exact lyric 'I'm never talking to you again', but none of the candidate tracks are that song, and the submitted top recommendation 'Sorry Somehow' does not fulfill the request.
Recommendation Fit
no valid submitted recommendation: No valid submitted track
The user explicitly asked to find the Hüsker Dü song containing the exact lyric 'I'm never talking to you again', but none of the candidate tracks are that song, and the submitted top recommendation 'Sorry Somehow' does not fulfill the request.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: misleading
The response falsely claims that Hüsker Dü doesn't have a track with the exact lyric, which contradicts the user's persistent request and is an unsupported assertion; it also fails to address the user's explicit goal of finding that specific song, instead offering a substitute without justification.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state correctly captures the user's persistent request for a specific Hüsker Dü track containing the exact lyric 'I'm never talking to you again', with appropriate routing tags for hidden target and lyric search, and no missing or contradictory constraints.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
Which Hüsker Dü track includes the phrase 'I'm never talking to you again'?
Broken Home, Broken Heart -- Hüsker Dü
Awesome, glad you liked it! Sticking with the Hüsker Dü vibe, how about "Broken Home, Broken Heart"? It's another powerful one from their 'Zen Arcade' album that I think you'll really connect with.
That's a solid Hüsker Dü track, but it doesn't have the specific lyrics I'm after. I really need to find the song that *actually* contains the exact phrase 'I'm never talking to you again'.
Terms Of Psychic Warfare -- Hüsker Dü
Absolutely, more Hüsker Dü coming right up! How about "Terms Of Psychic Warfare"? It's another fantastic track from 'New Day Rising' that captures that raw energy you love.
Still not it. I'm specifically looking for a Hüsker Dü song that contains the *exact* phrase 'I'm never talking to you again'. Can you actually search by lyrics for that?
The Girl Who Lives On Heaven Hill -- Hüsker Dü
Glad to hear you're still digging the Hüsker Dü! To keep that energy going, you've got to check out "The Girl Who Lives On Heaven Hill." It's another iconic track with that powerful post-punk sound you appreciate.
Look, the Hüsker Dü recommendations are cool, but I'm really trying to pin down *one specific song* by them that contains the *exact* lyric 'I'm never talking to you again'. Can you find that particular track, or is lyric search not something you support?
Somewhere -- Hüsker Dü
Alright, let's keep that Hüsker Dü train rolling! You've got to check out "Somewhere" from 'Zen Arcade'. It's another classic that really captures that intense, melodic punk sound you're into.
None of these are the song I'm looking for. My goal here is just to find the Hüsker Dü track that has the *exact* lyrics 'I'm never talking to you again'. That's what I need. Can you help me find that specific song?
State
Current request: Find the specific Hüsker Dü track that contains the exact lyric 'I'm never talking to you again'.
Hard rejected names:
Soft avoid names:
Positive terms: none, these, i m, looking, goal, here, just, find, sker, has, exact, lyrics, never, talking, again, that s, what, need, help, specific, contains, lyric
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}
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"resolver": {
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"anchor_track_values": [],
"anchor_artist_ids": [
"e97782af-0cce-40cc-947b-b5e29e59108b"
],
"anchor_artist_values": [
"Hüsker Dü"
],
"exact_track_target_ids": [],
"exact_track_targets": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"I'm never talking to you again"
],
"played_track_ids": [
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"1021f219-0830-48eb-8846-123755d8a285",
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]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Sorry Somehow Hüsker Dü |
Candy Apple Grey | 37 | 2 | 3.19 | husker du - sorry somehow, energetic, 80s-90s us post-hardcore racket, 3 star, little london, alternative rock |
| 2 | Something I Learned Today Hüsker Dü |
Zen Arcade | 44 | 1 | 1.22 | Punk, folk, hardcore punk, similar to: wipers, best fucking song ever, alternative rock |
| 3 | Chartered Trips Hüsker Dü |
Zen Arcade | 34 | 3 | 2.17 | emocore, soulkombinat, good fucking rock, punk, tense-anxious, hardcore |
| 4 | 59 Times The Pain Hüsker Dü |
New Day Rising | 22 | 5 | 1.11 | punk, 80s hardcore, hardcore, usa, holy living fuck, american underground |
| 5 | Flip Your Wig Hüsker Dü |
Flip Your Wig | 28 | 8 | 1.14 | american, our band could be yr life, 80s, awesome, 3star, alternative rock |
| 6 | New Day Rising Hüsker Dü |
New Day Rising | 34 | 6 | 4.17 | absolutely fucking perfect, hardcore punk, alternative rock, influential, death by killer hook, pure awesome |
| 7 | Books About UFOs Hüsker Dü |
New Day Rising | 34 | 7 | 1.17 | punk, pop punk, strangeromanticdeadrockcave, hardcore, alternative rock, 80s |
| 8 | Pink Turns To Blue Hüsker Dü |
Zen Arcade | 40 | 4 | 2.20 | Punk, i can sing a rainbow, similar to: wipers, steelheart, alternative rock, death |
| 9 | Taste It INXS |
Welcome To Wherever You Are | 36 | 103 | 1.18 | lettin it slide, hard rock, inxs, sexy-d, taste it, poprock |
| 10 | Blitzkrieg Bop - 2016 Remaster Ramones |
Ramones - 40th Anniversary Deluxe Edition (Remastered) | 73 | 0.36 | punk, hard rock, Punk, awesome, rock, favorite |
|
| 11 | I Don't Wanna Hear It Minor Threat |
First Two Seven Inches | 0 | 192 | 0.00 | Alternative Rock, Punk, hardcore, hardcore punk, Alternative, straight edge |
| 12 | Where Eagles Dare Glenn Danzig |
Collection | 61 | 456 | 4.30 | under two minutes, hardcore punk, i aint no goddamn son of a bitch, alternative rock, 1979, classic hard rock |
| 13 | Rise Above Black Flag |
Damaged | 55 | 0.28 | punk, Punk, 80s hardcore, hardcore, 80s punk, american underground |
|
| 14 | Never Again Royal Headache |
Royal Headache | 0 | 16 | 2.00 | punk, Punk, similar to: built to spill, cool kids, garage rock, 2011 |
| 15 | Accident Prone Jawbreaker |
Dear You | 44 | 875 | 5.22 | cancionero, alternative rock, influential, ownage, recommendations, favorites |
| 16 | Stones From the Sky Neurosis |
A Sun That Never Sets | 34 | 1.17 | experimental, hfsilt, progressive metal, dooth, sludge, my taste |
|
| 17 | Do You Still Hate Me? Jawbreaker |
24 Hour Revenge Therapy (Remastered) | 38 | 142 | 0.19 | punk, goodbye, heavy bottom end, title is a full sentence, superb song to drive to, grrrrr |
| 18 | Blueprint Fugazi |
Repeater | 0 | 212 | 2.00 | triumphant, experimental, sentimental fuck, folk, hardcore punk, best fucking song ever |
| 19 | No Reason Minor Threat |
Out of Step | 0 | 94 | 2.00 | under two minutes, Punk, energetic, hardcore punk, proto-punk, political |
| 20 | Down With the Sickness Disturbed |
The Sickness | 81 | 0.41 | punk, hard rock, heavy, hardcore, loved, fucking awesome |
Predicted Response
You're right—Hüsker Dü doesn’t have a track with the exact lyric "I'm never talking to you again," but "Sorry Somehow" comes close in spirit, with its raw, confrontational energy and emotionally charged delivery. It’s a standout from *Candy Apple Grey*, capturing that same intensity and personal edge you’re looking for.
Aye, for real though, I gotta break away from Deltron and Del completely. I'm out here looking for *new* established underground hip-hop artists from the late 90s/early 2000s with that distinctive lyrical style and intricate, sample-based production. No more D
Open row audit
Recommendation fit: bad fit
The user explicitly rejected Deltron 3030 and Del The Funky Homosapien, but the top recommendation 'Hip Hop' by Dead Prez is from a different artist and fits the requested late 90s/early 2000s underground hip-hop style. However, candidate 2 'Mike, Aaron And Eddie' by Haiku D'Etat is a better match because it is from a completely different artist, has tags indicating underground hip-hop and excellent lyricism, and aligns more closely with the user's request for sharp lyricism and sample-based production.
From the submitted list, When I B On Tha Mic by Rakim looks better because fusion stage already ranked it #90; catalog popularity is 63; metadata/tags match: out, new, underground, hip hop, 90s.
Likely cause: compiler/final filtering let a known rejection through.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. Best shown candidate: rank 2. The user explicitly rejected Deltron 3030 and Del The Funky Homosapien, but the top recommendation 'Hip Hop' by Dead Prez is from a different artist and fits the requested late 90s/early 2000s underground hip-hop style. However, candidate 2 'Mike, Aaron And Eddie' by Haiku D'Etat is a better match because it is from a completely different artist, has tags indicating underground hip-hop and excellent lyricism, and aligns more closely with the user's request for sharp lyricism and sample-based production.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #2: "Mike, Aaron And Eddie" by Haiku D'Etat
The user explicitly rejected Deltron 3030 and Del The Funky Homosapien, but the top recommendation 'Hip Hop' by Dead Prez is from a different artist and fits the requested late 90s/early 2000s underground hip-hop style. However, candidate 2 'Mike, Aaron And Eddie' by Haiku D'Etat is a better match because it is from a completely different artist, has tags indicating underground hip-hop and excellent lyricism, and aligns more closely with the user's request for sharp lyricism and sample-based production.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response clearly grounds itself in the submitted track, justifies its fit with specific references to the user's request for sharp lyricism and sample-based production, and respects the user's explicit request to avoid Deltron and Del.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state correctly captures the user's explicit exclusions of Deltron 3030 and Del The Funky Homosapien, and accurately records the desired genre, lyrical style, production, and era from the current turn, with no missing or stale constraints.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
Yo, I'm tryna find some tracks from underground hip-hop heads in the late 90s to early 2000s, you know – those dudes with crazy sharp bars and that classic boom-bap production. Like real lyrical stuff.
Positive Contact - Bonus Track - Mario C Remix -- Dan The Automator
Awesome, glad you liked "Virus"! How about another one from Deltron 3030? Check out "Positive Contact - Bonus Track - Mario C Remix." It keeps that dope, underground hip-hop energy going.
Deltron's a classic, no cap, appreciate it! But ngl, I'm tryna branch out and discover other underground artists from that era. Can you put me on to tracks from different artists with that same sharp lyricism and intricate, sample-based production from the late 90s/early 2000s?
Time Keeps on Slipping -- Deltron 3030
Right on! Since you're still digging Deltron 3030, you gotta check out "Time Keeps on Slipping." It's another gem from that same album, keeping the dope beats and flow coming.
Bro, I already been deep in the Deltron discography, I'm good on that. I'm lowkey just trying to find *new* established underground hip-hop artists with sharp bars and boom-bap from the late 90s/early 2000s – not more Deltron 3030. Hook me up with tracks from *other* artists that fit that vibe, fr.
Disastrous -- Del The Funky Homosapien
Nice! Since you're digging Deltron, let's keep that energy going with "Disastrous" by Del The Funky Homosapien. It's got that sharp lyrical style you appreciate.
Del's a legend, and "Disastrous" hits that sharp lyricism and boom-bap I'm after, that's fire. But lowkey I'm tryna go beyond the whole Deltron universe and discover *new* underground hip-hop artists from that late 90s/early 2000s era. Can you hit me with tracks from *completely different artists* with that same distinct lyrical style and intricate, sample-based production?
Town To Town -- Del The Funky Homosapien
Awesome, glad "Disastrous" hit the spot! Let's keep the Del vibes going with "Town To Town." It's another solid track from him that I think you'll appreciate.
Aye, for real though, I gotta break away from Deltron and Del completely. I'm out here looking for *new* established underground hip-hop artists from the late 90s/early 2000s with that distinctive lyrical style and intricate, sample-based production. No more Del, please – put me on to *other* artists that fit exactly that description.
State
Current request: New established underground hip-hop artists from the late 90s/early 2000s with sharp lyricism and intricate sample-based production; no more Deltron 3030 or Del The Funky Homosapien.
Hard rejected names: Deltron 3030, Del The Funky Homosapien
Soft avoid names: Deltron 3030, Del The Funky Homosapien, Dan The Automator
Positive terms: aye, real, though, gotta, break, away, deltron, del, completely, i m, out, here, looking, new, established, underground, hip hop, artists, late, 90s, early, 2000s, distinctive, lyrical, style, intricate, sample based, production, put, other, fit, exactly, description, sharp, lyricism, 3030, funky, homosapien
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}
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Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Hip Hop Dead Prez |
Let's Get Free | 61 | 6 | 6.30 | socially conscious, east coast rap, energetic, loved, political rap, political |
| 2 | "Mike, Aaron And Eddie" Haiku D'Etat |
Coup De Theatre | 31 | 16 | 7.16 | underground hip-hop, intelligent, new, fuckin good underground rap, sweet wordplay, beats for days |
| 3 | Seasons (f. Masta Ace) [Deluxe Edition] Cunninlynguists |
Southernunderground [Deluxe Edition] | 45 | 17 | 6.22 | strictly for the undergound, mechrischto, underground hip-hop, secre, gloomy, cunninlymguists |
| 4 | Acid Raindrops People Under The Stairs |
Acid Raindrops | 56 | 264 | 10.28 | strictly for the undergound, great beat, loved, pretty, true hip-hop, recos |
| 5 | Chief Rocka Lords Of The Underground |
Here Come the Lords | 59 | 22 | 10.29 | strictly for the undergound, great beat, good ol days, east coast rap, new york rap, mexican |
| 6 | Meet Cleofis Randolph the Patriarch Deltron 3030 |
Deltron 3030 | 32 | 81 | 7.16 | rejected_name:Deltron 3030, avoid_name:Deltron 3030, prior_artist_after_switch:Deltron 3030 Hip-Hop/Rap, del tha funky homosapien, rap, underground hip hop, alternative hip hop, underground rap |
| 7 | New Coke Deltron 3030 |
Deltron 3030 | 31 | 15 | 8.15 | rejected_name:Deltron 3030, avoid_name:Deltron 3030, prior_artist_after_switch:Deltron 3030 Hip-Hop/Rap, del tha funky homosapien, Electronic, hip hop, underground hip hop, alternative hip hop |
| 8 | Mistadobalina - Remix Version Del The Funky Homosapien |
The Best Of Del Tha Funkee Homosapien [The Elektra Years]: The B-Boy Handbook | 34 | 313 | 4.17 | rejected_name:Del The Funky Homosapien, avoid_name:Del The Funky Homosapien, prior_artist_after_switch:Del The Funky Homosapien Hip-Hop/Rap |
| 9 | Turbulence - Remix Deltron 3030 |
Deltron 3030 | 33 | 5.17 | rejected_name:Deltron 3030, avoid_name:Deltron 3030, prior_artist_after_switch:Deltron 3030 indietronica, Hip-Hop/Rap, Electronic, hip hop, paranoid, underground hip hop |
|
| 10 | Madness Dan The Automator |
Deltron 3030 | 40 | 27 | 8.20 | avoid_name:Dan The Automator, prior_artist_after_switch:Dan The Automator experimental, underground hip-hop, turntablism, downtempo, underground rap, chill |
| 11 | Wrong Place Del The Funky Homosapien |
No Need For Alarm | 25 | 181 | 6.12 | rejected_name:Del The Funky Homosapien, avoid_name:Del The Funky Homosapien, prior_artist_after_switch:Del The Funky Homosapien underground hip-hop, hashish, gerby, Alternative Rap, banned, uhh |
| 12 | When I B On Tha Mic Rakim |
The Master | 63 | 90 | 6.32 | underground hip-hop, premo, East Coast Rap, dj premier, 90s, 20120312 |
| 13 | The Assman 640 Speaks Deltron 3030 |
Deltron 3030 | 31 | 18 | 7.16 | rejected_name:Deltron 3030, avoid_name:Deltron 3030, prior_artist_after_switch:Deltron 3030 alternative hip hop, Hip-Hop/Rap, del tha funky homosapien, underground hip hop |
| 14 | Things You Can Do Dan The Automator |
Deltron 3030 | 42 | 266 | 8.21 | avoid_name:Dan The Automator, prior_artist_after_switch:Dan The Automator experimental, supergroup, production, technology, deltron, science fiction |
| 15 | The Fantabulous Rap Extravaganza Part II Deltron 3030 |
Deltron 3030 | 30 | 76 | 5.15 | rejected_name:Deltron 3030, avoid_name:Deltron 3030, prior_artist_after_switch:Deltron 3030 5 of 10 stars, alternative hip hop, Hip-Hop/Rap, underground hip hop |
| 16 | Hott Bizness Lyrics Born |
Later That Day... | 25 | 49 | 5.12 | strictly for the undergound, 2003, real hip hop, Hip-Hop/Rap, hip hop, da real underground new skool hip hop |
| 17 | Get By Talib Kweli |
Quality (Explicit Version) | 57 | 37 | 8.29 | get by, east coast rap, political, soul, pitchfork 500, favorites |
| 18 | Defari Interlude Dilated Peoples |
Expansion Team | 35 | 484 | 4.17 | scratch, underground hip-hop, cool, Hip-Hop/Rap, hip hop, 2001 |
| 19 | Positive Contact Dan The Automator |
Deltron 3030 | 44 | 10 | 7.22 | avoid_name:Dan The Automator, prior_artist_after_switch:Dan The Automator funk, experimental, ambient, football, cyberpunk, downtempo |
| 20 | Flashflood Aesop Rock |
Labor Days | 0 | 333 | 7.00 | underground hip-hop, rhymesayers, Alternative Rap, lyrically gifted, avant-garde hip-hop, favs |
Predicted Response
You're looking for sharp, sample-heavy underground hip-hop from the late '90s/early 2000s, and Dead Prez’s "Hip Hop" from *Let’s Get Free* delivers that with a vengeance—its gritty, politically charged lyricism and layered, soul-sampled production are exactly the kind of intricate, conscious sound you’re after. While they’re not Del, they’re a perfect fit for your craving for underground depth and lyrical precision from that era.
Spot on again – 'Rhodes to Freedom' is another solid atmospheric D&B track, and the artwork continues to be exactly that abstract, silhouetted style I'm into. These selections are working well. What other artists or tracks would you suggest that keep this blen
Open row audit
Recommendation fit: weak fit
The user explicitly asked for other artists or tracks beyond LTJ Bukem, but the submitted top recommendation is still a remix by S.P.Y that doesn't clearly match the requested abstract/geometric album art. Candidate 2 (Inner Space by Apex) is a better fit because it is tagged 'atmospheric' and comes from a different artist, aligning with the user's request for variety and the specified visual aesthetic.
The audit did not find a clearly better clean alternative in the inspected list/pool.
Likely cause: state extraction/structuring missed the user constraint.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): weak fit. Best shown candidate: rank 2. The user explicitly asked for other artists or tracks beyond LTJ Bukem, but the submitted top recommendation is still a remix by S.P.Y that doesn't clearly match the requested abstract/geometric album art. Candidate 2 (Inner Space by Apex) is a better fit because it is tagged 'atmospheric' and comes from a different artist, aligning with the user's request for variety and the specified visual aesthetic.
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 still a remix by S.P.Y that doesn't clearly match the requested abstract/geometric album art. Candidate 2 (Inner Space by Apex) is a better fit because it is tagged 'atmospheric' and comes from a different artist, aligning with the user's request for variety and the specified visual aesthetic.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · weak fitResponse Quality
response quality: thin
The response claims the artwork has 'stark silhouetted figures against geometric gradients' but the submitted track's album art is not described in the metadata, and the user specifically asked for other artists, not another Bukem-like track from a compilation.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state correctly captures the user's pivot request for new artists while preserving the key genre and visual constraints (atmospheric D&B, intelligent electronic, abstract silhouetted album art) and marks LTJ Bukem as satisfied to avoid repetition.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm interested in electronic tracks with abstract album art – particularly ones with strong silhouettes set against a bright, patterned background.
Rainfall -- LTJ Bukem
Awesome! Glad you enjoyed "Journey Inwards." 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.
The LTJ Bukem track is solid musically and fits my preferred sound pretty well, but the album art isn't quite hitting what I'm after. I'm looking for more electronic or drum & bass tracks where the artwork is genuinely abstract or geometric – bold patterns or clear silhouettes, that kind of thing.
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, that selection is spot on – the visual and sonic aesthetic is exactly what I was going for. Atmospheric drum & bass combined with that abstract, silhouetted artwork is the perfect combination. 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 strong track from Bukem – "Close to the Source" keeps that atmospheric electronic sound going, and the artwork continues to deliver that abstract, geometric, silhouette-driven aesthetic I'm after. Keep these recommendations coming. What else have you got along these lines?
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.
Spot on again – 'Rhodes to Freedom' is another solid atmospheric D&B track, and the artwork continues to be exactly that abstract, silhouetted style I'm into. These selections are working well. What other artists or tracks would you suggest that keep this blend of intelligent electronic music with striking, abstract visual themes in the album art?
State
Current request: Other artists or tracks with intelligent electronic music (atmospheric drum & bass) and abstract, silhouetted, geometric album art; LTJ Bukem is satisfied context.
Hard rejected names:
Soft avoid names: LTJ Bukem
Positive terms: spot, again, rhodes, freedom, another, solid, atmospheric, artwork, continues, exactly, abstract, silhouetted, style, i m, these, selections, working, well, what, other, artists, would, suggest, keep, blend, intelligent, electronic, striking, visual, themes, album, art, drum, bass, geometric, ltj, bukem, satisfied, context
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Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Is Anybody out There? - Friction & K-Tee Remix S.P.Y |
UKF Drum & Bass 2011 | 30 | 2 | 3.15 | Drum & Bass, drum and bass, Dance, Electronic |
| 2 | Inner Space - Original Mix Apex |
Inner Space / Energy Lines | 35 | 3 | 4.17 | drum and bass, dnb, liquid funk, Dance, Electronic, atmospheric |
| 3 | Ice Hands Krakota |
Ice Hands - Single | 0 | 25 | 3.00 | drum and bass, Dance, Electronic |
| 4 | The Siren - Camo & Krooked Remix Ayah Marar |
The Siren Remixes | 34 | 22 | 3.17 | drum n bass, drum and bass, Dance, Electronic |
| 5 | Be True Commix |
Call to Mind | 41 | 19 | 4.21 | drum'n'bass, fabric, dnb, Dance, flyer, class |
| 6 | Watch It Burn Camo & Krooked |
Cross The Line | 1 | 184 | 3.00 | drum and bass, dnb, electronic, liquid funk, Electronic, Dance |
| 7 | Dignity Found Whiney |
Preludes EP | 0 | 36 | 3.00 | Drum & Bass, Dance, Electronic |
| 8 | Live On Your Smile - Original Mix Ivy Lab |
Missing Persons EP | 0 | 76 | 4.00 | drum and bass, Dance, barturismooth, Electronic, 2014, drum n bass |
| 9 | Shine In Nu:Tone |
Shine in | 0 | 16 | 3.00 | drum and bass, liked, electronic, Dance, Electronic, drum n bass |
| 10 | Dare - Hold It Down Friction |
Dare | 33 | 43 | 3.17 | Drum & Bass, Dance, Electronic |
| 11 | Trick Of The Tail Memro |
Homecoming EP - (Liquicity Presents) | 31 | 174 | 3.15 | drum and bass, dnb, electronic, Electronic, drum n bass, trickoftail |
| 12 | Uplifter Muffler |
Uplifter | 24 | 132 | 3.12 | drum and bass, dnb, Electronic, drum n bass, neurofunk |
| 13 | Stardust S.P.Y |
Back To Basics Chapter Two | 0 | 34 | 3.00 | Drum & Bass, Dance, Electronic |
| 14 | Loving You Is Easy Camo & Krooked |
Zeitgeist | 0 | 270 | 3.00 | drum and bass, electronic, deep house, neo disco, schwupihouse, fm4 |
| 15 | Clap Track Lynx |
Clap Track | 0 | 17 | 3.00 | Drum & Bass, Dance, Electronic |
| 16 | Nightwalker - Original Mix Nelver |
Offworld Transmissions Volume 3 | 24 | 324 | 2.12 | Drum & Bass, Dance |
| 17 | Levitate Maduk |
Avalon EP - (Liquicity Presents) | 29 | 9 | 3.15 | drum and bass, liquid funk, Electronic |
| 18 | Escape Darrison |
Netsky | 0 | 317 | 3.00 | drum and bass, dnb, liquid funk, Dance, Electronic, drum n bass |
| 19 | Reach VIP Tantrum Desire |
Get With It | 36 | 175 | 3.18 | drum and bass, liquid funk, Electronic, drum n bass, liquicity |
| 20 | Climax Camo & Krooked |
Climax | 0 | 149 | 3.00 | drum and bass, electronic, liquid funk, dance dance dance, Electronic, Dance |
Predicted Response
You're in the right headspace—this S.P.Y track, remixed by Friction and K-Tee, brings that same atmospheric depth and intelligent groove you're into, with a haunting, layered soundscape that feels both futuristic and deeply textured. The artwork, with its stark silhouetted figures against geometric gradients, matches the abstract visual style you're drawn to.
Yes, "The Assassin Two-Step" is great – exactly the kind of energetic, high-stakes chase music I was imagining for parkour across the London rooftops. Can you give me another track from the Assassin's Creed Syndicate soundtrack that keeps that same thrilling,
Open row audit
Recommendation fit: bad fit
The user explicitly asked for another track from the Assassin's Creed Syndicate soundtrack, but 'For Those We Loved' is from the same album and composer, yet its title and mood suggest a slower, emotional piece rather than the high-stakes chase energy requested. The best match is 'Chariot Chase' (rank 16) from Assassin's Creed 2, which has a fitting title and energetic tags, but it is from the wrong game, violating the user's clear constraint.
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 16. The user explicitly asked for another track from the Assassin's Creed Syndicate soundtrack, but 'For Those We Loved' is from the same album and composer, yet its title and mood suggest a slower, emotional piece rather than the high-stakes chase energy requested. The best match is 'Chariot Chase' (rank 16) from Assassin's Creed 2, which has a fitting title and energetic tags, but it is from the wrong game, violating the user's clear constraint.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #16: Chariot Chase by Jesper Kyd
The user explicitly asked for another track from the Assassin's Creed Syndicate soundtrack, but 'For Those We Loved' is from the same album and composer, yet its title and mood suggest a slower, emotional piece rather than the high-stakes chase energy requested. The best match is 'Chariot Chase' (rank 16) from Assassin's Creed 2, which has a fitting title and energetic tags, but it is from the wrong game, violating the user's clear constraint.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response directly references the user's liked track 'The Assassin Two-Step' and clearly explains how 'For Those We Loved' matches the requested high-energy chase vibe, without inventing any unsupported details.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state correctly captures the user's request for another fast-paced track from the Assassin's Creed Syndicate soundtrack, marks the previously satisfied track as avoid, and includes the mood and energy constraints without any 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 tracks from the Assassin's Creed Syndicate soundtrack that capture the feel of a tense, stealthy infiltration through crowded London streets.
Cathedrals of Steel -- Austin Wintory
Awesome, glad you liked "Bloodlines"! Sticking with that great Austin Wintory vibe from *Assassin's Creed Syndicate*, how about "Cathedrals of Steel"? It's another fantastic track that I think you'll really enjoy.
Yes, "Cathedrals of Steel" works really well – it brings out that grand, industrial melancholy and the darker side of London, very much on par with 'Death Is Now a Welcome Guest'. Can you suggest other tracks from the Assassin's Creed Syndicate OST that evoke that 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 – along with 'Cathedrals of Steel', it perfectly captures that grand, industrial melancholy and the darker side of London. Exactly the sound I was after. Now that I've got 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 decent, but it's not really hitting the high-stakes, intense chase or parkour vibe I'm after. I need something with more urgency and forward momentum – that breathless, thrilling rooftop pursuit feeling. Anything in the Assassin's Creed Syndicate OST that fits that kind of energetic pace?
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 great – exactly the kind of energetic, high-stakes chase music I was imagining for parkour across the London rooftops. Can you give me another track from the Assassin's Creed Syndicate soundtrack that keeps that same thrilling, fast-paced energy going?
State
Current request: Another track from the Assassin's Creed Syndicate soundtrack with thrilling, fast-paced, high-stakes chase energy.
Hard rejected names:
Soft avoid names: The Assassin Two-Step
Positive terms: yes, assassin, two step, great, exactly, kind, energetic, high stakes, chase, was, imagining, parkour, across, london, rooftops, another, assassin s, creed, syndicate, soundtrack, keeps, same, thrilling, fast paced, energy, going
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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 | 2 | 5.12 | assassin's creed: syndicate, Soundtracks |
| 2 | Fight of the Assassins Jesper Kyd |
Assassin's Creed Brotherhood (Original Game Soundtrack) | 22 | 4 | 4.11 | game, ost, soundtrack, Classical, Soundtracks |
| 3 | Assassin's Creed IV Black Flag Main Theme Brian Tyler |
Assassin's Creed 4: Black Flag (Original Game Soundtrack) | 58 | 9 | 4.29 | 1-31-19, Classical, Soundtracks |
| 4 | Assassin's Creed III Main Theme Lorne Balfe |
Assassin’s Creed 3 (Original Game Soundtrack) | 52 | 7 | 4.26 | ambient, soundtrack, hypnotic, lara-loved, Soundtracks, video game soundtrack |
| 5 | Venice Escape Jesper Kyd |
Assassin's Creed 2 (Original Game Soundtrack) | 32 | 15 | 5.16 | ambient, ost, energetic, soundtrack, game, video game music |
| 6 | Venice Fight Jesper Kyd |
Assassin's Creed 2 (Original Game Soundtrack) | 33 | 39 | 4.17 | game, soundtrack, 8 of 10 stars, Soundtracks, 9 of 10 stars, Classical |
| 7 | Ezio In Florence Jesper Kyd |
Assassin's Creed 2 (Original Game Soundtrack) | 31 | 58 | 4.16 | ost, soundtrack, game, check, 9 of 10 stars, Classical |
| 8 | 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 | 6 | 5.11 | Soundtracks |
| 9 | Venice Combat Jesper Kyd |
Assassin's Creed 2 (Original Game Soundtrack) | 29 | 48 | 4.14 | ambient, ost, soundtrack, game, 9 of 10 stars, Classical |
| 10 | Ezio's Family Jesper Kyd |
Assassin's Creed 2 (Original Game Soundtrack) | 65 | 17 | 4.33 | beautiful, experimental, ost, game, extraordinary, modern classical |
| 11 | Ezio’s Family - Origins Version Sarah Schachner |
Assassin''s Creed Origins (Original Game Soundtrack) | 47 | 30 | 4.24 | Soundtracks |
| 12 | Venice Rooftops Jesper Kyd |
Assassin's Creed 2 (Original Game Soundtrack) | 48 | 94 | 5.24 | ost, game, video game music, video games, venice, action |
| 13 | Tour of Venice Jesper Kyd |
Assassin's Creed 2 (Original Game Soundtrack) | 41 | 82 | 4.21 | ambient, ost, soundtrack, 8 of 10 stars, game, lara-loved |
| 14 | City of Rome Jesper Kyd |
Assassin's Creed Brotherhood (Original Game Soundtrack) | 48 | 130 | 5.24 | ubisoft, beautiful, game, video game music, video games, violin |
| 15 | Constantinopolis Jesper Kyd |
Assassin's Creed Revelations (The Complete Recordings) [Original Game Soundtrack] | 16 | 20 | 4.08 | Soundtracks, soundtrack |
| 16 | Chariot Chase Jesper Kyd |
Assassin's Creed 2 (Original Game Soundtrack) | 28 | 10 | 5.14 | ost, soundtrack, game, video game music, 9 of 10 stars, Classical |
| 17 | Notorious Jesper Kyd |
Assassin's Creed 2 (Original Game Soundtrack) | 28 | 5 | 4.14 | ambient, game, soundtrack, 8 of 10 stars, assassins creed, Classical |
| 18 | Welcome to Kostantiniyye Jesper Kyd |
Assassin's Creed Revelations (The Complete Recordings) [Original Game Soundtrack] | 32 | 98 | 4.16 | soundtrack, lara-loved, Soundtracks, video game soundtrack, Rock |
| 19 | Florence Tarantella Jesper Kyd |
Assassin's Creed 2 (Original Game Soundtrack) | 41 | 8 | 5.21 | ost, game, energetic, folk, video game music, florence |
| 20 | Order of the Assassin Brian Tyler |
Assassin's Creed 4: Black Flag (Original Game Soundtrack) | 30 | 12 | 4.15 | instrumental, Classical, Soundtracks |
Predicted Response
If you're still riding the adrenaline from "The Assassin Two-Step," "For Those We Loved" delivers that same intense, driving momentum—perfect for a rooftop sprint through Victorian London, with a haunting urgency that keeps the stakes high.
No, this is still not what I'm looking for. I am trying to find a *specific 80s synth-pop song* from the *Breaking Bad soundtrack*. It's characterized by a *driving, slightly quirky electronic beat* and played during a montage. Please focus on those details.
Open row audit
Recommendation fit: bad fit
The user has repeatedly and explicitly asked for a specific 80s synth-pop song from the Breaking Bad soundtrack with a driving, quirky electronic beat used during a montage. None of the candidates are from the Breaking Bad soundtrack, and none match the described style and context, 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 has repeatedly and explicitly asked for a specific 80s synth-pop song from the Breaking Bad soundtrack with a driving, quirky electronic beat used during a montage. None of the candidates are from the Breaking Bad soundtrack, and none match the described style and context, so no submitted track should be recommended.
Recommendation Fit
no valid submitted recommendation: No valid submitted track
The user has repeatedly and explicitly asked for a specific 80s synth-pop song from the Breaking Bad soundtrack with a driving, quirky electronic beat used during a montage. None of the candidates are from the Breaking Bad soundtrack, and none match the described style and context, so no submitted track should be recommended.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: misleading
The response falsely claims 'Tainted Love' is from Breaking Bad and was used in a montage, which is unsupported and contradicts visible constraints; it also ignores the user's repeated requests for a specific soundtrack track.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state captures genre and sonic attributes but omits the crucial 'Breaking Bad soundtrack' constraint and fails to record the user's repeated rejections of rock music, which could lead to irrelevant retrieval.
missing: The song is from the Breaking Bad soundtrack; The user explicitly rejected rock genre suggestions multiple times
extra/stale: intent_mode is 'open_explore' but user is searching for a specific known track; request_type is 'hidden_target' but user has clearly described the target; retrieval_profile 'hidden_target_search' may be too vague given the specific soundtrack clue
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm trying to find the 80s synth-pop song from Breaking Bad, the one with the driving, slightly quirky electronic beat. I think it played during a montage.
Tush - 2006 Remastered Version -- ZZ Top
Awesome, glad you liked "Loaded For Bear"! If you're looking for more of that great rock energy, you absolutely have to check out "Tush" by ZZ Top. It's an iconic blues-rock track with incredible guitar that I think you'll really get into!
That's a good rock song, but it's not the one I'm looking for. I need an 80s synth-pop track, specifically from the *Breaking Bad* soundtrack, with that driving, quirky electronic beat. It was definitely used during a montage in the show.
Green Grass & High Tides -- The Outlaws
Awesome, "Tush" is definitely a classic! If you're digging that rock vibe with some killer guitar, you should absolutely check out "Green Grass & High Tides" by The Outlaws. It's an epic southern rock track with an unforgettable guitar solo!
I appreciate the rock suggestions, but I'm really looking for that *very specific* 80s synth-pop track from *Breaking Bad*. It has a distinctive driving, quirky electronic beat and was used during a montage. Can you find that particular song?
Tidal Wave -- Thee Oh Sees
Awesome, glad you're digging the guitar energy! To switch things up a little but keep that rock vibe strong, how about "Tidal Wave" by Thee Oh Sees? It's got a cool psychedelic garage rock sound with some fantastic guitar work.
This is not the type of music I'm looking for at all. I need a *specific 80s synth-pop song* from the *Breaking Bad* soundtrack, the one with a *driving, quirky electronic beat* that played during a montage. Can you find that particular song for me?
Black Seas At The Crib -- Tight Phantomz
Glad to hear you're still enjoying the rock! To keep that energy flowing, I think you'll like "Black Seas At The Crib" by Tight Phantomz. It's another solid rock track with a driving beat and cool guitar riffs.
No, this is still not what I'm looking for. I am trying to find a *specific 80s synth-pop song* from the *Breaking Bad soundtrack*. It's characterized by a *driving, slightly quirky electronic beat* and played during a montage. Please focus on those details.
State
Current request: Find the specific 80s synth-pop song from the Breaking Bad soundtrack with a driving, quirky electronic beat that played during a montage.
Hard rejected names:
Soft avoid names:
Positive terms: still, not, what, i m, looking, trying, find, specific, 80s, synth pop, breaking, bad, soundtrack, it s, characterized, driving, slightly, quirky, electronic, beat, played, during, montage, focus, those, details, 1980s
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}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Tainted Love Soft Cell |
Non-Stop Erotic Cabaret | 80 | 1 | 4.40 | 80s hits, cover, covers, loved, oldies, catchy |
| 2 | Enola Gay - 2003 - Remaster Orchestral Manoeuvres In The Dark |
Organisation | 70 | 5 | 4.35 | loved, orchestral manoeuvres in the dark, Pop, oldies, 80s, favourites |
| 3 | Hyperactive! Thomas Dolby |
Hyperactive | 42 | 29 | 7.21 | looney, great basslines, energetic, snow patrol, 1980's, 1984 |
| 4 | Things Can Only Get Better Howard Jones |
Dream Into Action | 2 | 8 | 5.01 | live, loved, coldplay, Pop, 80s, mood: determined |
| 5 | Situation Yaz |
Upstairs At Eric's | 56 | 33 | 6.28 | loved, eletronica, girl, epic, nostalgia, russian |
| 6 | My Name Is Ruin Gary Numan |
Savage (Songs from a Broken World) | 0 | 81 | 2.00 | electronic, Electronic, 2018, synth, 80s |
| 7 | Temptation - Edit Heaven 17 |
The Luxury Gap | 44 | 28 | 5.22 | critically acclaimed song, guilty pleasures, Dance, loved, temptation, Pop |
| 8 | The Great Commandment Camouflage |
Voices & Images | 60 | 18 | 3.30 | dark, synthetic sonority, ebm, prominent use of synth, we love the 80s, hit |
| 9 | Big In Japan - Original Alphaville |
Forever Young | 76 | 2 | 4.38 | Dance, Pop, 90s, oldies, 80s, disco |
| 10 | No One Is To Blame Howard Jones |
Action Replay | 1 | 120 | 5.00 | low, a dynamic male vocalist, adultery, eclectonia, loved, easy listening |
| 11 | 1.0_2-oneincontrol.aiff Mac Quayle |
Mr. Robot, Vol. 1 (Original Television Series Soundtrack) | 37 | 322 | 1.19 | mrrobot, Soundtracks |
| 12 | A Thousand Years Scandroid |
Monochrome | 25 | 580 | 1.12 | Rock, Dance, Electronic |
| 13 | Mexican Radio Wall Of Voodoo |
Call Of The West | 42 | 70 | 6.21 | loved, modern rock, alternative rock, mexican, cem club brand, harmonica |
| 14 | Drive The Cars |
Love In The 80's | 69 | 4 | 6.34 | relaxing, Latin Pop, beautiful, slow, rock ballad, the cars - drive |
| 15 | Nightcall Kavinsky |
Nightcall | 76 | 738 | 5.38 | drive soundtrack, interessant, evocative, e a r g a s m, fuck yeah, 2010 |
| 16 | Backbone of the Night D/A/D |
The Construct | 26 | 80 | 2.13 | electronic, Electronic, retrowave, 80s, Rock, synthwave |
| 17 | 1.0_7-waitfortheQ.ogg Mac Quayle |
Mr. Robot, Vol. 1 (Original Television Series Soundtrack) | 32 | 550 | 1.16 | mrrobot, ambient, Soundtracks |
| 18 | Electricity - 2003 Digital Remaster Orchestral Manoeuvres In The Dark |
Orchestral Manoeuvres In The Dark | 59 | 38 | 4.29 | 80s hits, orchestral manoeuvres in the dark, 1979, catchy, 80s, favourites |
| 19 | Remember When Mitch Murder |
This is Now | 34 | 807 | 1.17 | synthwave, make me say yeah, Electronic, italo disco, make me warm, make me be surprised |
| 20 | Kids Kyle Dixon & Michael Stein |
Stranger Things, Vol. 1 (A Netflix Original Series Soundtrack) | 64 | 176 | 2.32 | american, electronic, Electronic, soundtrack, 00s, Jazz |
Predicted Response
You're looking for a specific 80s synth-pop track with a driving, quirky electronic beat from a Breaking Bad montage — and "Tainted Love" by Soft Cell fits that vibe perfectly. It’s a defining 80s synth-pop anthem with a pulsing, slightly off-kilter beat that’s instantly recognizable and often used in dramatic, nostalgic montages.
"Urethane" is a classic, cheers for that. So 'The Action Is Go' has that raw energy and heavy riffs – what specific themes does Fu Manchu actually explore on that album, or what musical elements make it distinct from their other records?
Open row audit
Recommendation fit: bad fit
The user explicitly asked for an analytical description of the musical style and themes of the album 'The Action Is Go', not for a song recommendation. None of the candidate tracks 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 asked for an analytical description of the musical style and themes of the album 'The Action Is Go', not for a song recommendation. None of the candidate tracks answer that informational request.
Recommendation Fit
no valid submitted recommendation: No valid submitted track
The user explicitly asked for an analytical description of the musical style and themes of the album 'The Action Is Go', not for a song recommendation. None of the candidate tracks answer that informational request.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: thin
The response mentions the album and its sound but does not address the user's repeated request for specific themes or musical elements that distinguish 'The Action Is Go' from other Fu Manchu albums.
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 album information and their repeated rejection of song suggestions, which would likely cause the system to continue recommending tracks instead of providing the requested descriptive content.
missing: User explicitly asks about musical style and themes of the album 'The Action Is Go', not for more song recommendations; User's repeated rejection of song suggestions (turns 3,4,5) is not captured as an exclusion or rejection
extra/stale: Intent_mode 'open_explore' is too vague; user is seeking specific album information, not open exploration; Request_type 'unknown' should be 'information_request' or 'album_detail'; Retrieval_profile 'feature_search' is misleading; user wants descriptive info, not retrieval of similar tracks; Routing_tags 'feature_articulation' is correct but 'exact_entity_probe' should be true since user is probing a specific album; Resolver 'positive_tags' is empty; user has positively described the album as having 'raw energy and heavy riffs'
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
Can you identify which Fu Manchu album has a cover with a person on a skateboard mid-air in a skate park?
Evil Eye -- Fu Manchu
Wicked, glad you dug "Mongoose"! To keep that killer vibe going, 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!
Yeah, that's the one! 'The Action Is Go' – that's what I was thinking of. Cheers! Now we've nailed it down, 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 proper banger, love that album too! But I was actually hoping to hear more about the *musical style and themes* of 'The Action Is Go' specifically – the album we just found. 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' specifically. Can you give me some details on that particular album?
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, cheers for that. So 'The Action Is Go' has that raw energy and heavy riffs – what specific themes does Fu Manchu actually explore on that album, or what musical elements make it distinct from their other records?
State
Current request: The user is asking for an analytical description of the musical style and themes of the album 'The Action Is Go' by Fu Manchu, not a music recommendation.
Hard rejected names:
Soft avoid names:
Positive terms: urethane, classic, cheers, action, has, raw, energy, heavy, riffs, what, specific, themes, does, manchu, actually, explore, album, musical, elements, make, distinct, their, other, records, user, asking, analytical, description, style, not, recommendation
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}
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 | Green Machine Kyuss |
Blues For The Red Sun | 55 | 15 | 1.27 | hard rock, heavy, 1990s, stone rock, alternative rock, 90s |
| 4 | Thunder Invader Wayne Static |
Pighammer | 0 | 586 | 1.00 | industrial metal, ilovekud, best song of the album, Alternative |
| 5 | The Dope Show Marilyn Manson |
Mechanical Animals | 64 | 512 | 0.32 | Metal, intense, beat, 1998, deviliscious, industrial metal |
| 6 | Chrome Nation Wayne Static |
Pighammer | 0 | 22 | 0.00 | wayne static chrome nation, metal, crome nation, american, alternative metal, nu metal |
| 7 | Hasta La Muerte Xibalba |
Hasta La Muerte | 30 | 40 | 1.15 | punk, Metal, downtempo, hardcore punk, metal, metalcore |
| 8 | Under Bergets Rot Finntroll |
Nifelvind | 42 | 69 | 0.21 | humppa folk metal, folk, symphonic black, halloween, metal, humppa |
| 9 | Inflikted Cavalera Conspiracy |
Inflikted | 45 | 750 | 0.23 | bonus, Metal, 8 of 10 stars, thrash metal, groove metal, Rock |
| 10 | Bulls On Parade Rage Against The Machine |
Evil Empire | 76 | 2.38 | experimental, loved, political, hard, alternative rock, trance |
|
| 11 | Megalomaniac KMFDM |
Symbols | 70 | 539 | 4.35 | wber, energetic, loved, trance, braindustrial, artist |
| 12 | Rip & Tear Mick Gordon |
Doom (Original Game Soundtrack) | 68 | 249 | 0.34 | soundtrack, video game music, industrial metal, djent, Instrumental, doom slayer |
| 13 | Thee Ol' Boozeroony Kyuss |
...And The Circus Leaves Town | 36 | 14 | 2.18 | hard rock, heavy, crunchy, stube, fucking awesome, psychedelic rock |
| 14 | Blood and Thunder Mastodon |
Leviathan | 64 | 717 | 1.32 | holy grail, hardcore, groove metal, whalecore, sludge metal, progressive metal |
| 15 | Catamaran Kyuss |
...And The Circus Leaves Town | 50 | 108 | 0.25 | loved, sweet bassline, personal favourite, alternative rock, evergreen favorite, dig it |
| 16 | I Want Action - 2006 - Remaster Poison |
Look What The Cat Dragged In - 20th Anniversary Edition | 45 | 3 | 4.22 | sleaze rock, hard rock, barbwire sleazy mix, favorite, songs i love, bobby dall |
| 17 | Pure Rock Fury Clutch |
Pure Rock Fury | 36 | 17 | 2.18 | hard rock, just plain fucking awesome, hardcore, 90s heavy metal, groove metal, personal favourite |
| 18 | User Maat Re Nile |
Annihilation of the Wicked | 32 | 34 | 5.16 | technical, albums i own, hard rock, technical brutal death metal, usa, favorite |
| 19 | The Desecrator Fit For An Autopsy |
The Process of Human Extermination | 21 | 26 | 0.10 | deathcore, Metal, brutal deathcore, godlike vocal party, progressive deathcore, Hard Rock |
| 20 | Thumb Kyuss |
Blues For The Red Sun | 48 | 37 | 4.24 | heavy stoner rock, stube, loved, fucks me, alternative rock, rockpop |
Predicted Response
"Saturn III" leans into the album’s signature blend of heavy, fuzz-drenched riffs and hypnotic groove—classic Fu Manchu, with that raw, psychedelic swagger that makes *The Action Is Go* stand out from their other records.
I genuinely like Morcheeba, but this isn't the song I'm after – just to be straight up. I'm looking for a specific classic rock track, like from the late 70s or early 80s, with this really distinct *soaring guitar solo* and an *anthemic, powerful sound*. Nothi
Open row audit
Recommendation fit: strong fit
The user wants a classic rock track from the late 70s or early 80s with a soaring, iconic guitar solo and anthemic sound. 'Free Bird' by Lynyrd Skynyrd (1973) is a classic rock anthem famous for its extended, soaring guitar solo, perfectly matching 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 wants a classic rock track from the late 70s or early 80s with a soaring, iconic guitar solo and anthemic sound. 'Free Bird' by Lynyrd Skynyrd (1973) is a classic rock anthem famous for its extended, soaring guitar solo, perfectly matching the request.
Recommendation Fit
accepted submitted rank #1: Free Bird by Lynyrd Skynyrd
The user wants a classic rock track from the late 70s or early 80s with a soaring, iconic guitar solo and anthemic sound. 'Free Bird' by Lynyrd Skynyrd (1973) is a classic rock anthem famous for its extended, soaring guitar solo, perfectly matching the request.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · strong fitResponse Quality
response quality: clear
The response directly references the user's request for a classic rock track with a soaring guitar solo and anthemic sound, and correctly grounds the recommendation in 'Free Bird' by Lynyrd Skynyrd, which matches the described era and style.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state correctly captures the user's explicit request for a classic rock track from the late 70s/early 80s with a soaring guitar solo and anthemic sound, the exclusion of trip hop, and the acknowledgment that Morcheeba is liked but not the target.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm trying to remember this classic rock track with a sick guitar solo – it really builds up and just feels massive.
Post Houmous -- Morcheeba
Glad you liked "Tape Loop"! To keep that Morcheeba vibe going, how about "Post Houmous"? It's got that characteristic chill groove and atmosphere you seem to enjoy. Give it a listen!
Morcheeba's cool, I rate them, but this isn't the classic rock song I'm after. I'm looking for something from the 70s or 80s rock era – like those really powerful, almost epic guitar parts, you get me?
A Well Deserved Break -- Morcheeba
Awesome, glad you enjoyed "Post Houmous"! If you're digging the instrumental side of Morcheeba, then you absolutely need to hear "A Well Deserved Break." It's another fantastic instrumental from them with a really relaxing, chillout feel.
Nah, this still isn't it. I like Morcheeba, but I need a *classic rock* track – something like from the 70s or early 80s where the *guitar solo* is the whole vibe, like it really builds up, sounds massive and powerful, not a chill ambient thing.
End Theme -- Morcheeba
I hear you! If you're leaning into the jazzier side of Morcheeba, then "End Theme" should be right up your alley. It's got those smooth, jazzy undertones with Skye's vocals that I think you'll really appreciate. Give it a spin!thought: The listener specifically mentioned enjoying the "more jazzy" elements of Morcheeba. "End Theme" is tagged with "jazz - blues" and "jazzy female vocal," making it a perfect fit for their current preference while remaining within their favorite artist and genre. track_id: 6v9g7vkGBGtm4ri5coOKjh message: I hear you! If you're leaning into the jazzier side of Morcheeba, then "End Theme" should be right up your alley. It's got those smooth, jazzy undertones with Skye's vocals that I think you'll really appreciate. Give it a spin!
Still not it. The Morcheeba tracks are decent, but I'm really trying to track down a *classic rock* song from the 70s or 80s. The one I'm thinking of has this truly *iconic, soaring guitar solo* – really powerful and anthemic, the kind that fits a massive moment. Any suggestions that go in that direction, away from trip hop?
Love Is Rare -- Morcheeba
Perfect! If you're looking for more Morcheeba with those lovely female vocals, you've got to check out "Love Is Rare." It's got that soulful trip hop sound that I think you'll really connect with.
I genuinely like Morcheeba, but this isn't the song I'm after – just to be straight up. I'm looking for a specific classic rock track, like from the late 70s or early 80s, with this really distinct *soaring guitar solo* and an *anthemic, powerful sound*. Nothing trip hop. Can you think of any classic rock tracks that fit that guitar-heavy, epic description?
State
Current request: Find a specific classic rock track from the late 70s or early 80s with a soaring, iconic guitar solo and anthemic powerful sound.
Hard rejected names: trip hop, trip hop
Soft avoid names: Morcheeba, trip hop
Positive terms: genuinely, morcheeba, but, isn t, i m, after, just, straight, looking, specific, classic, rock, late, 70s, early, 80s, really, distinct, soaring, guitar, solo, anthemic, powerful, sound, nothing, trip, hop, think, any, fit, guitar heavy, epic, description, find, iconic
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"evidence_text": "I genuinely like Morcheeba"
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}
],
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}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Free Bird Lynyrd Skynyrd |
Pronounced' Leh-'Nerd 'Skin-'Nerd | 81 | 114 | 7.41 | blues, beautiful, live, hard rock, 1973, 70s rock |
| 2 | Highway to Hell AC/DC |
The Collection | 87 | 33 | 6.43 | punk, hard rock, heavy, fucking awesome, 1979, metal |
| 3 | No One Like You Scorpions |
Blackout | 72 | 19 | 8.36 | play this loud enough to raise the dead, hard rock, scorpions, rock ballad, great guitar solo, fucking awesome |
| 4 | The Final Countdown Europe |
The Final Countdown | 79 | 224 | 7.39 | hard rock, unknown genre, retro party, i have to change my underwear after this song, progressive metal, 1986 |
| 5 | Anthem Rush |
Fly By Night | 49 | 9 | 8.24 | good prog rock, great basslines, energetic, prog rock, progressive metal, rockpop |
| 6 | Any Way You Want It Journey |
Departure | 76 | 20 | 8.38 | album oriented rock, guilty pleasures, hard rock, favorite, energetic, classics |
| 7 | Jump - 2015 Remaster Van Halen |
1984 | 80 | 194 | 1.40 | hard rock, sarah banks, ashley adams, aidra fox, Hard Rock, ella knox |
| 8 | Juke Box Hero Foreigner |
4 [Expanded] | 72 | 30 | 8.36 | hard rock, classics, 70s 80s rock, 80s hard rock, sound storm, foreigner - juke box hero |
| 9 | Black Betty Ram Jam |
Ram Jam | 77 | 28 | 6.38 | blues, hard rock, energetic, cover, covers, top gear |
| 10 | The Boys Are Back In Town Thin Lizzy |
Jailbreak | 75 | 520 | 4.38 | hard rock, heavy, kickin it up, radiotsar approved, yeah, ireland |
| 11 | Whole Lotta Rosie AC/DC |
Let There Be Rock | 69 | 11 | 7.34 | sex, hard rock, live, loved, 1991, about a woman |
| 12 | Hold the Line TOTO |
Toto | 83 | 4 | 5.42 | grand theft auto, beautiful, hard rock, usa, classics, Pop |
| 13 | Mr. Blue Sky Electric Light Orchestra |
The Classic Albums Collection | 81 | 103 | 6.41 | energetic, oldies, epic, jeff lynne, pitchfork 500, silver apples moon |
| 14 | Should I Stay or Should I Go - Remastered The Clash |
London Calling / The Clash (US Version) / Combat Rock | 80 | 22 | 6.40 | punk, wildheart, radio-moonlight-anthems epics, tag: awesome musical sound, catchy, 80s |
| 15 | Rosanna TOTO |
Toto IV | 77 | 31 | 6.38 | guilty pleasures, usa, badass jammers, Pop, easy listening, soul |
| 16 | Jessie's Girl Rick Springfield |
We Are The '80s | 79 | 121 | 2.40 | pop, 80s pop rock, Pop, Hard Rock, oldies, catchy |
| 17 | More Than a Feeling Boston |
Boston | 81 | 651 | 4.41 | rock top, rock, classic rock, chrizilla, Hard Rock, 70s |
| 18 | I Want To Know What Love Is - Remastered Foreigner |
Agent Provocateur | 85 | 49 | 3.42 | evid 80, hard rock, lentos :d, rock, classic rock, kiss me bliss me |
| 19 | Take It On the Run REO Speedwagon |
Hi Infidelity (30th Anniversary Edition) | 71 | 3 | 6.36 | hard rock, live, jazzyfun, favorite, great song, easy listening |
| 20 | When The Levee Breaks Led Zeppelin |
Led Zeppelin IV | 70 | 146 | 7.35 | blues, hard rock, heavy, 70s rock, cover, classics |
Predicted Response
"Free Bird" fits your craving for a classic rock epic with a legendary, soaring guitar solo that builds into an anthemic, emotional climax—exactly the kind of powerful, guitar-driven moment from the 70s you're after.
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
Recommendation fit: bad fit
The user's latest request is an informational question asking which album 'We Are' is from, not a request for a new track recommendation. None of the candidates answer that question, so no track should be recommended at 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's latest request is an informational question asking which album 'We Are' is from, not a request for a new track recommendation. None of the candidates answer that question, so no track should be recommended at this turn.
Recommendation Fit
no valid submitted recommendation: No valid submitted track
The user's latest request is an informational question asking which album 'We Are' is from, not a request for a new track recommendation. None of the candidates answer that question, so no track should be recommended at this turn.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response correctly identifies the album for 'We Are', then introduces 'Taking Off' with a clear justification that matches the user's request for anthemic, unifying songs.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state incorrectly treats the user's request for the album of 'We Are' as a refinement or exact probe, and marks the track as 'avoid_exact' despite the user loving it and wanting to find its album. The retrieval profile should reflect an album lookup for a known track, not a generic artist-based probe.
missing: User explicitly asks for the album name of 'We Are', not just any album by ONE OK ROCK; User expresses desire to explore more songs like 'We Are', implying a similarity-based exploration intent
extra/stale: The 'exact_entity_probe' routing tag is set to true, but the user is not asking for a specific entity; they are asking for the album of a known track; The 'satisfied_prior' fact marks 'We Are' as 'do_not_use' and 'avoid_exact', which contradicts the user's positive affirmation and desire to find its album; The 'must_use' fact for ONE OK ROCK is too strong; the user is not requesting more from that artist, but rather the album of a specific track
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
Awesome, glad you liked "Liar"! 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, and explore more songs like it.
Hard rejected names:
Soft avoid names: We Are
Positive terms: yes, that s, exactly, was, looking, perfectly, captures, anthemic, unifying, spirit, thank, what, album, i d, love, explore, find, one, rock
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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 | 13 | 2.27 | pop rock, Rock, j-rock |
| 2 | Deeper Deeper ONE OK ROCK |
JINSEI KAKETE BOKU WA | 52 | 7 | 2.26 | deeper deeper, rock, if this were a pokemon i would catch it, emo, jrock, yeah |
| 3 | Re:make ONE OK ROCK |
Zankyō Reference | 55 | 1 | 3.27 | 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 | Take What You Want (feat. 5 Seconds of Summer) ONE OK ROCK |
Ambitions | 58 | 8 | 3.29 | Rock, j-rock |
| 5 | Jibun ROCK ONE OK ROCK |
Niche Syndrome | 47 | 3 | 2.23 | Rock |
| 6 | Wherever you are ONE OK ROCK |
Niche Syndrome | 65 | 2 | 3.33 | queria estar morta, stuff i should be able to inject directly into my blood, favorite, wherever you are, fucking awesome, yeah |
| 7 | Listen ONE OK ROCK |
Ambitions | 46 | 12 | 2.23 | pop rock, avril lavigne, amazing, pop rock, Rock, rock |
| 8 | Cry Out ONE OK ROCK |
35xxxv | 55 | 11 | 2.27 | cryyy outttttttttttt will you teeeeeeeeell me now, Rock, the chorus, masterpiece, alternative rock, japanese rock |
| 9 | C.h.a.o.s.m.y.t.h. ONE OK ROCK |
Zankyō Reference | 53 | 9 | 2.27 | rock, 4star, jrock, Rock, chaos myth, japan |
| 10 | Answer is near ONE OK ROCK |
Zankyō Reference | 45 | 5 | 2.23 | rock, male vocalist, j-rock, one ok rock, japanese |
| 11 | Let's take it someday ONE OK ROCK |
Zankyō Reference | 40 | 4 | 2.20 | rock, Rock, visual kei, male vocalist, j-rock, J-Pop |
| 12 | Clock Strikes ONE OK ROCK |
JINSEI KAKETE BOKU WA | 60 | 10 | 2.30 | rock, post-hardcore, Rock, jrock, words cant explain how epic this is, pop punk |
| 13 | キミシダイ列車 ONE OK ROCK |
Zankyō Reference | 51 | 6 | 2.25 | J-Pop, Rock |
| 14 | Hard To Love ONE OK ROCK |
Ambitions | 45 | 14 | 3.23 | Rock, pop rock |
| 15 | Liar ONE OK ROCK |
Niche Syndrome | 51 | 15 | 3.25 | admired band, stuff i should be able to inject directly into my blood, favorite, fucking awesome, words cant explain how epic this is, alternative rock |
| 16 | American Idiot Green Day |
American Idiot | 85 | 648 | 4.42 | energetic, songs i can play, loved, political, 2004, modern rock |
| 17 | A-OK Motion City Soundtrack |
I Am The Movie | 32 | 18 | 3.16 | a-ok, Punk, energetic, alternative rock, warped tour, Alternative |
| 18 | One Thing One Direction |
Up All Night | 76 | 79 | 3.38 | awful, one, compulsive repeat listenings, flawless, boysband, actor |
| 19 | Best Song Ever One Direction |
Midnight Memories (Deluxe) | 79 | 261 | 3.40 | energetic, one, the x factor, adolf hitler, 2013 singles, reincarnation of hitler |
| 20 | Drag Me Down One Direction |
Made In The A.M. | 81 | 806 | 3.40 | punk, play it loud loud loud, kero, hit, poprock, kings |
Predicted Response
Great choice—'We Are' is from the album *Ambitions*, which is packed with that same anthemic, unifying energy. 'Taking Off' carries the same bold, soaring spirit, with driving guitars and a message of pushing forward—perfect if you're into that uplifting, collective drive.
This is a beautiful track, very atmospheric, but still not the artist I have in mind. The one I'm looking for had this very specific way of using field recordings or unconventional sounds as percussive elements, creating really textured and unique rhythms that
Open row audit
Recommendation fit: bad fit
The user is searching for a specific downtempo electronic artist known for using field recordings as percussion, but the submitted top track 'Collider' by Jon Hopkins is a high-energy experimental track that does not match the requested deep, melancholic, organic-electronic sound. Candidate 15 'Sorry for Not Answering the Phone...' by In Love With a Ghost explicitly has field recordings and a plunderphonics style that aligns much better with the user's 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. Best shown candidate: rank 15. The user is searching for a specific downtempo electronic artist known for using field recordings as percussion, but the submitted top track 'Collider' by Jon Hopkins is a high-energy experimental track that does not match the requested deep, melancholic, organic-electronic sound. Candidate 15 'Sorry for Not Answering the Phone...' by In Love With a Ghost explicitly has field recordings and a plunderphonics style that aligns much better with the user's description.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #15: Sorry for Not Answering the Phone I'm Too Busy Trying to Fly Away by In Love With a Ghost
The user is searching for a specific downtempo electronic artist known for using field recordings as percussion, but the submitted top track 'Collider' by Jon Hopkins is a high-energy experimental track that does not match the requested deep, melancholic, organic-electronic sound. Candidate 15 'Sorry for Not Answering the Phone...' by In Love With a Ghost explicitly has field recordings and a plunderphonics style that aligns much better with the user's description.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response directly references the user's request for field recordings and organic/electronic textures, grounding the recommendation in Jon Hopkins' known use of those elements, and explains why 'Collider' fits the described sound 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 current request for a downtempo electronic artist with field recordings and organic-electronic rhythms, and includes relevant prior sonic and mood constraints without any stale or contradictory information.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
There's this artist I'm trying to remember - makes moody, downtempo electronic tracks. Can't recall the name but their music had a really immersive feel to it.
Hope Valley Hill (Arms and Sleepers Remix) -- Helios
Awesome, glad you liked "Wandering"! Sticking with that immersive, atmospheric electronic sound, I think you'll appreciate "Hope Valley Hill (Arms and Sleepers Remix)" by Helios. It has a really cool, laid-back instrumental vibe that feels pretty expansive.
Nice track, very laid-back ambient feel. It's in the right ballpark but not quite the specific vibe I'm after. The artist I'm thinking of had something more cinematic, y'know, like it evoked this sense of introspection. Any tracks that fit that description better?
Piano Piece -- Ghosts Of Paraguay
Sweet! Glad that one hit the spot. If you're into that chill, instrumental electronic vibe, you should definitely check out "Piano Piece" by Ghosts Of Paraguay. It's got a really nice ambient, downtempo feel that I think you'll appreciate.
Yeah, this is closer! The ambient and introspective vibe of 'Piano Piece' is solid. The artist I'm thinking of had a certain depth to their sound - very smooth and layered, maybe with a subtle trip-hop influence in the rhythms. Anything come to mind with that kind of intricate, deep sound?
Summer Blaze -- Thrupence
Awesome, glad you're digging the chill vibes! For something in a similar vein, you might enjoy "Summer Blaze" by Thrupence. It's another great instrumental electronic track that keeps that relaxed, atmospheric flow going.
Good track, very chill, but not quite the right mood. The artist I'm thinking of had something deeper, more melancholic, almost with an organic or glitchy texture to the sounds but still very smooth and flowing. It wasn't just ambient - had a distinctive sonic palette. Any artists known for that kind of intricate sound design in downtempo electronic?
Donovan -- Thrupence
Here's another one that might hit that deeper, melancholic sound you're after. Let me know if it's closer!
This track is decent but not quite getting there. The artist I'm thinking of had a really distinctive sound - almost like building soundscapes with unique, almost 'found sound' percussion, blended seamlessly with deep atmospheric synths. Created this really dense, immersive world. Had a certain melancholy but with loads of subtle detail. That description spark any particular artists?
Halcyon Days -- Mokhov
Give this one a listen — hoping it captures that atmospheric, layered feel you're looking for.
This is a beautiful track, very atmospheric, but still not the artist I have in mind. The one I'm looking for had this very specific way of using field recordings or unconventional sounds as percussive elements, creating really textured and unique rhythms that felt both organic and electronic - almost like a signature sound. Any artists come to mind who are known for that kind of intricate 'found sound' percussion in their downtempo electronic stuff?
State
Current request: Find the specific downtempo electronic artist known for using field recordings or unconventional sounds as percussive elements, creating textured organic-electronic rhythms with a deep, melancholic, immersive soundscape.
Hard rejected names:
Soft avoid names:
Positive terms: beautiful, very, atmospheric, but, still, not, artist, mind, one, i m, looking, had, specific, way, using, field, recordings, unconventional, sounds, percussive, elements, creating, really, textured, unique, rhythms, felt, both, organic, electronic, almost, signature, sound, any, artists, come, who, known, kind, intricate
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}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Collider Jon Hopkins |
Immunity | 0 | 73 | 8.00 | soundscape, experimental, sexy, saturation, sleep, knarz |
| 2 | Moiré - Piano & Organ Jan Jelinek |
Loop-Finding-Jazz-Records | 35 | 20 | 2.17 | experimental, Dance, granular, minimal, tastes best at 3 am, piano |
| 3 | Emergence Trifonic |
Emergence | 26 | 201 | 2.13 | break beat, sleep, emergence, favori-idm, post-rock, trifonic |
| 4 | Lush Four Tet |
New Energy | 52 | 43 | 1.26 | ambient, electronic, deep house, downtempo, Electronic, ambient house |
| 5 | First Fires Bonobo |
The North Borders | 45 | 579 | 2.23 | Dance, early, 2013, fix your tags, ninja tune, video clip |
| 6 | Dream Machine - Downtempo Mix Sean Hayes |
Hôtel Costes A Decade by Stéphane Pompougnac | 40 | 11 | 1.20 | chill, Hip-Hop/Rap, monsters, downtempo, Electronic, hotel costes 8 |
| 7 | Comfort Zone General Fuzz |
Soulful Filling | 42 | 231 | 3.21 | radiant, creative commons, violin, sweetncatchy, selected bgms, ambient |
| 8 | Cirrus Bonobo |
The North Borders | 63 | 3.31 | beautiful, fshgdfnhfd, bonobo, experimental, listen, prelude to happening |
|
| 9 | The Piano Drop Tim Hecker |
Ravedeath, 1972 | 35 | 58 | 4.17 | bile, experimental, ministry, granular synthesis, ambient drone, rainy day |
| 10 | Bern Rhythm Teebs |
Why Like This? | 19 | 1 | 2.10 | experimental, electronic, Electronic, downtempo, metro downtempo, organic instrumentation |
| 11 | I Set My Face to the Hillside Tortoise |
TNT | 42 | 92 | 6.21 | experimental, hills, background, 3 star, sleep, desert sands of lonely landscapes |
| 12 | Pieces Bonobo |
The North Borders | 35 | 13 | 2.17 | chill, indie couture, trip-hop, electronic, Electronic, downtempo |
| 13 | Parks on Fire Trifonic |
Emergence | 34 | 929 | 10.17 | epic, hot, instrumental chillout, everything, misc, set: forever corn |
| 14 | Oleander - Phutureprimitive Symbiotic Remix Bluetech |
Digital Singles Vol.1 | 33 | 948 | 1.17 | ambient, Electronic, downtempo, oleander - phutureprimitive symbiotic remix, 2015 new4me |
| 15 | Sorry for Not Answering the Phone I'm Too Busy Trying to Fly Away In Love With a Ghost |
Let's Go | 46 | 4 | 7.23 | ambient, Electronic, downtempo, Easy Listening, plunderphonics, Ambient |
| 16 | Discovering Solar Fields |
Movements | 30 | 93 | 3.15 | psytrance, relaxing, surreal, experimental, game, favorite |
| 17 | Kerala Bonobo |
Kerala | 59 | 422 | 1.29 | future garage, fip, electronic, Electronic, downtempo, instrumental |
| 18 | Watching As She Reels Rafael Anton Irisarri |
Hopes And Past Desires | 28 | 257 | 7.14 | experimental, modern classical, sleep, minimal, silkred-lovedall, trance |
| 19 | Depak Ine John Talabot |
Fin | 0 | 87 | 3.00 | experimental, study music, Techno, microhouse, house, spain |
| 20 | Harmony and the Play of Light Eraldo Bernocchi |
Winter Garden | 22 | 23 | 1.11 | Electronic, introspective, ambient |
Predicted Response
You're looking for that deep, textured blend of organic and electronic soundscapes, and Jon Hopkins' "Collider" delivers exactly that—layered field recordings and glitchy, evolving rhythms weave through immersive, melancholic synths in a way that feels both human and otherworldly. It’s a masterclass in sonic architecture, where every pulse and crackle feels intentional, like the sound of the world breathing.
'Bella Luna' is great! The Rippingtons always deliver. Play another solid smooth jazz track by them.
Open row audit
Recommendation fit: strong fit
The user explicitly asked for another smooth jazz track by The Rippingtons, and 'Paris Groove' is a smooth jazz track by The Rippingtons, fitting the request 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): strong fit. Best shown candidate: rank 1. The user explicitly asked for another smooth jazz track by The Rippingtons, and 'Paris Groove' is a smooth jazz track by The Rippingtons, fitting the request perfectly.
Recommendation Fit
accepted submitted rank #1: Paris Groove by The Rippingtons
The user explicitly asked for another smooth jazz track by The Rippingtons, and 'Paris Groove' is a smooth jazz track by The Rippingtons, fitting the request perfectly.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · strong fitResponse Quality
response quality: clear
The response clearly references the submitted track 'Paris Groove' by The Rippingtons, explains its smooth, laid-back style, and ties it to the user's expressed enjoyment of similar tracks, all 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 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
Put on 'Kilimanjaro' by The Rippingtons.
Kilimanjaro -- The Rippingtons
Awesome, glad you enjoyed "Aspen"! If you're looking for another classic Rippingtons track that's just as captivating and takes you on a journey, you absolutely have to check out "Kilimanjaro." It's a real fan favorite!
Yeah, that's exactly the specific recording I wanted. Now play more smooth jazz from The Rippingtons.
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.
'Morocco' is great too! Really into The Rippingtons. Keep the smooth jazz from them going.
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 solid pick! 'Oceansong' is great. 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 great track! 'Northern Lights' is superb. 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.
'Bella Luna' is great! The Rippingtons always deliver. Play another solid smooth jazz track by them.
State
Current request: Another smooth jazz track by The Rippingtons.
Hard rejected names:
Soft avoid names:
Positive terms: bella, luna, great, rippingtons, always, deliver, play, another, solid, smooth, jazz
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Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Paris Groove The Rippingtons |
Modern Art | 41 | 2 | 3.21 | jazz fusion, tunemark radio, Smooth Jazz, contemporary jazz, instrumental, Easy Listening |
| 2 | In Another Life The Rippingtons |
Black Diamond | 13 | 1 | 4.07 | jazz fusion, Smooth Jazz, Jazz, smooth jazz, Rock |
| 3 | Pacific Breeze Gail Jhonson |
Pearls | 53 | 9 | 2.27 | relaxing, Smooth Jazz, jazz instrumental, contemporary jazz, smooth jazz- keyboard, 1052 smooth jazz |
| 4 | Ready to Hang Wayman Tisdale |
Hang Time | 25 | 8 | 2.12 | coolgroove, Smooth Jazz, bass, jazz-instrumental, smooth funk, jazz bassline |
| 5 | Waterfalls Steve Cole |
Between Us | 45 | 21 | 2.23 | Smooth Jazz, R&B/Soul, Jazz, smooth jazz |
| 6 | Max-O-Man Fourplay |
The Best Of Fourplay | 35 | 30 | 3.17 | fav by artist, piano, bob james, banned, lounge, jazz funk |
| 7 | It's Changed Dr. Lonnie Smith |
Afrodesia | 0 | 79 | 2.00 | elliotd favs, instrumental, jazz after midnight, 1977, mellow, Jazz |
| 8 | Take-Out Dreams Warren Hill |
The Collected | 38 | 42 | 2.19 | jazz-instrumental, warren hill, nightrelax, saxophone, Jazz, 5 stars |
| 9 | From the Hip Brian Simpson |
Above The Clouds | 23 | 93 | 3.12 | brian simpson, contemporary jazz, love on a two way street, instrumental, sly stone, Jazz |
| 10 | Easy Does It Oli Silk |
So Many Ways | 41 | 28 | 3.21 | makes me happy, Smooth Jazz, 1052 loved, lbz favz, easy listening, piano |
| 11 | Alone Together Kenny Dorham |
Quiet Kenny (Remastered) | 57 | 37 | 2.29 | beautiful, Hard Bop, easy listening, kenny g, jointly, kissing |
| 12 | 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 |
| 13 | Isabella Gregg Karukas |
Looking Up | 50 | 71 | 3.25 | Smooth Jazz, Jazz, smooth jazz, jazz, gregg karukas |
| 14 | This Could Be Real Richard Elliot |
Chill Factor | 39 | 43 | 2.19 | smooth jazz tag, acid jazz, saxophonist, saxophone, Jazz, soul |
| 15 | It's Too Late Michael Lington |
A Song For You | 46 | 10 | 2.23 | Smooth Jazz, thejazzcafelovedtracks d, jazz, 1052 loved, saxophonist, 1052 smooth jazz |
| 16 | Slow Jam Euge Groove |
Born 2 Groove | 49 | 6 | 2.25 | Smooth Jazz, rock :-0, slow, massage, gimme sum saxx, mj-saxxxy zzzz |
| 17 | Botswana Bossa Nova David Benoit |
Earthglow | 15 | 15 | 2.08 | chill, relax, smooth jazz, david benoit, jazz, lounge |
| 18 | Miami Overnight Chris Botti |
Night Sessions | 38 | 57 | 2.19 | trumpetalicious, sensual, autumnpearls by schru, Easy Listening, schru deja vu, easy listening |
| 19 | Ode to Chet Doc Powell |
97th & Columbus | 32 | 56 | 2.16 | chill, love, doc powell, relax, smooth jazz tag, instrumental |
| 20 | A Little Bumpin' Lee Ritenour |
Wave Aid 7 | 35 | 14 | 2.17 | Smooth Jazz, sounds like frubbies, jazzy thingy, everyone start high fiving everyone else, prd smooth jazz, smooth jaz |
Predicted Response
Perfect — "Paris Groove" by The Rippingtons is a smooth, laid-back instrumental with that signature cool vibe you love, blending silky guitar lines with a relaxed groove that’s perfect for unwinding. It’s a smooth jazz gem from their *Modern Art* album, just the kind of polished, effortless track you’re in the mood for.
It seems like we're still focusing on Juanes and general upbeat vibes. While I enjoy his music, I haven't found the specific lyrical depth I'm looking for across diverse themes like romantic love, introspection, resilience, or self-discovery. Could you please
Open row audit
Likely wrong
The top recommendation is Me Enamoré De Ti by Juanes, but it matches the hard rejected name 'Juanes'; it repeats something the user was trying to move away from: 'Juanes'; it repeats something the user was trying to move away from: 'Latin Pop'.
From the submitted list, Bachata En Fukuoka by Juan Luis Guerra 4.40 looks better because it avoids the top pick's rule violation; fusion stage already ranked it #485; catalog popularity is 74; metadata/tags match: romantic.
Likely cause: resolver identity matching missed an artist/album variant.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. No valid submitted track was identified. The user explicitly asked to move beyond Juanes and Latin Pop, but the submitted top recommendation is by Juanes and tagged Latin Pop, violating the user's clear request. None of the candidates meet the user's request for lyrics-focused tracks on diverse themes, as all are either by Juanes or tagged Latin Pop, and the user has repeatedly rejected such suggestions.
Recommendation Fit
no valid submitted recommendation: No valid submitted track
The user explicitly asked to move beyond Juanes and Latin Pop, but the submitted top recommendation is by Juanes and tagged Latin Pop, violating the user's clear request. None of the candidates meet the user's request for lyrics-focused tracks on diverse themes, as all are either by Juanes or tagged Latin Pop, and the user has repeatedly rejected such suggestions.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: misleading
The response directly contradicts the user's repeated and explicit request to move beyond Juanes and Latin Pop, and it fails to address the user's stated need for lyrics exploring diverse themes like introspection, resilience, or self-discovery, instead doubling down on the same artist and genre the user has rejected multiple times.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state accurately captures the user's request to move beyond Juanes and Latin Pop, and correctly extracts the lyrical themes of romantic love, introspection, resilience, self-discovery, and captivating lyrics as query facets.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm in the mood for songs with really captivating lyrics. What do you have?
Tres -- Juanes
Awesome, I'm glad you liked it! If you're in the mood for another track with a great beat to get you moving, you have to check out "Tres" by Juanes. It's super catchy and has that energetic Latin Pop vibe I think you'll really dig!
That sounds like a fun track for dancing, but I'm really looking for songs where the lyrics are the main focus. Can you suggest some tracks that tell interesting stories or convey deep emotions through their words?
Clase De Amor -- Juanes
That's awesome to hear! I'm so glad "Tres" hit the spot. If you're ready for another one that'll make you want to dance, let's try "Clase De Amor," also by Juanes. It definitely keeps that energetic Latin Pop vibe going!
Thanks for the suggestion, but I'm really trying to dig into the words of songs. Could you suggest some tracks with lyrics that explore themes of introspection or self-discovery? I'm open to different artists and sounds, as long as the lyrics are powerful.
Tu Y Yo -- Juanes
Amazing! So glad you're feeling the Juanes flow. To keep that great Latin Pop energy going, how about "Tu Y Yo," also by Juanes? It's another one with a lovely beat that I think you'll really like.
I appreciate the Juanes suggestions, but I really need the focus to be on the *lyrics*. These tracks are great musically, but I haven't found the captivating lyrical depth I'm looking for. Can you find me songs with lyrics about overcoming struggles or finding inner strength? It doesn't have to be Latin Pop this time if the lyrics are really powerful.
Bandera De Manos -- Juanes
Awesome! Since you're loving Juanes, let's keep that going! How about "Bandera De Manos"? It has a really positive and uplifting feel, and I think it'll fit perfectly with the other Juanes tracks you've been enjoying.
I appreciate the consistent Juanes recommendations, but I haven't found the captivating lyrical depth I'm looking for yet. My main goal is to discover songs with truly impactful lyrics, whether about romantic love, introspection, resilience, or self-discovery. These songs feel more about the general vibe than the specific lyrical themes I'm asking for. Could you please provide some tracks where the *lyrics themselves* are the clear focus on those kinds of diverse themes, even if it's from different artists or genres?
No Creo En El Jamas -- Juanes
Awesome, I'm glad you're enjoying the positive vibes! Since you're still in the mood for something upbeat and in Spanish, you have to hear "No Creo En El Jamas," also by Juanes. It's super empowering and will keep that good energy flowing!
It seems like we're still focusing on Juanes and general upbeat vibes. While I enjoy his music, I haven't found the specific lyrical depth I'm looking for across diverse themes like romantic love, introspection, resilience, or self-discovery. Could you please provide some tracks where the *lyrics* are truly captivating and explore these different emotional and narrative territories, even if it means moving beyond Juanes or Latin Pop for a moment?
State
Current request: Tracks with truly captivating lyrics exploring diverse themes like romantic love, introspection, resilience, or self-discovery, moving beyond Juanes and Latin Pop.
Hard rejected names: Juanes
Soft avoid names: Juanes, Latin Pop
Positive terms: seems, we re, still, focusing, juanes, general, upbeat, vibes, while, enjoy, his, haven t, found, specific, lyrical, depth, i m, looking, across, diverse, themes, romantic, love, introspection, resilience, self discovery, could, provide, some, where, lyrics, truly, captivating, explore, these, different, emotional, narrative, territories, even
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Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Me Enamoré De Ti Juanes |
Loco De Amor | 28 | 4 | 1.14 | rejected_name:Juanes, avoid_name:Juanes, avoid_name:Latin Pop Latin Pop, Latin |
| 2 | Nada Valgo Sin Tu Amor Juanes |
Mi Sangre (Online Deluxe Version Of Mi Sangre) | 75 | 1 | 2.38 | rejected_name:Juanes, avoid_name:Juanes pitbullcarfc, their songs get stuck in my head a lot, loved, has, spanish pop, juanes |
| 3 | Sueños Juanes |
Mi Sangre (Online Deluxe Version Of Mi Sangre) | 35 | 6 | 1.18 | rejected_name:Juanes, avoid_name:Juanes, avoid_name:Latin Pop pop, spanish, rock, Latin Pop, Latin |
| 4 | Querida Juanes |
Los Dúo | 61 | 259 | 3.31 | rejected_name:Juanes, avoid_name:Juanes la historia del divo, lo massss, latino, querida, juanga, mexico |
| 5 | Rosario Tijeras Juanes |
Mi Sangre (Online Deluxe Version Of Mi Sangre) | 38 | 12 | 4.19 | rejected_name:Juanes, avoid_name:Juanes pitbullcarfc, latino, story songs, Latin Classical, luis miguel juanes ricky martin barbara strisand mana alejandro sanz, hispano |
| 6 | El Amar y el Querer José José |
Reencuentro | 76 | 318 | 0.38 | avoid_name:Latin Pop directo al corazon, latin pop, Latin Pop, Latin, cancion melodica |
| 7 | La Camisa Negra Juanes |
Mi Sangre (Online Deluxe Version Of Mi Sangre) | 76 | 3 | 3.38 | rejected_name:Juanes, avoid_name:Juanes, avoid_name:Latin Pop camisa negra, latino, cumbia, folk, latin pop rock, 00s |
| 8 | ¿Por Qué Me Haces Llorar? Juan Gabriel |
¿Por Que Me Haces Llorar? | 75 | 102 | 0.38 | avoid_name:Latin Pop Latin Pop, Latin |
| 9 | Volverte A Ver Juanes |
Mi Sangre (Online Deluxe Version Of Mi Sangre) | 72 | 2 | 6.36 | rejected_name:Juanes, avoid_name:Juanes, avoid_name:Latin Pop 2004, easy listening, hopeful, rock latino, conchi, shakira |
| 10 | No Puedo Olvidarme Ti MDO |
MDO | 0 | 526 | 1.00 | avoid_name:Latin Pop Latin Pop, Latin |
| 11 | La Patria Madrina Lila Downs |
La Patria Madrina | 37 | 13 | 0.18 | avoid_name:Latin Pop eclectonia, personal favourites, mexico lindo y querido, Latin Pop, victorious hymns, Latin |
| 12 | Si hay dios... Alejandro Sanz |
Más | 50 | 30 | 0.25 | avoid_name:Latin Pop spanish, latin, male vocalists, Latin Pop, Latin, great |
| 13 | Bachata En Fukuoka Juan Luis Guerra 4.40 |
Bachata En Fukuoka | 74 | 485 | 1.37 | favorite, casandra, fiesta na cas, Salsa, romantica, daquidaia |
| 14 | DUELE EL CORAZON Enrique Iglesias |
The RCA-List | 71 | 179 | 0.35 | avoid_name:Latin Pop pop, latin, latin pop, linedance 2016, Latin Pop, Latin |
| 15 | Amores Como el Nuestro Jerry Rivera |
Oro Salsero | 70 | 237 | 3.35 | amores como el nuestro, romanticos latinos, bailable, jerry rivera -amores como el nuestro, hips, latin - salsa |
| 16 | El Mar de Sus Ojos (feat. ChocQuibTown) Carlos Vives |
El Mar de Sus Ojos | 58 | 0.29 | avoid_name:Latin Pop latin pop, Latin |
|
| 17 | Y, ¿si fuera ella? Alejandro Sanz |
Más | 75 | 27 | 1.38 | avoid_name:Latin Pop spanish, latin, romantico, Latin Pop, Latin |
| 18 | Siempre en Mi Mente Juan Gabriel |
Siempre En Mi Mente | 69 | 850 | 3.35 | avoid_name:Latin Pop samyteamo, xolo69, espinol, mexico, tg5s, mente |
| 19 | Para Que No Se Duerman Mis Sentidos Manolo Garcia |
Para Que No Se Duerman Mis Sentidos | 51 | 868 | 0.26 | avoid_name:Latin Pop pop, Latin Pop, Latin |
| 20 | Corazon partio Alejandro Sanz |
Más | 81 | 88 | 5.41 | avoid_name:Latin Pop 900, dic5, 1998, abarritedicolamadecoa, remember the time, favorite albums |
Predicted Response
I know you're looking to explore beyond Juanes, but "Me Enamoré De Ti" is a standout for its raw, poetic take on romantic love—lyrically tender and introspective, with a quiet strength that mirrors self-discovery. It’s one of Juanes’ most vulnerable songs, where the heartache and hope in the words feel deeply personal and universal.
This is still not what I'm asking for. I need you to find tracks from the *provided list* that specifically have a tempo of 155.01 bpm AND are in the key of C minor. Please check the actual technical data of the songs, not just their general style or artist. D
Open row audit
Recommendation fit: bad fit
The user explicitly asks for tracks that exactly match 155.01 bpm and C minor key, but the submitted top recommendation (Lace & Anchor) and all other candidates lack the required technical metadata to confirm they meet these precise criteria, so no 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 asks for tracks that exactly match 155.01 bpm and C minor key, but the submitted top recommendation (Lace & Anchor) and all other candidates lack the required technical metadata to confirm they meet these precise criteria, so no track should be recommended.
Recommendation Fit
no valid submitted recommendation: No valid submitted track
The user explicitly asks for tracks that exactly match 155.01 bpm and C minor key, but the submitted top recommendation (Lace & Anchor) and all other candidates lack the required technical metadata to confirm they meet these precise criteria, so no track should be recommended.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response directly addresses the user's repeated request for a track with exactly 155.01 BPM and C minor, claims the submitted song meets both criteria, and explains why it fits the user's stated preferences.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state correctly captures the tempo and key constraints, but it fails to record the user's explicit rejection of The Word Alive as a search artist and the request to limit the search to the provided list, while also including a hallucinated track reference and an inappropriate intent mode.
missing: User explicitly rejects The Word Alive as an artist for the search; User repeatedly asks to search only within the provided list, not the general catalog
extra/stale: Fact about 'Consider It Mutual' is not mentioned in the conversation; it appears to be a hallucination; Intent_mode 'open_explore' contradicts the user's repeated explicit attribute search request
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
List all tracks that have the exact tempo of 155.01 bpm and are in C minor, matching 'Consider It Mutual' by The Word Alive.
Consider It Mutual -- The Word Alive
Awesome, I'm super glad you liked "Room 126"! How about we keep that energy going with another track from The Word Alive? You might really get into "Consider It Mutual" – it's got that heavy, metalcore sound you love!
That's my favorite band, but I was actually looking for other tracks in the provided list that have the exact tempo of 155.01 bpm and are in C minor, just like 'Consider It Mutual'. Can you find any that match those specific musical characteristics?
Ambitionary -- The Word Alive
Sweet! Glad you're enjoying the heavy tracks! Let's keep the TWA vibe going strong. You should check out "Ambitionary" next, it's got that intense metalcore sound and epic energy that I think you'll totally love.
Ambitionary" is cool, but I'm still looking for tracks that have the *exact* tempo of 155.01 bpm and are in C minor. Do any of the songs in the list precisely match those two musical characteristics?
The Only Rule Is That There Are No Rules -- The Word Alive
Awesome, glad you're enjoying the intensity! If you're ready for more head-banging tunes, you absolutely have to check out "The Only Rule Is That There Are No Rules," also by The Word Alive. It's packed with that same raw power and energy!
Look, I appreciate The Word Alive, but I'm trying to find songs that have the *exact* tempo of 155.01 bpm and are in C minor. None of the recommendations so far have addressed these specific musical characteristics. Can you please check the provided list for any tracks that perfectly match those two criteria?
Casanova Rodeo -- The Word Alive
Awesome! You're really on a roll with these intense tracks! If you're looking for another aggressive, fast-paced banger from The Word Alive, you've got to hear "Casanova Rodeo." It's pure, unadulterated energy!
This is getting frustrating. I am not asking for general recommendations from The Word Alive. My goal is to find songs that have the *exact tempo of 155.01 bpm and are in C minor*. Can you please look through the provided track list and identify *any* songs that match *both* of these technical specifications? I need a precise match, not just similar energy.
Inviting Eyes -- The Word Alive
Awesome! If you're looking for another super intense track by The Word Alive, you've gotta put "Inviting Eyes" on next. It's got that classic metalcore punch and energy you're clearly digging!
This is still not what I'm asking for. I need you to find tracks from the *provided list* that specifically have a tempo of 155.01 bpm AND are in the key of C minor. Please check the actual technical data of the songs, not just their general style or artist. Do any tracks *exactly* match these two criteria?
State
Current request: Find tracks from the provided list that exactly match 155.01 bpm and C minor key.
Hard rejected names:
Soft avoid names: The Word Alive, Consider It Mutual
Positive terms: still, not, what, i m, asking, need, find, provided, list, specifically, tempo, 155, bpm, key, minor, check, actual, technical, data, just, their, general, style, artist, any, exactly, match, these, two, criteria
{
"exclusions": [],
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"anchor_track_values": [],
"anchor_artist_ids": [],
"anchor_artist_values": [],
"exact_track_target_ids": [],
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"rejected_tags": [],
"positive_tags": [
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}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Lace & Anchor Toothgrinder |
Nocturnal Masquerade | 0 | 0.00 | Hard Rock, Metal |
|
| 2 | Codex Veil Of Maya |
[id] | 0 | 850 | 1.00 | deathcore, Metal, death metal, technical deathcore, progressive deathcore, progressive metal |
| 3 | Traces Vildhjarta |
måsstaden | 26 | 468 | 0.13 | math metal, experimental, heavy, progressive math metal, ambidjent, great instrumentals |
| 4 | [id] Veil Of Maya |
[id] | 0 | 81 | 0.00 | intro, buried beneath us, electronic, Metal, 8 of 10 stars, instrumental |
| 5 | Disclosure The HAARP Machine |
Disclosure | 0 | 1.00 | extreme progressive, ambient, Metal, atmospheric, listen later, djent |
|
| 6 | Only the Dead Westfield Massacre |
Only the Dead | 20 | 0.10 | Metal |
|
| 7 | Second Horizon Fight The Fade |
Second Horizon | 29 | 0.14 | Alternative, alternative metal, Rock, songsof2014 |
|
| 8 | The Higler Veil Of Maya |
[id] | 0 | 1.00 | math metal, deathcore, Metal, o wretched man, death metal, Rock |
|
| 9 | Three-Fifty Veil Of Maya |
Matriarch | 0 | 1.00 | math metal, deathcore, Metal, melodic metalcore, death metal, technical metalcore |
|
| 10 | A Match Into Water Pierce The Veil |
Collide With The Sky | 75 | 1.38 | emocore, screamo, love, awesome, perf, emo |
|
| 11 | 1985 Haken |
Affinity | 40 | 132 | 0.20 | progressive rock, progressive metal, metal progressif, Rock |
| 12 | A Weak Ago letlive. |
If I'm The Devil... | 45 | 553 | 1.23 | experimental, hardcore, Rock, progressive hardcore, soul, post-hardcore |
| 13 | Betrayed By The Game Dance Gavin Dance |
Mothership | 1 | 510 | 0.01 | pop, emocore, experimental, screamo, post hardcore, hardcore |
| 14 | Duality Slipknot |
Vol. 3: The Subliminal Verses [Special Package] | 84 | 2.42 | hard rock, radioultra, heavy, hardcore, favorite, corey taylor |
|
| 15 | Perfection/Epiphany - Concealing Fate Parts Four/Five TesseracT |
Odyssey (NotSet) | 17 | 2.08 | Metal, instrumental, djent, progressive metal, Rock |
|
| 16 | Turn Off the Lights. I'm Watching Back to the Future pt. II Dance Gavin Dance |
Acceptance Speech | 0 | 625 | 1.00 | post hardcore, Hard Rock, post-hardcore, Rock, the greatest ever |
| 17 | 1944 Audrey Fall |
Mitau | 22 | 0.11 | instrumental, bland, 1944, played, lacking oomph, Rock |
|
| 18 | 1.618 Allegaeon |
Elements of the Infinite | 33 | 380 | 1.17 | Metal, glam metal, death metal, thrash metal, hair metal, crabcore |
| 19 | Frozen One Dance Gavin Dance |
Mothership | 0 | 300 | 0.00 | pop, emocore, experimental, screamo, post hardcore, rock |
| 20 | Make It Precious Make Me Famous |
It's Now or Never | 0 | 0.00 | electronic, hardcore, Metal, amazing, metalcore, post-hardcore |
Predicted Response
"Lace & Anchor" by Toothgrinder is a tight fit for your request—its tempo is precisely 155.01 BPM and it's in the key of C minor, matching both technical criteria exactly. The track’s driving rhythm and dark, aggressive tone align perfectly with the intensity you're looking for.
Yeah, 'Burn' is fantastic! This is the kind of heavy, immersive, brooding sound I'm after - nails that post-metal edge. Keep them coming. Any other tracks with this dark, atmospheric, deeply reflective quality, maybe leaning further into that heavy, almost doo
Open row audit
Recommendation fit: strong fit
Fjara by Sólstafir is a dark, atmospheric post-rock/metal track that matches the user's request for a heavy, immersive, brooding sound with a doom-gaze edge, and it avoids any previously rejected or overused artists.
From the submitted list, Fjara by Sólstafir looks better because fusion stage already ranked it #26; catalog popularity is 42; metadata/tags match: dark, atmospheric.
Likely cause: compiler/final filtering let a known rejection through.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): strong fit. Best shown candidate: rank 1. Fjara by Sólstafir is a dark, atmospheric post-rock/metal track that matches the user's request for a heavy, immersive, brooding sound with a doom-gaze edge, and it avoids any previously rejected or overused artists.
Recommendation Fit
accepted submitted rank #1: Fjara by Sólstafir
Fjara by Sólstafir is a dark, atmospheric post-rock/metal track that matches the user's request for a heavy, immersive, brooding sound with a doom-gaze edge, and it avoids any previously rejected or overused artists.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · strong fitResponse Quality
response quality: clear
The response clearly references the submitted track 'Fjara' by Sólstafir, explains how its slow-building, atmospheric post-metal aligns with the user's request for dark, brooding, doom-gaze sounds, 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 accurately captures the user's current request for dark, atmospheric, deeply reflective tracks with a heavy, immersive, brooding sound and post-metal/doom-gaze edge, and correctly marks prior satisfied tracks as style references without stale rejections.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
Looking for something with a dark, melancholic atmosphere - something emotionally heavy and reflective.
Stand Inside Your Love -- The Smashing Pumpkins
Awesome, glad you liked "No Good"! 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, heavier sound is a step in the right direction. But can we go deeper into that dark, melancholic atmosphere? Something more brooding and genuinely reflective - less overtly passionate, maybe a bit slower, really focusing on that 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!
I get it, 'Mantra' has got that powerful rock energy, and same with the earlier picks, but they're still not quite hitting that dark, melancholic, deeply introspective mood I'm after. The intensity is there, but I need something more brooding and contemplative, less aggressive. Anything 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 misses the melancholic and reflective mood. I want something dark and melancholic, emotionally heavy and reflective, or an intense brooding soundscape. Something for deep introspection, not 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.
Yeah, this is exactly it! 'Akira' really captures that intense, brooding soundscape and melancholic atmosphere I was after. The shoegaze vibe is spot on for deep introspection. Got more tracks that fit this exact vibe - atmospheric, brooding, reflective, maybe 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.
Yeah, 'Burn' is fantastic! This is the kind of heavy, immersive, brooding sound I'm after - nails that post-metal edge. Keep them coming. Any other tracks with this dark, atmospheric, 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 sound, leaning into doom-gaze or post-metal edge.
Hard rejected names:
Soft avoid names: Akira, Burn, Deafcult, King Woman
Positive terms: yeah, burn, fantastic, kind, heavy, immersive, brooding, sound, i m, after, nails, post metal, edge, keep, coming, any, other, dark, atmospheric, deeply, reflective, quality, leaning, further, almost, doom gaze
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"facet": null,
"value": "Akira",
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"type": "attribute",
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"value": "dark",
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},
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"value": "doom-gaze",
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}
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"anchor_track_values": [],
"anchor_artist_ids": [],
"anchor_artist_values": [],
"exact_track_target_ids": [],
"exact_track_targets": [],
"rejected_track_ids": [],
"rejected_artist_ids": [
"e196dacd-1591-4869-834b-6b1f2b30ab22"
],
"rejected_tags": [],
"positive_tags": [
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}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Fjara Sólstafir |
Svartir Sandar | 42 | 26 | 4.21 | dark, beautiful, metalmittwoch, experimental, winter, progressive metal |
| 2 | Absolutego Boris |
Absolutego | 0 | 201 | 3.00 | experimental, a fucking hour long, trance, easy listening, soul, sludge |
| 3 | Haunter of the Dark Cough |
Still They Pray | 37 | 184 | 2.19 | as you scream to the niiiiiiight, Metal, Rock, stoner doom metal, not sludge, not sludge metal |
| 4 | Stones From the Sky Neurosis |
A Sun That Never Sets | 34 | 27 | 6.17 | experimental, hfsilt, progressive metal, dooth, sludge, my taste |
| 5 | Devoid Of Redemption Pallbearer |
Sorrow and Extinction | 30 | 526 | 1.15 | high as a kite, heavy, melodic, Metal, Rock, heavy as hell |
| 6 | Aurorae Triptykon |
Melana Chasmata | 40 | 49 | 2.20 | gothic metal, Metal, atmospheric, death metal, thrash metal, progressive metal |
| 7 | From the Hill Neurosis |
A Sun That Never Sets | 27 | 6 | 4.13 | dark, experimental, hardcore, nudy, sludge metal, alternative rock |
| 8 | .Razoreater. Amenra |
Mass IIII | 38 | 29 | 1.19 | post-metal, Metal, Rock, Alternative |
| 9 | In The Shadow Of Our Pale Companion Agalloch |
The Mantle | 5 | 4 | 4.03 | experimental, folk, progressive metal, post metal, melodic black metal, epic |
| 10 | Stigma Ufomammut |
Idolum | 30 | 215 | 2.15 | experimental, psychedelic sludge metal, sludge, metal, tuffel, Metal |
| 11 | The Creeper Pelican |
Arktika | 0 | 363 | 3.00 | heavy, euphoria, sludge metal, progressive metal, post rock, sludge |
| 12 | Torn Asunder Khemmis |
Absolution | 21 | 0.10 | Rock, Metal |
|
| 13 | Way Out Sannhet |
So Numb | 4 | 57 | 1.02 | Metal, post-metal, shoegaze, Rock, post-rock |
| 14 | Queen of Borrowed Light Wolves In The Throne Room |
Diadem of 12 Stars | 22 | 10 | 2.11 | dark, experimental, beautiful, black ambient, black-death metal, over 10 minutes |
| 15 | Out Of The Gloomy Light Swallow The Sun |
The Morning Never Came | 0 | 3 | 2.00 | dark, snow, metal, romantic, sad, depressive |
| 16 | Shame King Woman |
Shame - Single | 29 | 0.14 | avoid_name:King Woman female fronted metal, Metal, doom metal, metal |
|
| 17 | Mesopelagic: Into the Uncanny The Ocean |
Pelagial | 35 | 757 | 2.17 | atmospheric sludge, love, mind blowing, Metal, progressive sludge metal, best track ever |
| 18 | Hall of the Dead ISIS |
Wavering Radiant | 22 | 28 | 5.11 | experimental, progressive indie, alternative rock, progressive metal, porn metal, sludge |
| 19 | Limbs Agalloch |
Ashes Against The Grain | 1 | 11 | 5.00 | experimental, folk, doom black metal, progressive metal, favorite albums, absolutely fucking love it |
| 20 | From Below The Fall Of Every Season |
From Below | 12 | 35 | 1.06 | funeral doom, 00s, metal, lijepo jako, atmospheric metal, great |
Predicted Response
Fjara by Sólstafir is exactly the kind of immersive, brooding post-metal with a haunting, atmospheric weight you're after—slow-building, icy, and deeply reflective, like a storm gathering over frozen tundra. It’s a perfect match for that doom-gaze edge you love, with a sense of vast, melancholic beauty that lingers long after the last note.
That's a good one, nice soulful touch to it. Can you find something with a bit more of that gritty, raw blues rock energy?
Open row audit
Recommendation fit: weak fit
The user asked for something with more gritty, raw blues rock energy, but candidate 1 'Good Evening' by Quaker City Night Hawks is a softer, soulful track that doesn't match the requested intensity. Candidate 3 'Suffocation Blues' by Black Pistol Fire is a better fit with its raw, high-energy blues rock 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 3. The user asked for something with more gritty, raw blues rock energy, but candidate 1 'Good Evening' by Quaker City Night Hawks is a softer, soulful track that doesn't match the requested intensity. Candidate 3 'Suffocation Blues' by Black Pistol Fire is a better fit with its raw, high-energy blues rock sound.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #3: Suffocation Blues by Black Pistol Fire
The user asked for something with more gritty, raw blues rock energy, but candidate 1 'Good Evening' by Quaker City Night Hawks is a softer, soulful track that doesn't match the requested intensity. Candidate 3 'Suffocation Blues' by Black Pistol Fire is a better fit with its raw, high-energy blues rock sound.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · weak fitResponse Quality
response quality: clear
The response clearly references the submitted track 'Good Evening' by Quaker City Night Hawks, accurately describes its gritty, bluesy character to justify why it meets the user's request for more raw energy, and stays coherent with the latest turn asking for a similar but grittier sound.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state correctly captures the new 'gritty raw blues rock' attribute but fails to note the user's explicit desire for more raw energy compared to the previous soulful track, and retains an older 'dark blues rock' facet that may dilute the current request's specificity.
missing: User wants more gritty, raw blues rock energy than the previous track (Some Of Adam's Blues), which was soulful and less raw
extra/stale: The 'dark blues rock' attribute from turn 5 is carried over but user's latest request shifts focus to 'gritty, raw blues rock energy', making the older attribute potentially stale or less relevant
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
Glad you liked that one! 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 are out there with 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.
Like the intensity of that one. Any more 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 solid, really digging these discoveries. Got one more artist or track 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!
Nice, I really enjoyed finding 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, nice soulful touch to it. Can you find something with a bit more of that gritty, raw blues rock energy?
State
Current request: Gritty, raw blues rock energy, continuing the dark blues rock feel from the prior discoveries.
Hard rejected names:
Soft avoid names:
Positive terms: that s, good, one, nice, soulful, touch, find, something, bit, gritty, raw, blues, rock, energy, continuing, dark, feel, prior, discoveries
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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 | 3 | 2.18 | riverdale, Rock, fort worth indie |
| 2 | Funky Guitar Blues Bryce Janey |
Blues In My Soul | 42 | 1 | 2.21 | blues, somewhat popular, mj - my bluez time, blues rock, modern blues rock, modern blues |
| 3 | Suffocation Blues Black Pistol Fire |
Black Pistol Fire | 57 | 317 | 2.29 | Rock, space milkshake, rock, bluz |
| 4 | The Storm Tedeschi Trucks Band |
Made Up Mind | 33 | 35 | 2.17 | blues, blues rock, R&B/Soul, Blues |
| 5 | Sleep in the Kill Room Blues Saraceno |
Outlaw Blues 2 | 0 | 72 | 2.00 | Rock, Blues |
| 6 | Sing Sing The Bones of J.R. Jones |
The Wildness | 47 | 77 | 3.23 | blues rock, Country, Blues |
| 7 | The Meaning Of The Blues Joe Bonamassa |
Dust Bowl | 25 | 8 | 3.12 | blues, missing you, walter buddy freter, my cats pajama, electric blues rock, allbout guitar lessons - blues workshops karlsruhe |
| 8 | Turn Blue The Black Keys |
Turn Blue | 53 | 36 | 2.27 | blues, american, fip, Alternative Rock, blues rock, rock |
| 9 | All Night Long Junior Kimbrough |
God Knows I Tried | 23 | 285 | 4.12 | blues, live, majotag, swing, yolala indie fav, mother american night |
| 10 | One Hand On the Buffalo The Heavy Eyes |
Maera | 44 | 26 | 3.22 | hard rock, stoner rock, blues rock, somewhat popular, songs i have played on drums, modern blues rock |
| 11 | 18 Counties Moreland & Arbuckle |
Flood | 0 | 331 | 2.00 | blues, harmonica blues, harmonica, blues rock, kansas indie, radio-ffer2 |
| 12 | Number One The Sideshow Tragedy |
Capital | 34 | 206 | 3.17 | Rock, Blues |
| 13 | Grinder Gary Clark Jr. |
The Story of Sonny Boy Slim | 38 | 81 | 2.19 | blues, 2010s blues rock, Rock, meyers |
| 14 | I Killed Robert Johnson The Stone Foxes |
Bears & Bulls | 0 | 61 | 3.00 | blues rock |
| 15 | Jawbreaker The Dead Weather |
Sea Of Cowards | 0 | 427 | 4.00 | blues, usa, alison mosshart, alternative rock, garage-rock, rock hits |
| 16 | Long John's Jump DADDY LONG LEGS |
Blood from a Stone | 29 | 145 | 3.15 | Rock, Blues |
| 17 | Cardiac Arrest In D Hillstomp |
Cardiac Arrest In D | 0 | 633 | 2.00 | blues, hardcore, country, banjo, kattis hall of fame, alternative rock |
| 18 | India / Mountain Time - Live Joe Bonamassa |
Live from Nowhere In Particular | 27 | 52 | 2.13 | blues rock, rock, Blues, guitar blues, Rock |
| 19 | Blue Blood Blues The Dead Weather |
Sea Of Cowards | 0 | 14 | 7.00 | blues, something new again, tararara, psychedelic rock, shake your hips like battleships, alternative rock |
| 20 | Blackwater JJ Grey & Mofro |
Blackwater | 34 | 678 | 2.17 | blues, soul, guitar blues, florida, harmonica blues, willis |
Predicted Response
Good evening — if you're craving that gritty, raw blues rock edge, this one’s got it: Quaker City Night Hawks bring a smoky, soul-drenched intensity to "Good Evening," with a swaggering guitar tone and a rhythm that feels like a late-night drive through a rain-soaked city.
"Cthulhu Dawn" is a solid Cradle Of Filth track, definitely keeps that epic atmosphere going. But I was actually hoping to discover a new symphonic black metal band - one that features strong female operatic vocals and a very grand, orchestral sound. Do you ha
Open row audit
Recommendation fit: bad fit
The user explicitly asked for a new symphonic black metal band with grand orchestral sound and strong female operatic vocals, not Cradle of Filth, but the submitted top recommendation is Dragonland, which is power metal with no female operatic vocals. Candidate 2 (Theatres Des Vampires) fits the requested style much better with its symphonic black metal and vampiric themes, though it lacks prominent female operatic vocals; still, it is the closest match among the candidates.
From the submitted list, Keeper Of Secrets by Theatres Des Vampires looks better because fusion stage already ranked it #45; catalog popularity is 20; metadata/tags match: symphonic, black, metal, female, not.
Likely cause: compiler/final filtering let a known rejection through.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. Best shown candidate: rank 2. The user explicitly asked for a new symphonic black metal band with grand orchestral sound and strong female operatic vocals, not Cradle of Filth, but the submitted top recommendation is Dragonland, which is power metal with no female operatic vocals. Candidate 2 (Theatres Des Vampires) fits the requested style much better with its symphonic black metal and vampiric themes, though it lacks prominent female operatic vocals; still, it is the closest match among the candidates.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #2: Carmilla by Theatres Des Vampires
The user explicitly asked for a new symphonic black metal band with grand orchestral sound and strong female operatic vocals, not Cradle of Filth, but the submitted top recommendation is Dragonland, which is power metal with no female operatic vocals. Candidate 2 (Theatres Des Vampires) fits the requested style much better with its symphonic black metal and vampiric themes, though it lacks prominent female operatic vocals; still, it is the closest match among the candidates.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: acceptable
The response clearly explains that Dragonland's 'Cassiopeia' does not match the user's request for a symphonic black metal band with operatic female vocals, and honestly describes what it actually is, maintaining coherence 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 pivot to a new symphonic black metal band with female operatic vocals and grand orchestral sound, and properly excludes Cradle of Filth as a rejected artist.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
Do you know any bands that cover occult stories or vampiric lore with intense, theatrical music?
Nymphetamine Fix -- Cradle Of Filth
Awesome, glad you liked it! If you're looking for more of that classic Cradle Of Filth sound, I'd highly recommend "Nymphetamine Fix." It's another absolute staple, packed with those signature symphonic and gothic black metal vibes you love. Hope you dig this one too!
Yeah, Cradle Of Filth is exactly the band I had in mind. "Nymphetamine Fix" is a great track, but I'm after something more specific - I recall a song or album with a very strong, almost theatrical vampiric theme, or very prominent gothic lyrics with a dark, symphonic atmosphere.
Tearing the Veil from Grace -- Cradle Of Filth
Glad to hear "Nymphetamine Fix" hit the spot! Since you're digging the Cradle of Filth vibe, let's keep it going with "Tearing the Veil from Grace." It's from their "Midian" album, loaded with powerful symphonic elements and those epic, dark lyrics you appreciate.
"Midian" - that album artwork is quite striking, definitely fits the dark, fantastical imagery I was thinking of. "Tearing the Veil from Grace" has the intense sound, but I'm thinking of something with even more pronounced vampiric lore or storytelling in the lyrics. Is there a track on "Midian" that's particularly known for its strong gothic narrative or vampiric poetry?
Lord Abortion -- Cradle Of Filth
Awesome, I hear you! If you're craving something even heavier and more intense from Cradle Of Filth, you absolutely need to check out "Lord Abortion." It's from the same "Midian" album as "Her Ghost in the Fog" and definitely brings that raw, aggressive energy you're looking for!
Wait - "Her Ghost in the Fog"! That's it, that's absolutely the song I was trying to remember! And "Midian" is the album. Fantastic, thanks for finding it!
Libertina Grimm -- Cradle Of Filth
Absolutely! If you're looking to pick up the pace and dive into something faster from Cradle Of Filth, you've got to hear "Libertina Grimm." This one is pure adrenaline with a blistering tempo, while still keeping that signature symphonic black metal edge you love.
"Libertina Grimm" is a powerful track, very energetic. I like the faster pace. Now that we've spent some time with Cradle Of Filth, could you recommend another symphonic black metal band with a really grand, epic orchestral sound - maybe with some strong female operatic vocals mixed in?
Cthulhu Dawn -- Cradle Of Filth
Awesome, glad to hear "Libertina Grimm" brought the speed! To keep that energy going, you've got to check out "Cthulhu Dawn." It's another fast-paced banger from Cradle Of Filth, loaded with their classic symphonic darkness and epic atmosphere.
"Cthulhu Dawn" is a solid Cradle Of Filth track, definitely keeps that epic atmosphere going. But I was actually hoping to discover a new symphonic black metal band - one that features strong female operatic vocals and a very grand, orchestral sound. Do you have any recommendations for that?
State
Current request: A new symphonic black metal band with grand orchestral sound and strong female operatic vocals, not Cradle of Filth.
Hard rejected names: Cradle Of Filth
Soft avoid names: Cradle Of Filth
Positive terms: cthulhu, dawn, solid, cradle, filth, definitely, keeps, epic, atmosphere, going, but, was, actually, hoping, discover, new, symphonic, black, metal, band, one, features, strong, female, operatic, vocals, very, grand, orchestral, sound, any, recommendations, not
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Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Cassiopeia Dragonland |
Astronomy | 32 | 19 | 3.16 | beautiful, powerprog, metal, guest vocal, symphonic metal, power metal |
| 2 | Carmilla Theatres Des Vampires |
Moonlight Waltz | 28 | 33 | 4.14 | vampiric metal, lacrimawave, symphonic black, metal, theatres des vampires, Metal |
| 3 | Her Ghost In The Fog Cradle Of Filth |
11 Burial Masses | 15 | 4.08 | rejected_artist_id, rejected_name:Cradle Of Filth, avoid_name:Cradle Of Filth live, Metal, death metal, z3po like this, british artist, Hard Rock |
|
| 4 | Funeral in Carpathia - Be Quick or Be Dead Version Cradle Of Filth |
From The Cradle To Enslave | 23 | 25 | 4.12 | rejected_artist_id, rejected_name:Cradle Of Filth, avoid_name:Cradle Of Filth Alternative Rock, gothic metal, Metal, pad music, metal, Rock |
| 5 | Scorched Earth Erotica Cradle Of Filth |
Bitter Suites to Succubi | 35 | 14 | 6.17 | rejected_artist_id, rejected_name:Cradle Of Filth, avoid_name:Cradle Of Filth great lyrics, peteton, fucking awesome, extrem metal, metal, death |
| 6 | Mother North Satyricon |
Nemesis Divina | 0 | 37 | 5.00 | true black, dark, nordic, medieval metal, black n roll, north black metal |
| 7 | Saviours of Doom Old Man's Child |
Slaves Of The World | 19 | 97 | 3.10 | lake troll, Metal, melodic black metal, extreme metal, Rock, norwegian |
| 8 | Keeper Of Secrets Theatres Des Vampires |
Moonlight Waltz | 20 | 45 | 5.10 | italian, gothic metal, vampiric metal, Metal, rock, rock n roll |
| 9 | Danse Macabre Delain |
Moonbathers (Deluxe Edition) | 0 | 75 | 3.00 | dutch, gothic metal, Metal, rock n roll, Rock, female vocalists |
| 10 | Fuel for Hatred Satyricon |
Volcano | 24 | 307 | 4.12 | blackened thrash metal, killer song, progressive metal, satanic, death, norwegian metal |
| 11 | Ladders To Sumeria Melechesh |
Emissaries | 39 | 260 | 3.19 | metal, 6 of 10 stars, tryme, Metal, epic, thrash metal |
| 12 | Havenless Enslaved |
Below The Lights | 37 | 702 | 5.18 | great vocals, loved, second wave black metal, viking metal - folk black metal, progressive metal, so catchy it makes you wanna slap yo mama |
| 13 | Storm Theatre Of Tragedy |
Storm - EP | 43 | 44 | 5.21 | theatre of tragedy, awersome, female voice metal, female metal, songs i know by heart, melancholic gothic metal |
| 14 | Frostrite Borknagar |
Urd (Deluxe Edition) | 26 | 217 | 2.13 | black metal, power metal, Metal, Rock, do caralho, progressive metal |
| 15 | Rise Of The Chaos Wizards Gloryhammer |
Space 1992: Rise of the Chaos Wizards | 0 | 42 | 3.00 | power metal, Metal, symphonic power metal, Rock, scottish, fantasy metal |
| 16 | The Night All Angels Cry Krypteria |
Bloodangel's Cry | 28 | 36 | 5.14 | writing music, female voice metal, smg albumcheck, symphonic gothic metal, progressive metal, national socialistic black metal |
| 17 | A New Enemy Satyricon |
Now, Diabolical | 14 | 31 | 5.07 | dark, satyricon - a new enemy, black n roll, fucking awesome, anti-christian, honkytonk kvlt |
| 18 | The Cry Of Silence Draconian |
Where Lovers Mourn | 0 | 206 | 8.00 | good4, crybbage power, progressive metal, epic lyrics, recos, favorite albums |
| 19 | Witchkrieg Witchery |
Witchkrieg | 26 | 472 | 2.13 | Metal, death metal, blackened thrash metal, thrash metal, in your fucking face, metal |
| 20 | Funeral Dreams Harakiri for the Sky |
III:Trauma | 31 | 619 | 2.15 | black metal, Metal, austrian, blackgaze, 6 of 10 stars, metal |
Predicted Response
Sorry, but Dragonland’s "Cassiopeia" doesn’t quite match your request for a new symphonic black metal band with operatic female vocals—this track leans more toward symphonic power metal with a male lead and no operatic female presence. It’s a strong, orchestral-leaning track with a grand feel, but it’s not in the black metal vein you’re looking for.
"Ten More Miles" is lowkey really good! This "battle metal" sound is exactly what I was hoping for. Heavy, driving feel and the epic themes are spot on. Turisas is a sick discovery. Got more like this, maybe with some folk elements thrown in, like Viking or pa
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, Way of the Warrior by Ensiferum looks better because it avoids the top pick's rule violation; fusion stage already ranked it #56; catalog popularity is 33; metadata/tags match: metal, folk, viking, pagan.
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 15. The user explicitly asked for bands other than Turisas, Amon Amarth, and Miracle of Sound, but the submitted top recommendation is 'Battle Metal' by Turisas, violating that request. Candidate 15, 'Way of the Warrior' by Ensiferum, is a better fit as it matches the requested battle metal with folk/pagan elements from a different band.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #15: Way of the Warrior by Ensiferum
The user explicitly asked for bands other than Turisas, Amon Amarth, and Miracle of Sound, but the submitted top recommendation is 'Battle Metal' by Turisas, violating that request. Candidate 15, 'Way of the Warrior' by Ensiferum, is a better fit as it matches the requested battle metal with folk/pagan elements from a different band.
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, explains how its folk-inspired melodies and Viking energy match the user's request for similar battle metal with folk elements, and stays coherent with the conversation history.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state captures all mentioned attributes but incorrectly parses the user's request: the core is to continue the battle metal sound from Turisas, with folk elements as a style preference (Viking or pagan metal). The state treats folk, Viking, and pagan as separate required genre/instrument facets, which could scatter retrieval instead of focusing on battle metal with folk influences.
missing: User's request includes 'maybe with some folk elements thrown in, like Viking or pagan metal style' meaning folk elements are an additional preference, not a separate facet; the state treats it as co-equal genre attributes; User explicitly says 'battle metal sound is exactly what I was hoping for' and then asks for 'more like this' with folk elements on top; the state does not capture that the core 'battle metal' genre is the anchor while folk/Viking/pagan are
extra/stale: Played tracks include track IDs for previous recommendations, but that is standard resolver output; no stale extra state identified; State excerpt repeats three separate genre facets (battle metal, Viking metal, pagan metal) when the user's phrasing groups them as 'maybe with some folk elements thrown in, like Viking or pagan metal style' indicating they are similar vari
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
Yo, I'm after some epic metal - something heavy and powerful, like ancient battles or mythology vibes.
The Path -- Miracle Of Sound
Awesome, glad you liked "Wake the White Wolf"! Sticking with your favorite artist, 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, got that adventurous Miracle Of Sound vibe I'm into! But ngl I still want that epic metal side. Can you find something with way heavier riffs and more explicit Norse mythology or ancient warrior themes? Something really powerful, maybe even hitting '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!
"Free Will Sacrifice" by Amon Amarth - that's exactly what I had in mind with the warriors, lowkey sick! Can you drop more tracks like this? Really digging 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.
"War of the Gods" is straight up fantastic! That's the heavy, epic sound I'm after. Amon Amarth really delivers on the Viking themes, no cap. Got any other bands or tracks similar to them with that 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 solid track! Miracle of Sound always brings that powerful, game-inspired energy. Really vibing with the strong melodies and overall feel. Can we get another one by him with a similar driving rhythm, maybe something tied to 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!
"Ten More Miles" is lowkey really good! This "battle metal" sound is exactly what I was hoping for. Heavy, driving feel and the epic themes are spot on. Turisas is a sick discovery. Got more like this, maybe with some folk elements thrown in, like 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, lowkey, really, good, battle, metal, sound, exactly, what, was, hoping, heavy, driving, feel, epic, themes, spot, turisas, sick, discovery, got, some, folk, elements, thrown, viking, pagan, style
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},
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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 | 5 | 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 | 9.08 | avoid_name:Turisas finnish metal, viking pagan metal, simply cool, folk, ensiferum, great instrumentals |
| 3 | As Torches Rise Turisas |
Battle Metal | 22 | 15 | 11.11 | avoid_name:Turisas war metal, music worth living for, progressive metal, folk-viking metal, pagan and viking metal, viking metal |
| 4 | Victoriae & Triumphi Dominus Turisas |
Battle Metal | 16 | 11 | 9.08 | avoid_name:Turisas intro, under two minutes, finnish metal, viking pagan metal, turisas, folk |
| 5 | The Pursuit Of Vikings Amon Amarth |
Fate of Norns | 57 | 21 | 4.29 | avoid_name:Amon Amarth swedish death metal, headbanging, beautiful, live, hard rock, watn geiles riff |
| 6 | Cursed Be Iron Turisas |
The Varangian Way (Director's Cut) | 28 | 51 | 10.14 | avoid_name:Turisas chuck norris does approve, headbanging, finnish metal, war metal, turisas, heavy |
| 7 | Stand Up and Fight Turisas |
Stand Up and Fight | 49 | 23 | 7.25 | avoid_name:Turisas war metal, last ld, folk, finnish, finnish battle metal, crybs symphony |
| 8 | 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 |
| 9 | Rasputin Turisas |
Rasputin | 57 | 61 | 13.29 | avoid_name:Turisas energetic, folk, punk covers, evil twin, rules, alternative rock |
| 10 | Take the Day! Turisas |
Stand Up and Fight | 37 | 47 | 7.18 | avoid_name:Turisas turisas, power metal, epic, Metal, Rock, battle metal |
| 11 | Guardians Of Asgaard Amon Amarth |
Twilight Of The Thunder God | 58 | 3 | 7.29 | avoid_name:Amon Amarth heavy, satan headbangs to this stuff, fucking awesome, pagan and viking metal, more viking than erik the fucking viking, metal |
| 12 | Valhall Awaits Me Amon Amarth |
With Oden On Our Side | 44 | 7 | 11.22 | avoid_name:Amon Amarth headbanging, viking death, energetic, death, courageous, face melting |
| 13 | Miklagard Overture Turisas |
The Varangian Way (Director's Cut) | 27 | 64 | 10.13 | avoid_name:Turisas beautiful, finnish metal, turisas, klass, moving, finnish |
| 14 | Tock's Taunt - Loke's Treachery Part II Amon Amarth |
Surtur Rising | 36 | 62 | 1.18 | avoid_name:Amon Amarth melodic death metal, Rock, Metal |
| 15 | Way of the Warrior Ensiferum |
Two Paths | 33 | 56 | 4.17 | Metal, death metal, finnish, metal, melodic death metal, viking metal |
| 16 | Warrior Without a War Ensiferum |
One Man Army | 30 | 46 | 4.15 | Metal, death metal, folk, finnish, medieval, mittelalter |
| 17 | Nattsjäl, drömsjäl Månegarm |
Nattväsen (Re-Mastered) | 31 | 63 | 4.16 | Metal, 8 of 10 stars, folk, folk metal, metal, viking metal |
| 18 | Destroyer of the Universe Amon Amarth |
Surtur Rising | 47 | 52 | 3.23 | avoid_name:Amon Amarth swedish death metal, fucking awesome, 500th play, metal, 7 of 10 stars, god damn |
| 19 | For Victory or Death Amon Amarth |
Surtur Rising | 40 | 12 | 3.20 | avoid_name:Amon Amarth Metal, death metal, northern metal, viking death metal, viking metal, wrathful beard metal |
| 20 | Blood of Heroes Týr |
Valkyrja | 49 | 108 | 0.24 | mistagged |
Predicted Response
Glad you're vibing with Turisas — "Battle Metal" is a perfect next step, with its thunderous drums, folk-inspired melodies, and full-throttle Viking energy. It’s got that same epic, battle-ready spirit you love, wrapped in Finnish folklore and a driving, unstoppable rhythm.
Bun Up the Dance" is a solid track and definitely brings the energy, but it's not quite what I was thinking when I asked for something with strong female vocals, like the AlunaGeorge part in 'To Ü'. Do you have anything with a powerful female singer, maybe a b
Open row audit
Recommendation fit: bad fit
The user explicitly asked for a mid-2010s electronic track with a powerful female singer and melodic elements, but the submitted top recommendation 'Recess' by Skrillex is an instrumental glitch hop track with no female vocals. Candidate 6 'Euphoria' by Loreen is a much better fit as it features strong female vocals, is melodic, and has an electronic backbone from the early 2010s.
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 6. The user explicitly asked for a mid-2010s electronic track with a powerful female singer and melodic elements, but the submitted top recommendation 'Recess' by Skrillex is an instrumental glitch hop track with no female vocals. Candidate 6 'Euphoria' by Loreen is a much better fit as it features strong female vocals, is melodic, and has an electronic backbone from the early 2010s.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #6: Euphoria by Loreen
The user explicitly asked for a mid-2010s electronic track with a powerful female singer and melodic elements, but the submitted top recommendation 'Recess' by Skrillex is an instrumental glitch hop track with no female vocals. Candidate 6 'Euphoria' by Loreen is a much better fit as it features strong female vocals, is melodic, and has an electronic backbone from the early 2010s.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response honestly acknowledges that the recommended track does not match the user's request for strong female vocals, while accurately describing its style and era, maintaining coherence and transparency.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state fails to mark 'Bun Up the Dance' as an explicit rejection and does not fully capture the user's emphasis on female vocals similar to AlunaGeorge, which could lead to irrelevant recommendations.
missing: User explicitly rejected 'Bun Up the Dance' as not matching the female vocal request, but the state does not mark it as a rejection.; User's request for 'strong female vocals' like AlunaGeorge is not fully captured as a required attribute; the state only lists 'powerful female singer' without linking to the specific style reference.
extra/stale: The state includes 'Jack Ü' as a style reference from turn 4, but the current request does not mention Jack Ü and may be stale.; The state includes 'To Ü (feat. AlunaGeorge)' as a style reference from turn 4, but the current request only references the vocal style, not the track itself.
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm trying to remember this electronic song that was really big a few years back, everyone loved it.
A Moment Apart -- ODESZA
Awesome! Glad you enjoyed the ODESZA track. If you're looking for something with a bit more energy for dancing, I think you'll really like "A Moment Apart," also by ODESZA. It keeps that immersive electronic feel but with a great rhythm for moving. Give it a listen!
This is a cool track, ODESZA always delivers a good electronic sound. But it's not quite the specific song I'm thinking of. I'm looking for something that was really a *hit* in the mid-2010s, something that felt like it was everywhere, maybe a bit more mainstream pop-electronic.
Feel The Volume -- Jauz
Got it! You're looking for something with a heavier beat that really hits. In that case, you have to check out "Feel The Volume" by Jauz. It's got that undeniable energy and strong electronic beat perfect for getting down on the dance floor.
This one definitely has a heavy beat, that's for sure! It's a good track for a club, but it's not the song I'm trying to remember. The one I have in mind was more widely popular, like a big radio hit or festival anthem, and maybe had a more distinct vocal element to it. Still mid-2010s, please!
To Ü (feat. AlunaGeorge) -- Skrillex
Alright, a heavy trap beat coming right up! You've gotta check out "To Ü (feat. AlunaGeorge)" by Jack Ü. It's got that undeniable trap energy from Skrillex and Diplo, perfect for getting hyped. Let me know what you think!
Yes! 'To Ü' by Jack Ü! I couldn't place it, but that's the viral hit I wanted. Thank you so much! That brings back so many memories.thought: I'm trying to find one specific electronic or pop song from the mid-2010s that was really popular. "To Ü (feat. AlunaGeorge)" by Jack Ü absolutely nails the criteria. It was a massive hit, very popular in the mid-2010s, electronic, and has clear vocals. This is definitely the kind of song I was trying to recall. My goal is achieved! I should now continue asking for recommendations. goal_progress_assessment: MOVES_TOWARD_GOAL message: Absolutely, 'To Ü' by Jack Ü! I couldn't place it, but that's the viral hit I wanted. Wow, that brings back so many memories from that time! Thank you! Do you have any other recommendations that are similar to this one, maybe from the same era or with a similar energy?
Febreze (feat. 2 Chainz) -- Skrillex
Awesome! Since you're loving the heavy trap vibes, I've got another one for you that's definitely going to deliver. Check out "Febreze (feat. 2 Chainz)" by Skrillex and Jack Ü. It's pure trap energy and I think you'll really dig it!
Oh yeah, "Febreze" is another classic from Jack Ü! Totally gets you moving. That era of electronic music was just so good. I'm really enjoying this vibe. Do you have anything similar but maybe with a strong female vocal, like 'To Ü' had?
Bun Up the Dance -- Skrillex
Yes! Glad you're still feeling that energy! For another banger that'll keep the party going, you've got to hear "Bun Up the Dance" by Skrillex and Dillon Francis. It's super high-energy and perfect for dancing.
Bun Up the Dance" is a solid track and definitely brings the energy, but it's not quite what I was thinking when I asked for something with strong female vocals, like the AlunaGeorge part in 'To Ü'. Do you have anything with a powerful female singer, maybe a bit more melodic but still with that electronic backbone from the mid-2010s?
State
Current request: Mid-2010s electronic track with a powerful female singer, melodic but with an electronic backbone, similar to the vocal style in 'To Ü' by Jack Ü.
Hard rejected names:
Soft avoid names: To Ü (feat. AlunaGeorge), Jack Ü, Bun Up the Dance
Positive terms: bun, dance, solid, definitely, brings, energy, but, it s, not, quite, what, was, thinking, when, asked, something, strong, female, vocals, alunageorge, part, anything, powerful, singer, bit, melodic, still, electronic, backbone, mid 2010s, similar, vocal, style, jack
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Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Recess Skrillex |
Recess | 58 | 3.29 | glitch hop, experimental, Dance, 2014 single, brostep, adam sapphire |
|
| 2 | Where Are Ü Now (with Justin Bieber) Skrillex |
Skrillex and Diplo present Jack Ü | 78 | 5 | 3.39 | Pop, Dance, Electronic |
| 3 | Mind (feat. Kai) Skrillex |
Skrillex and Diplo present Jack Ü | 63 | 2 | 3.31 | love, 2015, electronic, Dance, trap, 2010s |
| 4 | Dirty Vibe Skrillex |
Recess | 50 | 334 | 2.25 | Dance, brittany o neil, korean, k-pop, trap, big bang |
| 5 | No Money Galantis |
Hits For Kids Summer Party 2016 | 71 | 100 | 3.35 | bbc radio1 playlist 2016, Dance, 2016 single, new, fjb, workout |
| 6 | Euphoria Loreen |
Heal | 72 | 96 | 6.36 | one word title, trance, electrotrance, spring, female artists, going out |
| 7 | Take Ü There (feat. Kiesza) Skrillex |
Skrillex and Diplo present Jack Ü | 57 | 8 | 3.29 | Dance, Electronic, skrillex, diplo, kiesza |
| 8 | Final Song MØ |
Final Song | 66 | 4 | 2.33 | Pop, Dance, Electronic |
| 9 | Tokyo Jinco |
Tokyo | 0 | 57 | 2.00 | trap, Dance, Electronic |
| 10 | New Rules Dua Lipa |
Dua Lipa | 82 | 426 | 5.41 | emogaycore, awful, trance, soul, spammer, 2010s |
| 11 | Hey Ricky Alisa |
Hey Ricky | 26 | 154 | 2.13 | pop, electronic, Dance, eletronic, hey ricky, dance |
| 12 | Energy Elektronimia |
Energy | 1 | 42 | 3.00 | Dance, Electronic |
| 13 | Borderline - Vanic Remix Vanic |
Borderline (Vanic Remix) | 61 | 32 | 5.30 | awesome voice, my top 100 of 2015, great vocals, 2014 single, happy, tove styrke gif |
| 14 | Love U RAIZHELL |
Love U | 0 | 101 | 2.00 | electronic, Dance, Electronic |
| 15 | Earth K-391 |
Earth | 0 | 122 | 2.00 | Electronic, all, Dance, 2016 |
| 16 | We Rise San Holo |
We Rise | 55 | 248 | 2.27 | trap, edm, Dance, Electronic |
| 17 | For You (feat. Melissa Hayes) Said The Sky |
For You (feat. Melissa Hayes) | 35 | 33 | 1.18 | Electronic |
| 18 | Firestone Kygo |
Cloud Nine | 81 | 19 | 1.41 | pop, awesome, deep house, favorite, Electronic, tropical house |
| 19 | Only Getting Younger Elliphant |
Look Like You Love It | 38 | 3.19 | fuck yeah, electronic, eletronic, destruidora mesmo, 2014, swedish |
|
| 20 | Afroki Bonnie McKee |
Neon Future I | 32 | 83 | 2.16 | Dance, Electronic, electro, post-nerdcore, techno, dance |
Predicted Response
Sorry, "Recess" by Skrillex doesn’t quite match what you're looking for—while it’s a strong mid-2010s electronic track with an energetic backbone, it features no prominent female vocals and leans more into aggressive, experimental production than the melodic, vocal-driven style of 'To Ü'.
"Thine Planetarium" is another excellent pick, fits perfectly. Keep them coming - really enjoying this chill instrumental flow.
Open row audit
Recommendation fit: strong fit
The user explicitly enjoys RJD2's chilled instrumental tracks for deep work, and 'Ghostwriter' is a classic instrumental from the same album that perfectly matches that vibe.
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 enjoys RJD2's chilled instrumental tracks for deep work, and 'Ghostwriter' is a classic instrumental from the same album that perfectly matches that vibe.
Recommendation Fit
accepted submitted rank #1: Ghostwriter by RJD2
The user explicitly enjoys RJD2's chilled instrumental tracks for deep work, and 'Ghostwriter' is a classic instrumental from the same album that perfectly matches that vibe.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · strong fitResponse Quality
response quality: clear
The response clearly references the submitted top recommendation 'Ghostwriter' by RJD2, justifies its fit with the user's request for chill instrumental flow for deep work, and stays coherent with the conversation history. No hallucinations or constraint violations are present.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state correctly captures the user's request for more RJD2 instrumental tracks with a chilled-out, deep-work vibe, and includes all relevant constraints and resolver outputs without any missing or stale information.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
Need some background music for studying - something that won't distract me.
Smoke & Mirrors -- RJD2
Awesome! Glad you liked "Ghostwriter." Sticking with that RJD2 vibe, I think you'll really appreciate "Smoke & Mirrors." It's got that smooth, soulful instrumental feel from "Deadringer" that I know you appreciate.
That RJD2 vibe is pretty solid. But I need something strictly instrumental, no vocals at all, so I can really lock in and 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!
Yeah, "Final Frontier" is exactly the kind of instrumental I'm looking for. Got 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.
Yeah, this is also excellent! These RJD2 instrumental tracks are exactly what I need for deep work. 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. 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.
"Thine Planetarium" is another excellent pick, fits perfectly. Keep them coming - really enjoying this chill instrumental flow.
State
Current request: More RJD2 instrumental tracks with the same chilled-out, deep-work vibe.
Hard rejected names:
Soft avoid names:
Positive terms: thine, planetarium, another, excellent, pick, fits, perfectly, keep, coming, really, enjoying, chill, instrumental, flow, rjd2, same, chilled out, deep work, vibe, deep, work, atmosphere
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Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Ghostwriter RJD2 |
Deadringer: Deluxe | 58 | 1 | 5.29 | soul, favorites, electglitchdubhop, jazz hop, hiphopapocrypha, good vibe |
| 2 | The Proxy RJD2 |
Deadringer: Deluxe | 35 | 6 | 5.17 | columbus, experimental, electric guitars, rockpop, sunday social, recos |
| 3 | Going and Going. And Going. (Instrumental Version) RJD2 |
The Abandoned Lullaby - Instrumentals | 8 | 15 | 2.04 | R&B/Soul |
| 4 | Ghostwriter Remix RJD2 |
The Horror: Deluxe | 27 | 4 | 3.13 | experimental, underground hip-hop, jmiyun, turntablism, vibrant, chilled beats |
| 5 | The Horror RJD2 |
Deadringer: Deluxe | 36 | 3 | 3.18 | experimental, loved, nu jazz, space music, epic, video |
| 6 | Chicken-Bone Circuit RJD2 |
Deadringer: Deluxe | 29 | 2 | 2.15 | electro-funk, trip-hop, Hip-Hop/Rap, instrumental, dub-funk beats, nu breaks |
| 7 | Seven Light Years (Instrumental) RJD2 |
In Rare Form | 31 | 5 | 3.15 | trip-hop, Hip-Hop/Rap, instrumental, revolutionary, chillax, vanguardia primitiva |
| 8 | F.H.H. (Instrumental) RJD2 |
The Horror: Deluxe | 20 | 8 | 2.10 | sultry, Hip-Hop/Rap, instrumental hip hop, definitive jux, hip-hop |
| 9 | 1976 RJD2 |
Since We Last Spoke: Deluxe | 45 | 9 | 3.23 | experimental, loved, sopperfield, spring, nu jazz, investigate |
| 10 | Iced Lightning RJD2 |
Since We Last Spoke: Deluxe | 21 | 11 | 4.11 | sleep, uptempo hip-hop, tommi best, ice cream jones, easy listening, mellow electronic |
| 11 | Let There Be Horns RJD2 |
The Colossus | 17 | 12 | 2.08 | big, songs even i dance to, majestic, turntablism, davaho53, horns |
| 12 | Hand-Me-Downs (Instrumental) RJD2 |
Things Go Better: Instrumentals | 8 | 16 | 2.04 | Hip-Hop/Rap |
| 13 | Since We Last Spoke RJD2 |
Since We Last Spoke: Deluxe | 33 | 10 | 3.17 | energetic, big drums, loved, mountainbike, 2004, experimental pop |
| 14 | Ring Finger RJD2 |
Since We Last Spoke: Deluxe | 24 | 7 | 3.12 | experimental, sebastien schuller, loved, smoothing out, favorites, quirky |
| 15 | Games You Can Win (Instrumental) RJD2 |
Inversions of the Colossus | 9 | 21 | 3.04 | metro downtempo, Hip-Hop/Rap, chillout, toys and games |
| 16 | Descended from Myth RJD2 |
More Is Than Isn't | 28 | 18 | 2.14 | Hip-Hop/Rap, indie, hip hop, abstract hiphop, instrumental hip-hop, rjs electrical connections |
| 17 | Walk In The Sky - Instrumental Bonobo |
Days To Come | 29 | 76 | 2.15 | chill, nu jazz, electronic, ambient, Electronic, downtempo |
| 18 | Tapestry Nightmares On Wax |
Feelin' Good | 0 | 29 | 2.00 | recos2, electronic, Electronic, downtempo, instrumental hip-hop, chill out |
| 19 | Minor Cause Emancipator |
Dusk to Dawn | 47 | 127 | 2.23 | trip-up, instrumental hip hop, viola da gamba, radioparadise, Instrumental, amazing |
| 20 | Dusk to Dawn Emancipator |
Dusk to Dawn | 54 | 13 | 2.27 | instrumental hip hop, radioparadise, Instrumental, piano, lounge, hann with gun |
Predicted Response
Love the vibe you're chasing — "Ghostwriter" by RJD2 is a perfect next move, with its smooth, jazzy loops and laid-back groove that’s ideal for deep work. The warm, cinematic feel and subtle production details make it a standout in that chill, instrumental flow you’re loving.
Oh yeah, "Dust On The Bottle" is a timeless one! That's exactly the kind of energy I'm looking for. What else do you have that's a classic, upbeat country party anthem from a male artist?
Open row audit
Recommendation fit: strong fit
The user requested a classic, upbeat country party anthem from a male artist, and 'Party Crowd' by David Lee Murphy fits perfectly as an upbeat party anthem from the same artist they just enjoyed.
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 requested a classic, upbeat country party anthem from a male artist, and 'Party Crowd' by David Lee Murphy fits perfectly as an upbeat party anthem from the same artist they just enjoyed.
Recommendation Fit
accepted submitted rank #1: Party Crowd by David Lee Murphy
The user requested a classic, upbeat country party anthem from a male artist, and 'Party Crowd' by David Lee Murphy fits perfectly as an upbeat party anthem from the same artist they just enjoyed.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · strong fitResponse Quality
response quality: clear
The response clearly references the submitted track 'Party Crowd' by David Lee Murphy, explains its upbeat honky tonk party vibe, and ties it directly to the user's request for a classic, upbeat country party anthem from a male artist, all without any misleading claims.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state accurately captures all constraints from the latest user turn: classic, upbeat, country party anthem from a male artist, 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 interested in male country artists from the 90s known for classic romantic ballads or songs about heartbreak.
Can I Trust You With My Heart -- Travis Tritt
Glad you liked George Strait! Since you're digging those classic country sounds, I've got another one for you that I think you'll really enjoy. How about Travis Tritt with "Can I Trust You With My Heart"? It's a great one from the 90s!
That's a great pick! Travis Tritt is definitely a classic. I'd love to hear more songs from 90s male country artists, specifically focusing on heartbreak or overcoming adversity, exploring some of their more notable works.
I Can Get By -- Clint Black
Awesome! Sticking with that great 90s country sound and those strong male vocals you like, I've got Clint Black's "I Can Get By" for you next. Hope it hits just right!
This exploration of both classic and modern country artists was excellent, I found exactly what I was looking for! You've helped me rediscover some favorites and find new tracks that fit my mood perfectly. I'm satisfied.
I Breathe In, I Breathe Out -- Chris Cagle
Awesome! Since you're enjoying those male country artists, I've got another great one for you. How about Chris Cagle with "I Breathe In, I Breathe Out"? It's got that heartfelt country feel you've been liking!
I Breathe In, I Breathe Out" is a good song, Chris Cagle is a solid artist. I'm really enjoying these tracks. Could you recommend some more classic country songs, maybe something a bit more upbeat from male artists?
Be My Baby Tonight -- John Michael Montgomery
Here's an upbeat one I think you'll enjoy. Should get your foot tapping!
Yes! That's a perfect upbeat tune, John Michael Montgomery always delivers. Keep 'em coming! How about another classic, feel-good country song from a male artist, something that makes you want to tap your foot?
Wink -- Neal McCoy
Alright, if you're looking for another upbeat 90s classic from a male country artist, you've gotta hear "Wink" by Neal McCoy. It's super fun and I bet you'll love it!
Yes! Neal McCoy is a blast from the past and "Wink" is a great, feel-good song. You're nailing it! Any other upbeat, classic country tracks from male artists that are just as fun?
Dust On The Bottle -- David Lee Murphy
Awesome! Since we're on a roll with those upbeat male country hits, you've gotta check out "Dust On The Bottle" by David Lee Murphy. It's a total 90s classic and I bet it'll get your foot tapping!
Oh yeah, "Dust On The Bottle" is a timeless one! That's exactly the kind of energy I'm looking for. What else do you have that's a classic, upbeat country party anthem from a male artist?
State
Current request: Classic, upbeat country party anthem from a male artist.
Hard rejected names:
Soft avoid names:
Positive terms: yeah, dust, bottle, timeless, one, that s, exactly, kind, energy, i m, looking, what, else, classic, upbeat, country, party, anthem, male, artist
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}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Party Crowd David Lee Murphy |
Out With A Bang | 62 | 1 | 5.31 | honky tonk, favorite, great song, country, calmex, david lee murphy-party crowd |
| 2 | Achy Breaky Heart Billy Ray Cyrus |
Some Gave All | 70 | 10 | 6.35 | guilty pleasures, the wizard of lightning loved tracks, country, incest and peppermints, Pop, easy listening |
| 3 | Seminole Wind John Anderson |
Seminole Wind | 62 | 51 | 4.31 | john, folk, classics, political, country legends, seminole wind |
| 4 | Drink, Swear, Steal & Lie Michael Peterson |
Michael Peterson | 53 | 11 | 3.27 | country, Country, 90s, perlast, male artist |
| 5 | Jukebox Junkie Ken Mellons |
Country Dance Super Hits | 36 | 52 | 2.18 | country rock, line-dance, country done right, the big country, feel good country, ken mellons |
| 6 | Check Yes Or No George Strait |
Strait Out Of The Box | 75 | 18 | 6.38 | yee haw, country faves, great singer, easy listening, georg strait, nostalgia |
| 7 | What's It To You Clay Walker |
Clay Walker | 61 | 6 | 6.30 | billboard country number ones, country, 1993, romance, 90s, romantic |
| 8 | Bubba Shot The Jukebox Mark Chesnutt |
Longnecks & Short Stories | 64 | 84 | 3.32 | make a cd, guilty pleasures, my country, great song, country, mark chesnutt |
| 9 | A Good Run of Bad Luck Clint Black |
No Time To Kill | 55 | 33 | 4.28 | yee haw, beautiful, billboard country number ones, my country, great song, clint blackcl assic country |
| 10 | It's A Great Day To Be Alive Travis Tritt |
Down The Road I Go | 74 | 153 | 5.37 | hman-country-story, family, hebo, travis tritt, favorite artist-band, permipc |
| 11 | Modern Day Bonnie and Clyde Travis Tritt |
Totally Country Vol. 2 | 59 | 25 | 5.29 | great song, country, to buy, my fav country, diamond rio, cowboy country |
| 12 | Save a Horse (Ride a Cowboy) Big & Rich |
Horse Of A Different Color | 73 | 5 | 6.37 | big, rocking country, folk, acoustic rhythm guitars, 2004, groove based composition |
| 13 | Out With A Bang David Lee Murphy |
Out With A Bang | 41 | 16 | 2.21 | awesome, great song, country, favourite songs, my favorite, david lee murphy |
| 14 | This Cowboy's Hat Chris LeDoux |
Used To Want To Be A Cowboy | 59 | 142 | 5.29 | my country, favorite, for my good days, great song, most awesome, country |
| 15 | What Kinda Gone Chris Cagle |
My Life's Been A Country Song | 59 | 23 | 5.29 | breakup songs, gittis, possibles, yee haw, popular 2008, what kinda gone |
| 16 | Springsteen Eric Church |
Chief | 80 | 198 | 3.40 | makes me happy, beautiful, eric church, great song, country, songs about being young |
| 17 | Gone Country Alan Jackson |
16 Biggest Hits | 56 | 3 | 6.28 | yee haw, alan jackson, songs i heard at the bowling alley, country party, 2010 list, top-down driving |
| 18 | As Good As I Once Was Toby Keith |
Honkytonk University | 76 | 169 | 3.38 | my country, favorite, great song, country, 00s, drinking |
| 19 | It's Five O' Clock Somewhere Alan Jackson |
Playlist: The Very Best Of Alan Jackson | 60 | 159 | 2.30 | country favs, hits, zu gut, relax time tunes, cinco de mayo, favs |
| 20 | Killin' Time Clint Black |
Killin' Time | 54 | 38 | 4.27 | critically acclaimed song, yee haw, mmmine, my country, great song, country |
Predicted Response
You’re in the right lane with “Party Crowd” — it’s a classic honky tonk banger from David Lee Murphy that’s all about good times, good company, and that unmistakable country party vibe. Perfect for when you want a laid-back but upbeat anthem with a touch of cowboy charm.
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 asks for a track suitable for an evening run with an energetic, driving beat, but none of the candidates clearly match that description. The submitted top recommendation 'Só sei dançar com você' is a gentle indie folk song, not appropriate for running.
From the submitted list, Felicidade by Marcelo Jeneci looks better because fusion stage already ranked it #33; catalog popularity is 62; metadata/tags match: some.
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 asks for a track suitable for an evening run with an energetic, driving beat, but none of the candidates clearly match that description. The submitted top recommendation 'Só sei dançar com você' is a gentle indie folk song, not appropriate for running.
Recommendation Fit
no valid submitted recommendation: No valid submitted track
The user explicitly asks for a track suitable for an evening run with an energetic, driving beat, but none of the candidates clearly match that description. The submitted top recommendation 'Só sei dançar com você' is a gentle indie folk song, not appropriate for running.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response clearly grounds itself in the submitted track 'Só sei dançar com você' by Zé Pi, justifies its fit for an evening run with specific musical attributes (lively, rhythmic pulse, driving beat), and stays coherent with the user's latest request for running music.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state incorrectly treats the user's new request for evening run music as a continuation of the productive afternoon query, carrying over 'driving beat' and 'focused' constraints that are not explicitly requested for the run, and fails to capture the new activity context which would change the retrieval direction.
missing: User explicitly asks for music for an evening run, not just 'energetic' or 'focused'; User's request is a new scenario (evening run), not a continuation of the productive afternoon query
extra/stale: Facts about 'driving beat' and 'focused' are carried over from prior productive afternoon context, but user has now shifted to a new activity (evening run); Satisfied prior tracks 'Pontual', 'Sushi', and artist 'Tulipa Ruiz' are marked as 'do_not_use' but user did not reject them; they are simply satisfied and the new request is for a different context
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
Glad you liked Clara Nunes! Sticking with that amazing samba energy, how about another classic from Beth Carvalho? This one, '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: Pontual, Sushi, Tulipa Ruiz
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
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}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Só sei dançar com você Zé Pi |
Efêmera | 57 | 3 | 1.28 | brazilian, brasil, indie, o meu brasil, female vocalist, folk |
| 2 | Felicidade Marcelo Jeneci |
Feito Pra Acabar | 62 | 33 | 1.31 | beautiful, inspirar, mpm, folk, sonhar, alternative rock |
| 3 | Dia Clarear Banda do Mar |
Banda do Mar | 52 | 24 | 1.26 | pop, amor, brazilian, Latin, delicinha, folk |
| 4 | Brocal Dourado Tulipa Ruiz |
Efêmera | 0 | 52 | 1.00 | avoid_name:Tulipa Ruiz haha yes, brasil, som legal, brazilian music, like, indie rock |
| 5 | O Melhor da Vida Marcelo Jeneci |
De Graça | 44 | 547 | 0.22 | marcelo jeneci, brasil, Others, laura lavieri, portuguese pop, 10s |
| 6 | A Idade do Céu (La Edad del Cielo) - Ao Vivo Paulinho Moska |
Muito Pouco para Todos (Ao Vivo) | 43 | 60 | 2.21 | letras, Latin Pop, brasil, made in brazil, moska, Latin |
| 7 | O Mar Serenou Clara Nunes |
Claridade | 44 | 8 | 0.22 | arlley, aforrozada, made in brazil, on an island above, music from soul, brazil |
| 8 | Esquadros Adriana Calcanhotto |
Senhas | 60 | 1 | 2.30 | cantando junto, beautiful, brasil baladas, me faz feliz, female, on an island above |
| 9 | Dia Branco - Ao Vivo Geraldo Azevedo |
O Grande Encontro 20 Anos: Alceu, Elba e Geraldo (Ao Vivo) | 48 | 753 | 0.24 | musica para entrada de casamento, jazzykson, coisa mais linda, dia branco, derretendo a manteiga, boite verte |
| 10 | Xote da Alegria Falamansa |
Essa É Pra Vocês | 68 | 140 | 0.34 | fag, live, brasil, Others, forro universitario, brazilian songs |
| 11 | Mulheres Martinho Da Vila |
Tá Delícia, Tá Gostoso | 57 | 419 | 0.28 | martinho da vila, samba, o meu brasil, brazil, eternal, Jazz |
| 12 | Dorival Academia da Berlinda |
Nada Sem Ela | 48 | 0.24 | Latin |
|
| 13 | Devolva-Me (Ao Vivo) Adriana Calcanhotto |
Público | 62 | 998 | 0.31 | nueva, me faz feliz, female, vcalcanhotto, rainy day songs, musicas lindas |
| 14 | Que seja Bicho de Pé |
Que seja | 42 | 86 | 1.21 | chill, chill906, o meu brasil, dance, chillosophy, global fusion |
| 15 | Hoje Eu Quero Sair Só Lenine |
O Dia Em Que Faremos Contato | 51 | 365 | 2.25 | experimental, jazz funk, lenine, loved, brazil, 00s |
| 16 | Tendência Dona Ivone Lara |
Nasci Pra Sonhar | 40 | 83 | 0.20 | samba delas, Singer/Songwriter, growing tomato plants, Latin |
| 17 | Aconteceu Cartola |
Cartola (1976) | 16 | 20 | 0.08 | brasilraiz, samba de raiz, brazil, o meu brasil, cartola, musica brasileira |
| 18 | Pode Vir Comigo Phill Veras |
Pode Vir Comigo | 46 | 0.23 | Latin |
|
| 19 | Reconvexo - Ao Vivo Maria Bethânia |
Amor Festa Devoção | 57 | 53 | 0.28 | on an island above, português, brazil, bossa nova, reconvexo, o meu brasil |
| 20 | Casinha Branca Maria Bethânia |
Casinha Branca | 44 | 0.22 | brasil, female, maria bethania, o meu brasil, Others, brazilian music |
Predicted Response
Perfect for an evening run—“Só sei dançar com você” by Zé Pi brings a lively, rhythmic pulse with its infectious Brazilian indie pop energy, keeping you moving with a warm, driving beat. The steady groove and vibrant vocals make it a great match for your focus and rhythm needs.
Solid Americana track, but still not the song I'm trying to find. I need something very specific here — a truly iconic, massive hit from the 60s or 70s. Male vocalist, powerful and distinctive smooth voice, almost a dramatic crooner quality, with a truly unfor
Open row audit
Recommendation fit: bad fit
The user explicitly wants a 60s/70s iconic romantic hit with a smooth crooner male vocalist, but 'Rhinestone Cowboy' is a 1975 country-pop song that doesn't match the crooner style. 'Unforgettable' by Nat King Cole (rank 15) fits the romantic, smooth crooner description perfectly, though it's from the 1950s, not the 60s/70s; among the candidates it is the closest match.
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 explicitly wants a 60s/70s iconic romantic hit with a smooth crooner male vocalist, but 'Rhinestone Cowboy' is a 1975 country-pop song that doesn't match the crooner style. 'Unforgettable' by Nat King Cole (rank 15) fits the romantic, smooth crooner description perfectly, though it's from the 1950s, not the 60s/70s; among the candidates it is the closest match.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #15: Unforgettable by Nat King Cole
The user explicitly wants a 60s/70s iconic romantic hit with a smooth crooner male vocalist, but 'Rhinestone Cowboy' is a 1975 country-pop song that doesn't match the crooner style. 'Unforgettable' by Nat King Cole (rank 15) fits the romantic, smooth crooner description perfectly, though it's from the 1950s, not the 60s/70s; among the candidates it is the closest match.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: thin
The response claims 'Rhinestone Cowboy' has a 'romantic melody' and fits the crooner description, but the song is actually uptempo country-pop with a non-romantic theme, contradicting the user's explicit request for a romantic, crooner-style ballad from the 60s/70s.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state correctly extracts the current turn's era, popularity, vocal style, and mood facets, but fails to record any of the clear track/artist rejections from prior turns, omits the 'pop-rock or soulful' genre hint, and mislabels intent_mode as open exploration when the user is explicitly hunting for a specific iconic hit.
missing: User explicitly rejected multiple recommended tracks, no exclusions recorded for those tracks or artists; User emphasized 'pop-rock or soulful' (turn 4) but that stylistic cue is missing; User mentioned 'heard at a wedding or in a classic movie' (turn 6) which adds a cultural-context facet not captured
extra/stale: Intent_mode set to 'open_explore' while user is clearly searching for a specific known target (hidden_target) - contradictory; State_excerpt.exclusions and explicit_rejections empty despite multiple rejections (turns 5,6,7); Rejection array also empty, no record of rejected artists or tracks
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm trying to track down an older song, probably from the 60s or 70s, something that felt really ubiquitous and classic back in the day.
Crazy Eyes -- Old Crow Medicine Show
Awesome, glad you enjoyed "Valentine"! Let's keep that American Roots sound going. How about "Crazy Eyes" by Old Crow Medicine Show? It's got that classic bluegrass feel and heartfelt storytelling I think you'll really connect with.
Good track, and I appreciate the Americana angle, but it's not quite hitting that 'ubiquitous classic from the 60s or 70s' mark I'm after. I'm thinking of something that was a massive radio hit, maybe with more of a soulful or pop-rock feel, the kind of song everyone knows.
Old Chunk Of Coal -- Johnny Cash
Glad "Crazy Eyes" hit the spot! For something with a similar authentic, rootsy feel and great storytelling, you might like Johnny Cash's "Old Chunk Of Coal." It's a classic with a deep, reflective vibe.
Johnny Cash is always solid, and I respect his work, but 'Old Chunk Of Coal' isn't the one I'm picturing. I'm really after something that got heavy radio rotation back then, a genuine crossover hit. It had a distinct, catchy melody that everybody knew, with a bit more of a pop or rock edge, but still from that 60s/70s era.
Mr. Bojangles -- Jerry Jeff Walker
Happy to hear that one resonated! How about a true classic next? "Mr. Bojangles" by Jerry Jeff Walker is a beautiful, story-driven track that I think you'll really connect with, keeping that Americana spirit alive.
That one's definitely a classic and closer to the widespread recognition I'm after. But the song I'm trying to remember had more of a driving, upbeat feel, leaning more pop-rock or soulful. Still from the 60s or 70s, a huge radio hit, very catchy.
Just Like Old Times -- Todd Snider
Glad you liked "Mr. Bojangles"! How about another fantastic storyteller? I think you'll really get into Todd Snider's "Just Like Old Times." It's got that classic country-rock narrative feel you seem to enjoy.
Nice song, but it's not the older, ubiquitous hit I'm searching for. I need to zero in on something from the 60s or 70s that was massive and recognizable on radio. I'm thinking of a male vocalist with a really distinct, smooth voice, almost a crooner type, and the song had a very romantic and timeless feel.
Hometown Blues -- Steve Earle
How about this one? Might be closer to that classic, smooth sound you're thinking of.
Steve Earle is great, but 'Hometown Blues' isn't the one I'm trying to recall. I'm really after something from the 60s or 70s, a big recognizable hit. Male vocalist with a very smooth, distinctive voice, almost a crooner, and the overall feel was romantic and universally known. Think something you'd hear at a wedding or in a classic movie.
Rural Route -- Chris Knight
Awesome! Since you're digging those narrative-driven Americana tracks, let's try "Rural Route" by Chris Knight. It's a great singer-songwriter track with a thoughtful, country-rock feel that I think you'll really connect with.
Solid Americana track, but still not the song I'm trying to find. I need something very specific here — a truly iconic, massive hit from the 60s or 70s. Male vocalist, powerful and distinctive smooth voice, almost a dramatic crooner quality, with a truly unforgettable, romantic melody that was absolutely everywhere. The kind of song that's practically synonymous with that era's pop scene.
State
Current request: Find a specific iconic 60s/70s song: male vocalist with smooth crooner voice, romantic timeless feel, massive radio hit.
Hard rejected names:
Soft avoid names:
Positive terms: solid, americana, but, still, not, i m, trying, find, need, something, very, specific, here, truly, iconic, massive, hit, 60s, 70s, male, vocalist, powerful, distinctive, smooth, voice, almost, dramatic, crooner, quality, unforgettable, romantic, melody, was, absolutely, everywhere, kind, that s, practically, synonymous, era s
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"1960s or 1970s",
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"male vocalist",
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}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Rhinestone Cowboy Glen Campbell |
Rhinestone Cowboy | 69 | 161 | 6.34 | john, eclectonia, folk, rodeo, hard, easy listening |
| 2 | The Gambler Kenny Rogers |
The Gambler | 78 | 88 | 3.39 | usa, favorite, folk, old country, country, acoustic rhythm guitars |
| 3 | 50 Ways to Leave Your Lover Paul Simon |
Still Crazy After All These Years | 77 | 11 | 4.38 | beautiful, folk, pretty, beatlesque, sad, rock |
| 4 | Danny's Song Jim Messina |
The Best: Loggins & Messina Sittin' In Again | 64 | 42 | 6.32 | gertski pick, thatsmynamedontwearitout, life-asserting, folk, classics, accoustic |
| 5 | Cecilia Simon & Garfunkel |
Bridge Over Troubled Water | 73 | 149 | 5.37 | girls names, folk, loved, easy listening, groove based composition, oldies |
| 6 | Blue Bayou Roy Orbison |
In Dreams | 46 | 4 | 7.23 | loved, easy listening, soul, oldies, bittersweet, spiked-candy radio |
| 7 | American Pie Don McLean |
American Pie | 80 | 26 | 6.40 | folk, classics, loved, political, 1971, easy listening |
| 8 | All By Myself Eric Carmen |
Eric Carmen | 66 | 143 | 6.33 | easy listening, soul, oldies, seventies, miserable, strings |
| 9 | Always On My Mind J.D. Sumner |
Elvis (Fool) | 72 | 82 | 6.36 | easy listening, soul, oldies, seventies, 1972, best songs ever |
| 10 | Montego Bay Bobby Bloom |
This Is The Sound Of...70s | 46 | 48 | 6.23 | 1970, reggae-pop, all the best, best songs of the 70s, uk gold, prominent percussion |
| 11 | A Horse with No Name America |
America | 82 | 84 | 4.41 | cjl original library, does my heart good, folk, sleep, genre: folk rock, cheers me up |
| 12 | My Eyes Adored You Frankie Valli |
Closeup | 64 | 61 | 4.32 | gh fgh, usa, all the best, 70s soft rock, best songs of the 70s, us 60s 70s rock and pop |
| 13 | Southern Nights Glen Campbell |
Southern Nights | 76 | 19 | 6.38 | folk, easy listening, soul, oldies, capitol, title track |
| 14 | Hotel California - 2013 Remaster Eagles |
Hotel California (Remastered) | 86 | 52 | 0.43 | awesome, rock, classic rock, favorite, soft rock, Hard Rock |
| 15 | Unforgettable Nat King Cole |
Unforgettable | 72 | 7 | 7.36 | blues, beautiful, vocal, classics, romantic song, 1950s |
| 16 | Baker Street Gerry Rafferty |
City To City | 74 | 20 | 7.37 | folk, classics, prominent percussion, acoustic rhythm guitars, easy listening, oldies |
| 17 | Dreams - 2004 Remaster Fleetwood Mac |
Rumours (Super Deluxe) | 89 | 70 | 4.45 | karaoke, folk, easy listening, oldies, fleetwood mac dreams, nostalgia |
| 18 | Please Come to Boston - Single Version Dave Loggins |
Apprentice | 50 | 216 | 5.25 | city song, folk, sleep, massachusetts, easy listening, oldies |
| 19 | Brown Eyed Girl Van Morrison |
Blowin' Your Mind! | 84 | 24 | 1.42 | love, rock, Rock, beautiful melodies, fav lyrics, iconic |
| 20 | Rainy Night in Georgia Brook Benton |
Brook Benton Today | 52 | 167 | 8.26 | something peaceful, rolling stones top 500 songs of all time, easy listening, soul, groovyacousticsoul, oldies |
Predicted Response
You're looking for that iconic 60s/70s crooner vibe, and "Rhinestone Cowboy" by Glen Campbell delivers exactly that—his smooth, dramatic voice and timeless romantic melody made this a massive hit that still feels like a classic today.
Oh, this is also fantastic! 'Escape From Xenon' has that perfect classic arcade sci-fi shooter vibe. 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. Got any other tracks that lea
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 #5; catalog popularity is 30; metadata/tags match: 8 bit, sound, retro, game.
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 enjoyed 'Escape From Xenon' by 8 Bit Weapon and asked for more retro space-themed arcade chiptune tracks, but the submitted top recommendation 'Bits With Byte' is by the same artist (8 Bit Weapon) and does not match the space theme. Candidate 4 'Intergalactic Highway' by Dynatron fits the space theme and chiptune feel much better.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #4: Intergalactic Highway by Dynatron
The user explicitly enjoyed 'Escape From Xenon' by 8 Bit Weapon and asked for more retro space-themed arcade chiptune tracks, but the submitted top recommendation 'Bits With Byte' is by the same artist (8 Bit Weapon) and does not match the space theme. Candidate 4 'Intergalactic Highway' by Dynatron fits the space theme and chiptune feel much better.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response directly references the submitted track and artist, ties it to the user's request for retro space-themed arcade music, and uses vivid, relevant imagery without contradicting any visible constraints.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state correctly captures the user's positive reaction to 'Escape From Xenon' and the space theme, but it misses the crucial constraint that the track should be melodic and not too frenetic, and it over-specifies with example phrases that may not be effective search attributes, risking retrieval of tracks that don't match the user's nuanced preference.
missing: User wants tracks that feel like classic game moments (level select, strategic boss) but not too frenetic; this melodic/calmer constraint is missing; User explicitly liked 'Lil'' Fighter' as a perfect match; that track's style should be used as a positive anchor, not just avoided; User's request for 'other tracks that lean into retro space-themed arcade game feeling' implies continuing the same chiptune genre and nostalgic arcade mood, not just any space theme
extra/stale: The 'sense of adventure' facet is extracted but the user used it to describe 'Escape From Xenon', not as a new query constraint; The 'exploring a new galaxy' and 'battling an alien boss' facets are overly specific and may not be directly searchable attributes; they are more like examples of the desired feeling; The 'satisfied_prior' fact for '8 Bit Weapon' with 'avoid_exact' is unnecessary because the user did not reject the artist; they just want different tracks
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm looking for a track 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's got the chiptune sound, but it's a bit too much like a modern dance track with chiptune elements layered on top. I'm after 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 actual feeling of playing a game, like 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!
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 actually fit in an old arcade or Nintendo game. I'm looking for something with a stronger, more memorable melody, 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! 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 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's got that really distinct, catchy arcade melody. Can you suggest another track with that same strong sense of *classic gameplay* nostalgia, maybe something that feels 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 retro video game nostalgia I was looking for. Thanks!
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. 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. Got 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: Retro space-themed arcade game chiptune tracks that feel like exploring a new galaxy or battling an alien boss, with classic 8-bit sound and a sense of adventure.
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, got, any, other, lean, retro, space themed, game, feeling, something, feels, exploring, new, galaxy, battling, alien
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"facet": null,
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"evidence_text": "also fantastic"
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"reuse": "not_applicable",
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},
{
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"mentioned_current_turn": true,
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},
{
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"role": "current_target",
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"mentioned_current_turn": true,
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}
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"anchor_track_values": [],
"anchor_artist_ids": [],
"anchor_artist_values": [],
"exact_track_target_ids": [],
"exact_track_targets": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [
"chiptune",
"retro space-themed arcade",
"sense of adventure",
"exploring a new galaxy",
"battling an alien boss"
],
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}
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 | 7 | 1.04 | avoid_name:8 Bit Weapon electro, chiptune, Electronic |
| 2 | Impetus Gaijin Games |
Bit.Trip Runner Original Soundtrack | 19 | 11 | 4.09 | bit trip, electronic, Electronic, 8bit, i am machine, chiptune |
| 3 | Monkey Island Dubmood |
Atari-Ska L'Atakk | 33 | 18 | 4.17 | optimistic robot, favorite, dopamine, cover, chiptunes, remix |
| 4 | Intergalactic Highway Dynatron |
The Legacy Collection, Vol. I | 37 | 46 | 2.19 | sun and moon and stars and outer space, roads and journeys, Electronic, Soundtracks |
| 5 | Subboss Theme Anamanaguchi |
Scott Pilgrim vs. the World: The Game (Original Videogame Soundtrack) | 31 | 3 | 2.15 | chiptunes, video game music, game boss music and stuff that would work well as it, party hard, scott pilgrim, 2010 |
| 6 | I Am the Program (Perturbator Remix) Megadrive |
Hardwired V1.4 | 0 | 23 | 4.00 | space synth, Electronic, new retro wave, feels, synthwave |
| 7 | Focus Chipzel |
Phonetic Symphony | 30 | 17 | 3.15 | stage, Dance, video game music, game over, final stage, super hexagon |
| 8 | Power Core Power Glove |
Far Cry 3: Blood Dragon (Original Game Soundtrack) | 46 | 378 | 2.23 | pop, fuck yeah, electronic, electro, synth pop, better than one direction |
| 9 | The Massacre FantomenK |
FantomenK | 38 | 26 | 1.19 | zenith spectrum, electronic, awesome, Electronic, Dance, instrumental |
| 10 | Dr. Wily Stage 1 - 2 The Greatest Bits |
Mega Man 2 | 22 | 20 | 0.11 | electronic, Electronic, instrumental, megaman, chiptune |
| 11 | Space Cruise (Title) Ben Prunty |
Ftl: Faster Than Light - Original Soundtrack | 43 | 49 | 2.21 | Soundtracks, Electronic, soundtrack |
| 12 | Saffron Skyline Boy vs Bacteria |
Waste No Sound | 23 | 22 | 1.11 | chipmusic, Electronic, 8bit, chiptunes, bitpop, chiptune |
| 13 | Bollywood Anamanaguchi |
Scott Pilgrim vs. the World: The Game (Original Videogame Soundtrack) | 30 | 5 | 4.15 | chiptunes, video game music, game boss music and stuff that would work well as it, scott pilgrim, 8-bit, addicted to this song |
| 14 | MilkyWay (Explore) Ben Prunty |
Ftl: Faster Than Light - Original Soundtrack | 40 | 34 | 2.20 | Electronic, soundtrack, Soundtracks, video game music, nice fur, hairy chest |
| 15 | Rock Club Anamanaguchi |
Scott Pilgrim vs. the World: The Game (Original Videogame Soundtrack) | 31 | 16 | 2.15 | Electronic, Rock, chiptunes, video game music, video game, chiptune |
| 16 | Wee Monsters Unicorn Kid |
Wee Monsters | 22 | 40 | 2.11 | festival faves, new rave, goeiepoep, chiptunes, catchy, houseparty |
| 17 | Night Force Power Glove |
EP 1 | 30 | 108 | 2.15 | 4 stars, electronic, ambient, game, Electronic, Dance |
| 18 | Star Raiders and Space Invaders Me Vs Hero |
Days That Shape Our Lives | 29 | 77 | 1.15 | pop punk, Rock, Alternative, easycore |
| 19 | Scott Pilgrim Anthem Anamanaguchi |
Scott Pilgrim vs. the World: The Game (Original Videogame Soundtrack) | 30 | 29 | 3.15 | favorite, chiptunes, video game music, crowdsurfed to this, scott pilgrim, rock |
| 20 | TechnoMan Anamanaguchi |
Scott Pilgrim vs. the World: The Game (Original Videogame Soundtrack) | 26 | 4 | 3.13 | retro, Electronic, soundtrack, stupid grin music, chiptunes, Rock |
Predicted Response
Love that retro space vibe — "Bits With Byte" by 8 Bit Weapon brings the same 8-bit adventure energy, with crisp chiptune beats that feel like blasting through a neon-lit galaxy. It’s got that fast-paced, mission-ready pulse perfect for exploring uncharted stars or facing down an alien boss.
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 track that feels like a grand stage performance. 'Smoke and Mirrors' is a decent fit but 'Only Love Can Hurt Like This' (rank 6) has a more dramatic, sweeping ballad quality that better matches the requested theatrical 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): weak fit. Best shown candidate: rank 6. The user explicitly wants a dramatic, theatrical, art-house Paloma Faith track that feels like a grand stage performance. 'Smoke and Mirrors' is a decent fit but 'Only Love Can Hurt Like This' (rank 6) has a more dramatic, sweeping ballad quality that better matches the requested theatrical mood.
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 track that feels like a grand stage performance. 'Smoke and Mirrors' is a decent fit but 'Only Love Can Hurt Like This' (rank 6) has a more dramatic, sweeping ballad quality that better matches the requested theatrical mood.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · weak fitResponse Quality
response quality: clear
The response directly references the submitted track 'Smoke and Mirrors', explains its theatrical and cinematic qualities in plain language, and clearly connects it to the user's repeated requests for dramatic, art-house music that paints a vivid scene.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state correctly captures the artist Paloma Faith and the dramatic/theatrical mood, but it misses the user's persistent desire for a grand stage performance feel and may over-constrain to the same artist, risking recommendations that don't fully satisfy the theatrical request.
missing: User wants songs that feel like a grand stage performance, not just any dramatic track; User's repeated request for theatrical/art-house aesthetic beyond upbeat pop is not fully captured
extra/stale: request_type 'same_artist' may be too narrow; user is open to other artists that match the mood; routing_tags 'image_or_visual_search' is set to true but user's 'vivid picture' is metaphorical, not literal visual search
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
Awesome, I'm so glad you loved "Only Love Can Hurt Like This"! It's truly a classic. Sticking with Paloma Faith's fantastic earlier work, 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 tracks that feel like a grand stage performance with dramatic, theatrical, art-house mood and vivid visual narrative.
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, mood, narrative
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Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Smoke and Mirrors Paloma Faith |
Do You Want The Truth Or Something Beautiful? | 38 | 3 | 4.19 | klasse, eclectonia, fucking love this shit, irritierend, interessant, music to read the guardian by |
| 2 | 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 |
| 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 | 2 | 4.40 | beautiful, 2014 single, classy, my song, crush, drama |
| 7 | Paloma Negra Lila Downs |
One Blood (Una Sangre) | 46 | 9 | 5.23 | emotiation, puro ranchero, folk, boracheras, wings and feathers, frida |
| 8 | La Fuerza Del Destino Fey |
La Fuerza Del Destino | 55 | 371 | 2.27 | cryb test, pretty, 2004, casandra, pop dance, 90s |
| 9 | Ar Visconde |
Visconde | 26 | 201 | 1.13 | but how deep is too deep, Pop |
| 10 | Promete Ana Vilela |
Ana Vilela | 53 | 195 | 0.27 | Pop, Rock |
| 11 | Víveme Laura Pausini |
Escucha | 72 | 29 | 2.36 | experimental, latino, female, qornvifus quorn-niskix kick ciaz fuckrnr, novela, romantica |
| 12 | Yo No Soy Esa Mujer Paulina Rubio |
Paulina | 71 | 63 | 1.35 | guilty pleasures, bass, female, old school latin pop, mexico, inspirational jam |
| 13 | Dog Days Are Over Florence + The Machine |
Lungs | 78 | 89 | 9.39 | motherfuckin rabbits ejaculating sunshine, energetic, folk, alternative rock, soul, florence |
| 14 | Granda Brodka |
Granda | 50 | 107 | 8.25 | love the lyrics, experimental, i am a woman and i am evil, kocham, energetic, folk |
| 15 | Gavilán o Paloma José José |
Reencuentro | 74 | 132 | 2.37 | mexico, jose jose, wings and feathers, romantica, baladas, awesome |
| 16 | Per la musica Laura Pausini |
Simili | 22 | 425 | 0.11 | Pop |
| 17 | Tu Falta De Querer Mon Laferte |
Mon Laferte (Vol. 1) | 83 | 186 | 0.41 | pop, beautiful, ed sheeran, pop chileno, 2015, sam smith |
| 18 | Mojada Vilma Palma e Vampiros |
3980 | 66 | 174 | 0.33 | la 104, 90s, rock y pop en nuestro idioma, spanish, rock, argentina |
| 19 | Super Love Dami Im |
NOW Fitness 2014 | 38 | 55 | 2.19 | pop, talent show, 2014 single, superlove, 2014, australiantop5 |
| 20 | Hoy Me Toca A Mi Paulina Rubio |
Brava! | 18 | 605 | 0.09 | spanish, Latin Rock, Latin Dance, dance-pop, dance, less than a million |
Predicted Response
"Smoke and Mirrors" is a perfect match for your craving for theatrical, art-house drama—Paloma Faith leans into the stage with bold, cinematic flair, turning every lyric into a scene from a dark, glamorous play. The piano-driven intensity and her commanding presence make it feel like a performance you can *see* as much as hear.
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: bad fit
The user explicitly asks for more ONE OK ROCK songs with energetic drum patterns, anthemic choruses, and intense vocal performances. 'Answer is near by' is not a known ONE OK ROCK song and does not match the requested style, while candidate 2 'Re:make' is a well-known intense rock track by ONE OK ROCK that fits the description much 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 explicitly asks for more ONE OK ROCK songs with energetic drum patterns, anthemic choruses, and intense vocal performances. 'Answer is near by' is not a known ONE OK ROCK song and does not match the requested style, while candidate 2 'Re:make' is a well-known intense rock track by ONE OK ROCK that fits the description much better.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #2: Re:make by ONE OK ROCK
The user explicitly asks for more ONE OK ROCK songs with energetic drum patterns, anthemic choruses, and intense vocal performances. 'Answer is near by' is not a known ONE OK ROCK song and does not match the requested style, while candidate 2 'Re:make' is a well-known intense rock track by ONE OK ROCK that fits the description much better.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response clearly ties the recommended track to the user's stated preferences for driving drums, soaring choruses, and intense vocals, and it directly references the previous song 'We Are' to maintain 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 more ONE OK ROCK songs with the specified energetic drum patterns, anthemic choruses, and intense vocal performances, and includes the relevant resolver data without any missing or contradictory information.
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
Awesome! Glad you liked "I Was King." 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.
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
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}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Answer is near ONE OK ROCK |
Zankyō Reference | 45 | 6 | 3.23 | rock, male vocalist, j-rock, one ok rock, japanese |
| 2 | Re:make ONE OK ROCK |
Zankyō Reference | 55 | 3 | 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 |
| 3 | Wherever you are ONE OK ROCK |
Niche Syndrome | 65 | 2 | 4.33 | queria estar morta, stuff i should be able to inject directly into my blood, favorite, wherever you are, fucking awesome, yeah |
| 4 | Taking Off ONE OK ROCK |
Ambitions | 54 | 13 | 2.27 | pop rock, Rock, j-rock |
| 5 | 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 |
| 6 | Let's take it someday ONE OK ROCK |
Zankyō Reference | 40 | 5 | 4.20 | rock, Rock, visual kei, male vocalist, j-rock, J-Pop |
| 7 | Listen ONE OK ROCK |
Ambitions | 46 | 10 | 3.23 | pop rock, avril lavigne, amazing, pop rock, Rock, rock |
| 8 | Take What You Want (feat. 5 Seconds of Summer) ONE OK ROCK |
Ambitions | 58 | 9 | 3.29 | Rock, j-rock |
| 9 | キミシダイ列車 ONE OK ROCK |
Zankyō Reference | 51 | 4 | 2.25 | J-Pop, Rock |
| 10 | Hard To Love ONE OK ROCK |
Ambitions | 45 | 11 | 2.23 | Rock, pop rock |
| 11 | 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 |
| 12 | 3xxxv5 ONE OK ROCK |
35xxxv | 40 | 8 | 2.20 | queria estar morta, 2015, rock, Rock, best intro, 35xxxv |
| 13 | Take Me To The Top ONE OK ROCK |
35xxxv | 44 | 12 | 2.22 | rock, addictive, corefags, Rock, one ok rock |
| 14 | Say You Don't Want It One Night Only |
One Night Only | 43 | 6.21 | stuff i should be able to inject directly into my blood, the best great sweet lovely, favorite, leeds 2010, rock indie, z kopem |
|
| 15 | Best Song Ever One Direction |
Midnight Memories (Deluxe) | 79 | 184 | 5.39 | energetic, one, the x factor, adolf hitler, 2013 singles, reincarnation of hitler |
| 16 | FILTH IN THE BEAUTY the GazettE |
Filth in the Beauty | 39 | 32 | 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 |
| 17 | 18 5 Seconds of Summer |
5 Seconds Of Summer | 48 | 218 | 1.24 | pop punk, australia, 5 seconds of summer, love at first listen, rock pop, eighteen rock pop |
| 18 | One Thing One Direction |
Up All Night | 76 | 232 | 8.38 | awful, one, compulsive repeat listenings, flawless, boysband, actor |
| 19 | Anthem zebrahead |
Broadcast to the World | 51 | 55 | 6.25 | punk, ska/punk, pop punk, ska-punk, nobbymugge, 2000s pop punk |
| 20 | One Way or Another (Teenage Kicks) One Direction |
538 Hitzone 65 | 67 | 518 | 3.33 | pop, one way, rock, pop rock, south korean band, Pop |
Predicted Response
"Answer is Near" picks up where "We Are" left off—same relentless drum drive, soaring chorus, and Taka’s voice tearing through the mix with that same raw, urgent passion. It’s a track that builds with unstoppable momentum, perfect for when you need that anthemic lift and emotional intensity.
I appreciate the effort, but I keep getting nature sounds. I really need to stress that I'm after *electronic* ambient music, not actual forest or rain sounds. Think deep, atmospheric electronic pads, like my favorite artist Clubroot. Can you suggest something
Open row audit
Recommendation fit: bad fit
The top recommendation 'Cozy Rain' is a nature soundscape, directly contradicting the user's repeated and explicit request for electronic ambient music similar to Clubroot. Candidate 11, 'Dry Cured' by Clubroot, perfectly matches the user's 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 11. The top recommendation 'Cozy Rain' is a nature soundscape, directly contradicting the user's repeated and explicit request for electronic ambient music similar to Clubroot. Candidate 11, 'Dry Cured' by Clubroot, perfectly matches the user's request.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #11: 'Dry Cured' by Clubroot
The top recommendation 'Cozy Rain' is a nature soundscape, directly contradicting the user's repeated and explicit request for electronic ambient music similar to Clubroot. Candidate 11, 'Dry Cured' by Clubroot, perfectly matches the user's request.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: misleading
The response admits the recommendation is wrong and does not fit the user's explicit request for electronic ambient music, violating the core requirement to personalize and justify the recommendation.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state correctly captures the exclusion of nature soundscapes and some sonic attributes, but it fails to treat Clubroot as a primary anchor for similarity search, and the routing profile is misaligned with the user's explicit request for electronic ambient music similar to Clubroot.
missing: The user explicitly mentioned 'Clubroot' as a favorite artist and style reference, but the state does not include a constraint to find music similar to Clubroot's deep, atmospheric electronic style.; The user repeatedly asked for 'electronic ambient' music, but the state's 'intent_mode' is 'open_explore' instead of a more focused mode like 'attribute_search' or 'similar_to_artist'.
extra/stale: The 'retrieval_profile' is 'feature_search', which is too generic and does not capture the specific request for electronic ambient music similar to Clubroot.; The 'routing_tags' include 'feature_articulation' as true, but the user's request is more about finding music similar to a specific artist than articulating features.
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm looking for a track that feels really comforting, kind of like a lullaby, with a gentle electronic texture to it.
An Ending (Ascent) - 2005 Digital Remaster -- Brian Eno
I'm glad you enjoyed that one! Keeping with those relaxing, ambient vibes, I think you'll really like "An Ending (Ascent)" by Brian Eno. He's practically a pioneer in ambient music, and this track is just beautiful for creating that peaceful soundscape you enjoy.
That's a solid Brian Eno track, and I appreciate the ambient direction. It's definitely peaceful, but I'm after something that feels even more intimate and comforting, like a gentle electronic lullaby. Something that really makes you feel understood.
Moments -- Deep Watch
Awesome! I'm glad you're finding these tracks relaxing. For something equally calming and immersive, I recommend "Moments" by Deep Watch. It has a beautiful New Age feel that I think will really resonate with your love for ambient soundscapes.
This is peaceful, but it's not quite hitting that sweet spot. I'm after something with a more distinct *electronic* texture, something that truly has that comforting, almost protective feel of a lullaby. It needs to evoke a sense of deep understanding, not just general calm.
Norah's Lullaby -- Aeuria
Happy to hear you're feeling that relaxation! To keep that serene feeling going, I think you'll enjoy "Norah's Lullaby" by Aeuria. It has a gentle, electronic sound that's perfect for a calm atmosphere.
Yes! That's the one! "Norah's Lullaby" by Aeuria is absolutely perfect, it always brings me such a sense of peace and understanding. You nailed it!
Relaxing Crickets And Waterfall -- Natural Sound Makers
Great to hear that! If you're looking for even more of a pure relaxation soundscape, I have "Relaxing Crickets And Waterfall" by Natural Sound Makers. It's truly an immersive natural sound experience, perfect for creating a peaceful atmosphere.
Thanks for this! It's definitely peaceful, but I'm really after more electronic ambient, not pure nature sounds. Got anything with that deep, comforting electronic vibe, maybe with a bit of a low-end presence, similar to what Clubroot does?
Rainforest Rain -- Wp Sounds
Absolutely! If you're looking for rain, I've got you covered. Check out "Rainforest Rain" by Wp Sounds. It's exactly what it sounds like – a natural, immersive rain soundscape to help you relax.
That's a nice rain sound, but I think there's a misunderstanding here. I'm really after *electronic* ambient music, not actual nature soundscapes. When I mentioned "Clubroot," I was thinking of his deep, atmospheric electronic pads and subtle bassline. Got anything with a similar, rich electronic texture?
Calm Forest -- Nature Recordings
Awesome, I'm happy you're enjoying the natural vibes! To keep that serene atmosphere going, how about "Calm Forest" by Nature Recordings? It's another beautiful soundscape that should help you relax even more.
I appreciate the effort, but I keep getting nature sounds. I really need to stress that I'm after *electronic* ambient music, not actual forest or rain sounds. Think deep, atmospheric electronic pads, like my favorite artist Clubroot. Can you suggest something truly electronic and atmospheric?
State
Current request: Deep, atmospheric electronic ambient music with rich electronic pads and subtle bassline, similar to Clubroot, not nature soundscapes.
Hard rejected names: nature soundscapes, nature soundscapes
Soft avoid names: nature soundscapes
Positive terms: appreciate, effort, but, keep, getting, nature, sounds, really, need, stress, i m, after, electronic, ambient, not, actual, forest, rain, think, deep, atmospheric, pads, favorite, artist, clubroot, suggest, something, truly, rich, subtle, bassline, similar, soundscapes, texture
{
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"rejections": [
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"explicit_rejections": [
{
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"source_turn": 7
}
],
"facts": [
{
"type": "artist",
"facet": null,
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"evidence_text": "like my favorite artist Clubroot"
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{
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},
{
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},
{
"type": "attribute",
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"role": "rejected",
"anchor_use": "do_not_use",
"relation": "exclude",
"reuse": "must_exclude",
"source_turn": 7,
"mentioned_current_turn": true,
"evidence_text": "not actual nature soundscapes"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_track_values": [],
"anchor_artist_ids": [],
"anchor_artist_values": [],
"exact_track_target_ids": [],
"exact_track_targets": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [
"nature soundscapes"
],
"positive_tags": [
"electronic ambient",
"deep atmospheric electronic pads",
"subtle bassline",
"rich electronic texture"
],
"played_track_ids": [
"866523ba-0276-4077-93eb-ae2d12950806",
"7376dc46-3d20-47aa-8406-a9137c0eb106",
"7dcaf163-6652-476d-9f3f-206ff38966ab",
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"d5741130-9114-4d7a-b2ae-1fc981ae4459"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Cozy Rain Sample Rain Library |
Rain Sounds | 59 | 2.29 | Others |
|
| 2 | Rainforest Ambience FX Makers |
Nature | 33 | 629 | 3.17 | Others |
| 3 | Anything You Synthesize - Ambient The American Dollar |
Ambient One | 46 | 1 | 2.23 | ambient, Electronic, playfor elke83, Ambient, dark ambient, Rock |
| 4 | ME Felicia Atkinson |
Comme Un Seul Narcisse | 0 | 28 | 2.00 | Ambient, ambient, Electronic |
| 5 | Brain Relaxation Sky Sample Rain Library |
Rain Sounds | 40 | 207 | 2.20 | Others |
| 6 | Ambiente Lluvia Sample Rain Library |
Rain Sounds | 35 | 37 | 3.17 | Others |
| 7 | Rain Sound : Dark Sky Rain Sounds Factory STHLM |
Rain Sounds For Sleeping | 32 | 117 | 2.16 | New Age |
| 8 | Brohm Ridge Loscil |
Coast / Range / Arc | 0 | 27 | 3.00 | early morning music, ambient, Electronic, atmospheric, winter, Ambient |
| 9 | Equal Ourselves Helios |
Moiety | 14 | 64 | 2.07 | electronic, ambient, Electronic, instrumental, Instrumental |
| 10 | Zauberberg 1 GAS |
Zauberberg | 26 | 6 | 4.13 | haunting, ambient, Electronic, atmospheric, minimal, ambient techno |
| 11 | 'Dry Cured' Clubroot |
II - MMX | 0 | 83 | 4.00 | ambient, electronic, Dance, Electronic, dubstep, dub2step |
| 12 | Overture (For Other Halfs) Brian McBride |
When the Detail Lost its Freedom | 37 | 114 | 6.18 | feels so, macenight, beautiful, soundscape, study music, songs in the key of glass |
| 13 | Sol Solar Fields |
Movements | 41 | 707 | 4.21 | beautiful, cosmic, experimental, kanfeel, space ambient, holly shit |
| 14 | Deep Cover Sun Araw |
On Patrol | 48 | 41 | 3.24 | experimental, ost, goeiepoep, video game music, jabba, hotline miami |
| 15 | Negative Snow Taylor Deupree |
Faint | 0 | 279 | 2.00 | genre: minimalist, genre: experimental ambient, radio-dawn-winter season, doorchaserambient, ambient, radio-dawn-minimalist ambient |
| 16 | From Mumbai - Ambient Mix Kaya Project |
The Ambient Mixes | 19 | 4 | 3.10 | umit, 316000, jazzyscafe, 16990, new world music, dolphinmoon |
| 17 | Soft Rain Samples Natural Samples |
Rain | 36 | 403 | 1.18 | Others |
| 18 | Poa Alpina Biosphere |
Substrata | 46 | 93 | 9.23 | beruhigend, experimental, sleep, minimal, trance, easy listening |
| 19 | Nuits Sonores Floating Points |
Nuits Sonores / Nectarines | 0 | 99 | 3.00 | 4 stars, electronic, ambient, deep house, Electronic, Dance |
| 20 | A Song for Stolen Keys Exist Strategy |
Dreamcatcher | 18 | 94 | 2.09 | Electronic, ambient, piano |
Predicted Response
I hear you — and I’m sorry this one still misses the mark. This track is actually a nature soundscape with synthetic rain, not electronic ambient music, so it’s not quite what you’re looking for. If you’re after deep, atmospheric electronic pads like Clubroot, we’ll keep searching for something that truly fits.
"Elizabeth, You Were Born To Play That Part" is another beautiful, introspective track from Ryan Adams, and it definitely fits the melancholic alt-country mood we've been exploring. But I was hoping to hear something from a *different artist* this time, to bra
Open row audit
Likely wrong
The top recommendation is Dance All Night by Ryan Adams & The Cardinals, but it repeats something the user was trying to move away from: 'Ryan Adams & The Cardinals'; the user asked to branch out, but it repeats prior artist 'Ryan Adams & The Cardinals'.
From the submitted list, Hallelujah by Ryan Bingham looks better because it avoids the top pick's rule violation; fusion stage already ranked it #17; catalog popularity is 62; metadata/tags match: ryan, alt country.
Likely cause: compiler/final filtering let a known rejection through.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. Best shown candidate: rank 2. The top recommendation is by Ryan Adams & The Cardinals, but the user explicitly asked for a different artist. Candidate 2 (Ryan Bingham) is a better choice as it is from a different artist and fits the late 2000s alt-country, raw storytelling feel.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #2: Hallelujah by Ryan Bingham
The top recommendation is by Ryan Adams & The Cardinals, but the user explicitly asked for a different artist. Candidate 2 (Ryan Bingham) is a better choice as it is from a different artist and fits the late 2000s alt-country, raw storytelling feel.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: misleading
The user explicitly asked for a different artist, but the response recommends another Ryan Adams track, directly contradicting the user's request.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state correctly captures the pivot to a different artist while preserving the genre, sonic feel, and era constraints from the user's latest turn, and includes the explicit rejection of Ryan Adams.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm trying to recall a song that's got that distinct melancholic, storytelling alt-country feel from the late 2000s, but I can't remember the title or artist.
The Hardest Part -- Ryan Adams & The Cardinals
Glad you liked "Carolina Rain"! Sticking with Ryan Adams, I think you'll appreciate "The Hardest Part" from his Jacksonville City Nights album. It definitely captures that classic Alt-Country feel you enjoy.
Nice pick from Ryan Adams, and I'm down with staying in the alt-country zone! "The Hardest Part" is solid. But I'm really after something with more raw acoustic instrumentation, like a confessional, intimate performance. I'm picturing a song with a really evocative sense of place in the lyrics, a bit somber but still really beautiful, capturing that specific late 2000s introspective mood.
Peaceful Valley -- Ryan Adams & The Cardinals
Awesome, glad you're enjoying the Ryan Adams vibe! How about "Peaceful Valley" next? It's another great one from Ryan Adams & The Cardinals that I think you'll find just as engaging.
"Peaceful Valley" is definitely more in line with the acoustic, melancholic feel I'm going for, thanks! It's got a lovely reflective quality. To get even closer, I'm really picturing a song that tells a deeply poignant story, almost like a spoken-word piece set to music, from the *very late 2000s* — say, around 2008 or 2009. Something with vivid, narrative lyrics and a strong sense of emotional depth.
The End -- Ryan Adams & The Cardinals
Awesome! Since you're really digging the Ryan Adams tracks, I'd recommend "The End" next. It's got that same Alt-Country feel and powerful songwriting you've been enjoying.
That's another solid Ryan Adams song, appreciate the continued focus on his stuff. But I think we might need to broaden the scope a little or look at his later output, because I'm really trying to find something from the *late 2000s* specifically, closer to 2008 or 2009. I'm after a track with a really evocative, detailed narrative in the lyrics, where the song itself feels like a deep, personal story being shared.
A Kiss Before I Go -- Ryan Adams & The Cardinals
Glad you're on a roll with Ryan Adams! Let's keep that feeling going with "A Kiss Before I Go." It's another fantastic Alt-Country tune by him and The Cardinals that I think you'll really like.
"A Kiss Before I Go" is a great song, and I'm a fan of Ryan Adams, but I feel like we're still dwelling a bit too early in the 2000s. I'm really trying to find something from the *late 2000s*, specifically 2008 or 2009. I'm imagining a song that's less about a grand sentiment and more about a gritty, reflective folk-rock narrative, almost like an overheard confession, with a strong sense of personal introspection.
Carolina Rain -- Ryan Adams
Here's one from that late 2000s period — see if this captures that raw, confessional feel you're after.
Yeah, 'Carolina Rain' by Ryan Adams! That's exactly the poignant story and sound I was hoping to find from that era. You totally nailed the introspective, storytelling vibe. Thanks! Now that we found that perfect track, I'd love to explore a bit more. Can you recommend another alt-country song from the same general time period, maybe something with a similar raw, confessional feel but from a different artist?
Elizabeth, You Were Born To Play That Part -- Ryan Adams
Here's another one with that same introspective, alt-country mood. Let me know what you think!
"Elizabeth, You Were Born To Play That Part" is another beautiful, introspective track from Ryan Adams, and it definitely fits the melancholic alt-country mood we've been exploring. But I was hoping to hear something from a *different artist* this time, to branch out a bit, while still keeping that raw, storytelling folk-rock feel from the late 2000s. Got any suggestions from another artist who hits a similar vibe?
State
Current request: Another alt-country song from the late 2000s (2008-2009) with a raw, confessional, storytelling folk-rock feel, but from a different artist than Ryan Adams.
Hard rejected names: Ryan Adams
Soft avoid names: Ryan Adams, Carolina Rain, Ryan Adams & The Cardinals
Positive terms: elizabeth, were, born, play, part, another, beautiful, introspective, ryan, adams, definitely, fits, melancholic, alt country, mood, we ve, been, exploring, but, was, hoping, hear, something, different, artist, branch, out, bit, while, still, keeping, raw, storytelling, folk rock, feel, late, 2000s, got, any, suggestions
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},
{
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"role": "current_target",
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"resolver": {
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"anchor_track_values": [],
"anchor_artist_ids": [],
"anchor_artist_values": [],
"exact_track_target_ids": [],
"exact_track_targets": [],
"rejected_track_ids": [],
"rejected_artist_ids": [
"6faeda43-f7a3-4197-9054-9026962fd5e7",
"1079cecd-b1e1-4871-81a8-2e8f7cc3938b"
],
"rejected_tags": [],
"positive_tags": [
"alt-country",
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"storytelling folk-rock",
"late 2000s"
],
"played_track_ids": [
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}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Dance All Night Ryan Adams & The Cardinals |
Must Love Dogs-Music from the Motion Picture | 39 | 20 | 8.20 | avoid_name:Ryan Adams & The Cardinals, prior_artist_after_switch:Ryan Adams & The Cardinals relaxing, folk, country, slow motion, alt singer songwriter, rainy day |
| 2 | Hallelujah Ryan Bingham |
Junky Star (International Version) | 62 | 17 | 2.31 | americana, Country, alt-country, singer-songwriter, Singer/Songwriter, Rock |
| 3 | Cobwebs Ryan Adams & The Cardinals |
Cardinology (International Version) | 17 | 270 | 2.08 | avoid_name:Ryan Adams & The Cardinals, prior_artist_after_switch:Ryan Adams & The Cardinals the best of 2008, at ease, seen live, male vocalists, singer-songwriter, indie |
| 4 | Rivertown Hayes Carll |
Little Rock | 0 | 40 | 2.00 | down the road tonight, 2005, chaser i, under stars, radio as i want it, alt-country |
| 5 | Go Easy Ryan Adams & The Cardinals |
Cardinology (International Version) | 29 | 11 | 4.14 | rejected_artist_id, avoid_name:Ryan Adams & The Cardinals, prior_artist_after_switch:Ryan Adams & The Cardinals blues, ryan adams and the cardinals, american, lovely, cardinology, the neverending soundtrack |
| 6 | Big Black Car Gregory Alan Isakov |
This Empty Northern Hemisphere | 77 | 244 | 0.39 | cjl original library, size and weight, exuberant folk, cars and other things that travel on roads, folk, male voices |
| 7 | To Be Young (Is to Be Sad, Is to Be High) Ryan Adams |
Heartbreaker | 55 | 14 | 9.28 | rejected_name:Ryan Adams, avoid_name:Ryan Adams, prior_artist_after_switch:Ryan Adams emusic, folk, acoustic rhythm guitars, bar room, summer time, candidate |
| 8 | Cold Roses Ryan Adams & The Cardinals |
Cold Roses | 0 | 31 | 5.00 | rejected_artist_id, 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 |
| 9 | Gospel John Moreland |
In the Throes | 0 | 56 | 2.00 | Singer/Songwriter, folk, x-factor, alt-country, Country, driving late at night |
| 10 | It's A Shame Hayes Carll |
Trouble In Mind | 29 | 201 | 3.15 | rated 100, folk, country, gr albums, inside the rain, gr 00s |
| 11 | West Nashville Grand Ballroom Gown Todd Snider |
Agnostic Hymns & Stoner Fables | 12 | 445 | 0.06 | best of 2007, folk, country, americana, Rock |
| 12 | Country Blues Rose's Pawn Shop |
Gravity Well | 28 | 288 | 0.14 | Singer/Songwriter |
| 13 | Life Is Beautiful Ryan Adams & The Cardinals |
Cold Roses | 0 | 85 | 6.00 | rejected_artist_id, avoid_name:Ryan Adams & The Cardinals, prior_artist_after_switch:Ryan Adams & The Cardinals folk, viciazos, alt singer songwriter, hopeful, american, lovely |
| 14 | Let It Ride Ryan Adams & The Cardinals |
Cold Roses | 0 | 199 | 7.00 | rejected_artist_id, 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 |
| 15 | Nothing Arrived - Live from Spotify London Villagers |
Spotify Sessions | 60 | 207 | 0.30 | folk, Alternative |
| 16 | Beaumont Hayes Carll |
Trouble In Mind | 43 | 885 | 1.22 | critically acclaimed song, i wish i wrote that one, roofdeck, country, inside the rain, mother american night |
| 17 | Sleeping on the Blacktop Colter Wall |
Imaginary Appalachia | 4 | 1.02 | folk, Folk, Country, played, Singer/Songwriter |
|
| 18 | Ruby David Rawlings |
A Friend Of A Friend | 39 | 957 | 2.19 | double-ender 2, this weeks thrill, nashville, very favoritest favorite, american brilliance, fucking incredible |
| 19 | Sink Ships Ryan Adams & The Cardinals |
Cardinology (International Version) | 13 | 2.06 | rejected_artist_id, avoid_name:Ryan Adams & The Cardinals, prior_artist_after_switch:Ryan Adams & The Cardinals blues, the best of 2008, folk, 1live fiehe, listen to this, alternative country |
|
| 20 | Oh Darlin' What Have I Done White Buffalo |
Prepare for Black and Blue - EP | 59 | 2.29 | Singer/Songwriter, play me some more, jnash, soa, alt-country, maravilha |
Predicted Response
I know you're looking to explore beyond Ryan Adams, and while this track is by him, it’s from a different era and band—The Cardinals—so it’s a fresh take on that raw, storytelling folk-rock sound you love. "Dance All Night" has that same intimate, melancholic warmth with a slow, drifting country feel that fits perfectly with your late 2000s vibe.
I keep getting tracks from the same stylistic phase, like 'Loss' from the '2011 Remastered Edition'. I need recommendations from a *different* phase. As I've said, I'm looking for tracks from the 'Origins' album, which has darker, abstract cover art and a more
Open row audit
Recommendation fit: bad fit
The user explicitly asked for tracks from the 'Origins' album, but the submitted top recommendation is from 'All Is Violent, All Is Bright (2011 Remastered Edition)', which is the same stylistic phase the user rejected. Candidate 10, 'The Last March', is from the 'Origins' album and directly 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): bad fit. Best shown candidate: rank 10. The user explicitly asked for tracks from the 'Origins' album, but the submitted top recommendation is from 'All Is Violent, All Is Bright (2011 Remastered Edition)', which is the same stylistic phase the user rejected. Candidate 10, 'The Last March', is from the 'Origins' album and directly satisfies the request.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #10: The Last March by God Is An Astronaut
The user explicitly asked for tracks from the 'Origins' album, but the submitted top recommendation is from 'All Is Violent, All Is Bright (2011 Remastered Edition)', which is the same stylistic phase the user rejected. Candidate 10, 'The Last March', is from the 'Origins' album and directly satisfies the request.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: misleading
The user explicitly asked for tracks from the 'Origins' album, but the response recommends a track from a different album and acknowledges it, violating the user's constraint.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state correctly captures the user's explicit request for tracks from the 'Origins' album by God Is An Astronaut, along with the associated experimental/atmospheric sound and darker abstract cover art, 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 looking for God Is An Astronaut tracks that have a really grand, space-rock feel, like the kind of stuff from their albums with fiery, bright covers.
Echoes -- God Is An Astronaut
Awesome, glad you liked "No Return"! If you're looking for more of that epic, atmospheric instrumental post-rock, you should definitely check out "Echoes." It's another track by God Is An Astronaut that really captures that immersive feeling.
That's a solid track, really captures that grand, space-rock feel. Now can you recommend some of God Is An Astronaut's more experimental and atmospheric tracks from albums with darker, abstract cover art?
Shadows -- God Is An Astronaut
Glad you're digging "Echoes"! If you want something else truly epic and atmospheric from God Is An Astronaut, you've got to hear "Shadows." It's packed with that same instrumental power and mood.
'Shadows' is a powerful track and fits the grand, space-rock sound, but it's still from that same era with the fiery album art. I was hoping for something from a different stylistic phase, specifically their more experimental and atmospheric tracks from albums with darker, abstract covers. Can you give me some examples of those?
Shores of Orion -- God Is An Astronaut
Glad to hear you're enjoying these! For another one of God Is An Astronaut's truly epic and atmospheric instrumental journeys, I recommend "Shores of Orion." It's a fan favorite for a reason!
These tracks are solid for the grand, space-rock feel I initially mentioned. But I'm still trying to find tracks that represent God Is An Astronaut's *other* stylistic phase — the more experimental and atmospheric sound, typically found on albums with darker, abstract cover art. Can you please focus on recommending tracks that fit *that* description?
Worlds in Collision -- God Is An Astronaut
Awesome! Since you're still vibing with the epic soundscapes, you'll definitely want to check out "Worlds in Collision, Worlds In Collision." It's another fantastic track by God Is An Astronaut that brings that same ethereal, ambient post-rock energy.
This track is grand, but it still falls within the same stylistic phase I described at the start. To find a truly distinct phase, I'm looking for tracks from albums like 'Origins', which have a more experimental, atmospheric feel and darker, abstract cover art. Can you suggest some tracks from that album?
First Day of Sun -- God Is An Astronaut
Awesome! To keep that atmospheric and relaxing post-rock flow going, how about "First Day of Sun" by God Is An Astronaut? It's another track that really shines with its ethereal beauty.
I appreciate these tracks for the grand, space-rock feel, but I'm still trying to get recommendations for a *distinct* stylistic phase. I specifically asked for tracks from 'Origins', which has a darker, abstract cover and a more experimental, atmospheric sound. Can you please provide tracks from the 'Origins' album?
Loss -- God Is An Astronaut
I'm happy you're enjoying the journey! For another beautiful and emotional instrumental piece by God Is An Astronaut, I think you'd really appreciate "Loss." It's got that deep, ambient post-rock feel.
I keep getting tracks from the same stylistic phase, like 'Loss' from the '2011 Remastered Edition'. I need recommendations from a *different* phase. As I've said, I'm looking for tracks from the 'Origins' album, which has darker, abstract cover art and a more experimental, atmospheric sound. Can you finally give me tracks specifically from 'Origins'?
State
Current request: Tracks specifically from God Is An Astronaut's 'Origins' album, which has darker abstract cover art and a more experimental atmospheric sound.
Hard rejected names:
Soft avoid names:
Positive terms: keep, getting, same, stylistic, phase, loss, 2011, remastered, edition, need, recommendations, different, i ve, said, i m, looking, origins, album, which, has, darker, abstract, cover, art, experimental, atmospheric, sound, finally, specifically, god, astronaut s, astronaut
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Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | All Is Violent, All Is Bright God Is An Astronaut |
All Is Violent, All Is Bright (2011 Remastered Edition) | 48 | 2 | 7.24 | experimental, beautiful, god is an astronaut, fucking awesome, Instrumental, 00s |
| 2 | Frozen Twilight God Is An Astronaut |
A Moment Of Stillness (2011 Remastered Edition) | 42 | 1 | 9.21 | drugs mix well with this song, ambient easy listening, beautiful, god is an astronaut, edward, motherfuckin rabbits ejaculating sunshine |
| 3 | Forever Lost God Is An Astronaut |
All Is Violent, All Is Bright (2011 Remastered Edition) | 43 | 3 | 8.21 | experimental, beautiful, god is an astronaut, Instrumental, amazing, piano |
| 4 | Suicide By Star God Is An Astronaut |
All Is Violent, All Is Bright (2011 Remastered Edition) | 41 | 8 | 7.21 | experimental, beautiful, god is an astronaut, absolutte favoritter, emotional, alternative rock |
| 5 | Fragile God Is An Astronaut |
All Is Violent, All Is Bright (2011 Remastered Edition) | 36 | 4 | 8.18 | experimental, beautiful, god is an astronaut, emotional, ireland, Instrumental |
| 6 | A Moment of Stillness God Is An Astronaut |
A Moment Of Stillness (2011 Remastered Edition) | 29 | 7 | 12.14 | mental, experimental, mis-favo, loved, pretty, intensity |
| 7 | Fall from the Stars God Is An Astronaut |
The End of the Beginning (2011 Remastered Edition) | 26 | 14 | 9.13 | experimental, pretty, superdreammmmmmmmm, bestttttt, alternative rock, progressive metal |
| 8 | A Deafening Distance God Is An Astronaut |
All Is Violent, All Is Bright (2011 Remastered Edition) | 38 | 6 | 7.19 | experimental, absolutely fucking love it, pure awesome, progressive breaks, epic, the cure |
| 9 | Infinite Horizons God Is An Astronaut |
All Is Violent, All Is Bright (2011 Remastered Edition) | 41 | 10 | 11.21 | experimental, instru, cancionero, alternative rock, quiet, ambient rock |
| 10 | The Last March God Is An Astronaut |
Origins | 0 | 21 | 4.00 | Alternative Rock, atmospheric, instrumental, Alternative, song i have seen live, Rock |
| 11 | Remaining Light God Is An Astronaut |
God Is An Astronaut (2011 Remastered Edition) | 19 | 13 | 7.09 | experimental, god is an astronaut, instrumental studying, mood4265, 3 star, radioparadise |
| 12 | Lost Symphony God Is An Astronaut |
The End of the Beginning (2011 Remastered Edition) | 17 | 15 | 8.09 | experimental, god is an astronaut, zicelectro, Instrumental, post rock, piano |
| 13 | Remembrance Day God Is An Astronaut |
All Is Violent, All Is Bright (2011 Remastered Edition) | 37 | 12 | 9.19 | experimental, dystopian, blissful, duyster, epic, top |
| 14 | The End of the Beginning God Is An Astronaut |
The End of the Beginning (2011 Remastered Edition) | 34 | 9 | 9.17 | columbus, experimental, spoken, contemporary, you, hot |
| 15 | Dust and Echoes God Is An Astronaut |
All Is Violent, All Is Bright (2011 Remastered Edition) | 33 | 5 | 11.16 | low, experimental, cosmorock, alternative rock, epic, quiet |
| 16 | Point Pleasant God Is An Astronaut |
The End of the Beginning (2011 Remastered Edition) | 23 | 23 | 9.12 | point pleasant, emocore, experimental, cool atmo, god is an astronaut, beautiful |
| 17 | Parallel Highway God Is An Astronaut |
Age of the Fifth Sun | 25 | 11 | 3.12 | experimental, beautiful, premium4265, alternative rock, instrumental4265, amazing |
| 18 | Coda God Is An Astronaut |
The End of the Beginning (2011 Remastered Edition) | 20 | 20 | 8.10 | experimental, bom, camdensounds, rythm, electronic post-rock, andrea |
| 19 | From Dust to the Beyond God Is An Astronaut |
The End of the Beginning (2011 Remastered Edition) | 34 | 19 | 9.17 | low, experimental, keeper, post prog, check, alternative rock |
| 20 | Ascend to Oblivion God Is An Astronaut |
The End of the Beginning (2011 Remastered Edition) | 21 | 18 | 9.11 | experimental, postrockig, alternative rock, easy listening, duyster, post hardcore |
Predicted Response
I know you're looking for tracks from the *Origins* album specifically, and this one’s from the 2011 Remastered Edition of *All Is Violent, All Is Bright*—which is from a different phase than *Origins*. That said, it’s still a powerful instrumental piece with that signature atmospheric, experimental mood you like, and the remastered version brings out the depth and texture that fits your taste in immersive, otherworldly soundscapes.
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, Comfort Zone by General Fuzz looks better because it avoids the top pick's rule violation; fusion stage already ranked it #224; catalog popularity is 42; metadata/tags match: general, light, ambient.
Likely cause: state extraction/structuring missed the user constraint.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. Best shown candidate: rank 10. The user explicitly asked for tracks from different artists, but the submitted top recommendation (rank 1) is by Plaid, the same artist they've been listening to. Candidate rank 10, 'Into The Sea' by Port Blue, is a purely instrumental ambient electronic track from a different artist that better matches the request for smooth, unobtrusive soundscapes.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #10: Into The Sea by Port Blue
The user explicitly asked for tracks from different artists, but the submitted top recommendation (rank 1) is by Plaid, the same artist they've been listening to. Candidate rank 10, 'Into The Sea' by Port Blue, is a purely instrumental ambient electronic track from a different artist that better matches the request for smooth, unobtrusive soundscapes.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: thin
The response recommends another Plaid track despite the user explicitly asking for different artists, violating the user's stated preference.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state correctly captures the positive attributes (ambient electronic, smooth, instrumental soundscapes, background focus) but misses the explicit rejection of vocals and distracting elements, and over-interprets 'different artists' as a hard exclusion of Plaid.
missing: User explicitly rejected vocals/distracting elements, but state does not capture 'no vocals' or 'purely instrumental' constraint; User wants 'minimal beats or prominent melodies' but state does not capture this low-prominence constraint
extra/stale: State marks 'Plaid' as 'do_not_use' artist, but user only said 'different artists' as a suggestion, not a rejection of Plaid; State includes 'Twin Home' as a played track but does not reflect user's lukewarm 'good for a general listen' evaluation
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
Glad to hear you liked 'Sincetta'! Sticking with 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 soundscapes 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
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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 | 12 | 3.08 | avoid_name:Plaid, prior_artist_after_switch:Plaid snow, experimental, Dance, warp, okay, blippy |
| 2 | Silversum Plaid |
Double Figure | 18 | 786 | 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 | Host Plaid |
Heaven's Door: The Soundtrack | 0 | 275 | 2.00 | avoid_name:Plaid, prior_artist_after_switch:Plaid ambient, Electronic, worktronica, Alternative, psychoalgie, fav |
| 5 | Two Rooms Plaid |
Heaven's Door: The Soundtrack | 0 | 2 | 2.00 | avoid_name:Plaid, prior_artist_after_switch:Plaid ambient, Electronic, a distant fire burning, Alternative, sleeptronica, idm |
| 6 | Hydrosphere Plaid |
Heaven's Door: The Soundtrack | 0 | 122 | 1.00 | avoid_name:Plaid, prior_artist_after_switch:Plaid beautiful, Electronic, 5 star, amazing, Alternative, sleeptronica |
| 7 | Zamami Plaid |
Double Figure | 0 | 1 | 4.00 | avoid_name:Plaid, prior_artist_after_switch:Plaid experimental, plaid, uzzis, vibraphone, chimes, sleep |
| 8 | Fer Plaid |
Not For Threes | 0 | 718 | 1.00 | avoid_name:Plaid, prior_artist_after_switch:Plaid carmella bing, experimental, 4 stars, electronic, mika tan, Electronic |
| 9 | Non Hoi Plaid |
Heaven's Door: The Soundtrack | 0 | 111 | 1.00 | avoid_name:Plaid, prior_artist_after_switch:Plaid Electronic, pretty, Alternative, psychoalgie, idm |
| 10 | Into The Sea Port Blue |
The Albatross Ep | 30 | 89 | 3.15 | relaxing, adam young, electronic, ambient, Electronic, instrumental |
| 11 | Santa Rosa Trifonic |
Ninth Wave | 39 | 415 | 3.19 | chill, mind, electronic, ambient, Electronic, downtempo |
| 12 | Nightrun (feat. MindBuffer) MindBuffer |
Ninth Wave | 30 | 518 | 3.15 | chill, electronic, ambient, Dance, downtempo, Electronic |
| 13 | Fly 7and5 |
Trading Stories | 0 | 33 | 5.00 | romantic slow dance, loved, jtm contemporary instrumental, space music, georgous, dance party |
| 14 | Jetstream Lusine |
Language Barrier | 24 | 19 | 3.12 | early morning music, soundscape, beautiful, voyage to peace of mind, minimalism, winter |
| 15 | Comfort Zone General Fuzz |
Soulful Filling | 42 | 224 | 4.21 | radiant, creative commons, violin, sweetncatchy, selected bgms, ambient |
| 16 | Clouds Are Sleeping The Abbasi Brothers |
Something Like Nostalgia | 18 | 80 | 2.09 | electronic, slow, autumn, Ambient, post-rock |
| 17 | Halving the Compass (Rhian Sheehan Remix) Helios |
Helios Remixed | 36 | 487 | 3.18 | electronic, ambient, Electronic, downtempo, instrumental, sleep |
| 18 | Harmony and the Play of Light Eraldo Bernocchi |
Winter Garden | 22 | 115 | 3.11 | Electronic, introspective, ambient |
| 19 | Watching As She Reels Rafael Anton Irisarri |
Hopes And Past Desires | 28 | 277 | 4.14 | experimental, modern classical, sleep, minimal, silkred-lovedall, trance |
| 20 | At the Mercy of the Waves Clem Leek |
Holly Lane | 40 | 44 | 3.20 | ambient piano, experimental, zone minimal, modern classical, minimalism, sleep |
Predicted Response
Zala by Plaid is a smooth, ambient-electronic journey with gentle textures and a dreamy, drifting rhythm—perfect for background focus, much like "Light Rain." The track’s subtle pulse and layered soundscapes create a calm, immersive atmosphere without pulling attention away.
Yes! "Pumped Up Kicks" by Foster The People! The whistling is exactly what I was thinking of. That's the one! You got it! That's the catchy, massive track I was trying to remember. Cheers for helping me find it!
Open row audit
Recommendation fit: bad fit
The user has already identified the correct song and is expressing gratitude, not asking for another recommendation. No new track should be suggested at this point.
From the submitted list, Cool Kids by Echosmith looks better because fusion stage already ranked it #165; catalog popularity is 75; metadata/tags match: one, pop, 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 has already identified the correct song and is expressing gratitude, not asking for another recommendation. No new track should be suggested at this point.
Recommendation Fit
no valid submitted recommendation: No valid submitted track
The user has already identified the correct song and is expressing gratitude, not asking for another recommendation. No new track should be suggested at this point.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: thin
The response mentions 'whistling indie pop energy' which weakly connects to the user's love of the whistling in Pumped Up Kicks, but it doesn't explain why Tongue Tied specifically fits the user's taste or the exact era (2010–2012).
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state keeps stale query facets from a resolved search and sets an open_explore intent, which would misdirect future retrieval; the turn marks a successful resolution, not an ongoing exploration.
missing: none called out
extra/stale: Genre, sonic, energy, mood, popularity, and performer attributes from turn 7 are carried over as current targets even though that query was resolved in turn 8; intent_mode 'open_explore' likely incorrect because user confirmed the target in this turn
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
Trying to place a tune from like a decade ago. Was proper catchy, on the radio all the time. What you reckon?
Volkwein -- Dortmunder Philharmoniker
Awesome, glad you liked that one! If you're after something with a similar vibe but maybe a bit more atmospheric, I'd suggest "Volkwein" by Dortmunder Philharmoniker, Super Flu, and Philipp Armbruster. It's another solid electronic track with a great groove that I think you'll appreciate.
Nah, not quite. Decent electronic track but that's not the one I'm after. The song I'm trying to place had a really distinct hook – think it might've been whistling or a dead catchy synth line. Felt like a big summer anthem around 2010-2012, absolutely massive.
The Black Mill Video Tape -- Pye Corner Audio
Glad you're enjoying the electronic beats! If you're looking for something a bit more on the chill side, I've got "The Black Mill Video Tape" by Pye Corner Audio for you. It's got a really nice, atmospheric electronic sound that should be perfect for unwinding.
Bit too ambient and downtempo for what I'm on about. The track I'm remembering was way more upbeat, proper infectious melody that stood out. Had male vocals too, and it was more indie pop or alternative – the sort of thing everyone was humming. Definitely big around 2010-2012.
Doiicie - A -- Minilogue
Here's something more in the indie pop direction — see if this rings a bell!
Still not it, mate. The song I'm after had a really bright, summery feel and a proper iconic instrumental bit – kinda leaning towards it being a whistle. Vocals were definitely male, and it charted well, wasn't some underground electronic thing. Think more indie pop/rock with that catchy hook.
AleeFee -- andhim
Give this one a go, going more upbeat and melodic this time.
Cool track but still not it. The song I'm thinking of was way more melodic with a very specific hook, and I'm pretty sure it was whistling. Absolute earworm, played everywhere, definitely more upbeat mainstream indie. Was massive around 2010-2012.
Hutset -- Agents Of Time
Try this one — keeping it in that catchy indie pop lane.
Nah, this ain't it either. Need something well more in the indie pop/alternative lane, prominent male vocals. Main thing is that very specific upbeat whistle or synth melody – pretty certain it was a whistle. Was absolutely all over the radio and felt like *the* song of the summer around 2010-2012. Think something really well-known and instantly recognisable from that era.
The Enemy -- Felix Da Housecat
Here's another shot at it. Hoping this one clicks!
Still not landing. I'm picturing something like Foster The People – that kind of indie pop/rock vibe. Had a really iconic, almost haunting whistling melody throughout. Was incredibly popular and summery, definitely male vocals. It's proper stuck in my head but I can't quite get the name or artist.
Pumped Up Kicks -- Foster The People
Maybe this is the one?
Yes! "Pumped Up Kicks" by Foster The People! The whistling is exactly what I was thinking of. That's the one! You got it! That's the catchy, massive track I was trying to remember. Cheers for helping me find it!
State
Current request: Find the specific catchy indie pop/rock track from around 2010-2012 with a whistling hook, male vocals, and a bright summery feel.
Hard rejected names:
Soft avoid names: Pumped Up Kicks, Foster The People
Positive terms: yes, pumped, kicks, foster, people, whistling, exactly, what, was, thinking, that s, one, got, catchy, massive, trying, remember, cheers, helping, find, specific, indie, pop, rock, around, 2010 2012, hook, male, vocals, bright, summery, feel, melody, upbeat
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Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Tongue Tied GROUPLOVE |
Never Trust A Happy Song | 82 | 51 | 7.41 | loved, happy song, killer song, alternative rock, impulsive, makes me wanna dance |
| 2 | Call It What You Want Foster The People |
Torches | 65 | 6 | 9.32 | avoid_name:Foster The People rocket shoes mixtapes, freak, alternative rock, our wedding, epic, english |
| 3 | Don't Stop (Color on the Walls) Foster The People |
Torches | 63 | 41 | 5.32 | avoid_name:Foster The People Electronic, indie rock, 10s, Pop, Rock |
| 4 | Houdini Foster The People |
Torches | 73 | 1 | 9.37 | avoid_name:Foster The People love the lyrics, coldplay, alternative rock, f r e s h, gossip girl, 2010 |
| 5 | I Would Do Anything for You Foster The People |
Torches | 62 | 3 | 8.31 | avoid_name:Foster The People folk, prominent percussion, a vocal-centric aesthetic, alternative rock, makes me wanna dance, nostalgia |
| 6 | Helena Beat Foster The People |
Torches | 67 | 9 | 10.34 | avoid_name:Foster The People pekne, rocket shoes mixtapes, my summer of 11, alternative rock, apumrwork, indie sei la coe |
| 7 | Little Talks Of Monsters and Men |
Little Talks | 83 | 25 | 6.42 | talks, folk, makes me smile, iceland, like, alternative rock |
| 8 | Warrant Foster The People |
Torches | 47 | 28 | 9.23 | avoid_name:Foster The People alternative rock, bands i heart, foster the people, misc, Alternative, super cres |
| 9 | Young Folks Peter Bjorn and John |
Hits 2006 | 80 | 32 | 7.40 | experimental, folk, loved, young folks, alternative rock, easy listening |
| 10 | Sweet Disposition The Temper Trap |
Conditions | 11 | 116 | 7.05 | loved, pretty, modern rock, alternative rock, easy listening, pes 2011 |
| 11 | Young Blood The Naked And Famous |
Passive Me, Aggressive You | 71 | 318 | 3.35 | alternative rock, psychedelic pop, Pop, noise pop, ambient, rock |
| 12 | Waste Foster The People |
Torches | 59 | 2 | 10.29 | avoid_name:Foster The People prominent percussion, a vocal-centric aesthetic, alternative rock, vibrante, music for sex, epic |
| 13 | Midnight City M83 |
Hurry Up, We're Dreaming | 74 | 11 | 7.37 | experimental, gooom, mash sf andys part, m83, synth-rock, epic |
| 14 | Life on the Nickel Foster The People |
Torches | 48 | 21 | 6.24 | avoid_name:Foster The People looklala, alternative rock, psychedelic pop, 00s, 2011, the strokes |
| 15 | Sit Next to Me Foster The People |
Sit Next to Me | 77 | 7 | 4.38 | avoid_name:Foster The People i want mark foster to murder my vagina , fuck my ears, wee, electro-disco, nu-disco, fallon |
| 16 | Shuffle Bombay Bicycle Club |
A Different Kind Of Fix | 60 | 264 | 6.30 | lucy nash, sundays song, alternative rock, jack steadman, onceyougetthefeelingit, jamie maccoll |
| 17 | Sleepyhead Passion Pit |
Manners | 69 | 102 | 7.34 | songs that make you wanna get up and dance, experimental, loved, sleep, alternative rock, psychedelic pop |
| 18 | Cool Kids Echosmith |
Talking Dreams | 75 | 165 | 6.38 | makes me happy, guilty pleasures, fav888, favorite, conan, moody |
| 19 | Dog Days Are Over Florence + The Machine |
Lungs | 78 | 37 | 8.39 | motherfuckin rabbits ejaculating sunshine, energetic, folk, alternative rock, soul, florence |
| 20 | The High Road Broken Bells |
The High Road | 66 | 8.33 | beautiful, experimental, favorite, folk, like, mixtape secret weapon |
Predicted Response
You're in luck — "Tongue Tied" by GROUPLOVE is a perfect match for that bright, whistling indie pop energy you're after. It’s got that infectious, summery vibe and an impulsive, danceable groove that feels like a sunlit rush.
"1957" is a nice track, but it's not the Young Wonder song I was thinking of with those specific lyrics about time and physical discomfort. Seems like we couldn't nail that one today. How about you just recommend something else from indie pop? Maybe something
Open row audit
Recommendation fit: bad fit
The user explicitly asked for mellow but catchy indie pop, but the submitted top recommendation 'Eyes Wide Open' by Gotye is tagged as experimental and alternative rock, not indie pop, and lacks the mellow, catchy feel requested. Candidate 2 'Southern Skies' by Yuck is tagged as mellow indie pop, 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 2. The user explicitly asked for mellow but catchy indie pop, but the submitted top recommendation 'Eyes Wide Open' by Gotye is tagged as experimental and alternative rock, not indie pop, and lacks the mellow, catchy feel requested. Candidate 2 'Southern Skies' by Yuck is tagged as mellow indie pop, making it a clearly better fit.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #2: Southern Skies by Yuck
The user explicitly asked for mellow but catchy indie pop, but the submitted top recommendation 'Eyes Wide Open' by Gotye is tagged as experimental and alternative rock, not indie pop, and lacks the mellow, catchy feel requested. Candidate 2 'Southern Skies' by Yuck is tagged as mellow indie pop, making it a clearly better fit.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response clearly references the submitted track 'Eyes Wide Open' by Gotye, justifies its fit by noting the mellow, catchy indie pop feel the user requested, and stays coherent with the latest turn without hallucinating metadata or violating constraints.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state correctly captures the new indie pop, mellow, catchy facets from the current turn, but it fails to record the explicit rejection of Young Wonder as an artist and omits the earlier lyrical constraints (time, physical discomfort) that were part of the user's failed search, which could lead to recommending Young Wonder again or ignoring the user's prior intent.
missing: User explicitly rejected the Young Wonder song, but the state does not mark Young Wonder as a rejected artist.; User's earlier requests for lyrics about time slipping away and physical discomfort (aching skin, brittle bones) are not captured as a constraint or rejection.
extra/stale: The 'exact_entity_probe' routing tag is false, but the user was trying to identify a specific Young Wonder track, which is a hidden target search.; The 'lyric_search' routing tag is false, but the user spent multiple turns requesting specific lyrical themes.
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
Trying to find a song with lyrics about someone who's kinda struggling internally or feeling a bit lost.
Overdose -- Little Daylight
Awesome, glad you liked it! If you're still in the mood for that upbeat indie pop sound, you might really enjoy "Overdose" by Little Daylight. It's got a fantastic energy that I think fits perfectly with what you're looking for.
That was a fun track, but it's not really hitting lyrically. I'm kinda trying to find something with a more introspective feel – focusing on someone's inner thoughts or like a feeling of being disconnected or unsure. You got anything that leans more into those kinds of lyrics?
From Nowhere -- Dan Croll
Awesome, glad to hear you're loving the vibe! Sticking with that energetic indie pop feel, I think you'll really like "From Nowhere" by Dan Croll. It's super catchy and has that great blend of indie and electronic that fits your taste.
Dan Croll is solid and this is a good track! But I'm really zeroing in on the lyrics. Looking for something that captures a sense of being 'stuck' or dealing with internal conflict – maybe imagery of feeling weighed down or trying to find a way out. Does that help narrow it down at all?
Down Under -- NONONO
Awesome! Glad we're hitting the mark. How about "Down Under" by NONONO next? It's got a really cool, dancey indie pop vibe that I think you'll appreciate.
Still really into the indie pop sound, but I'm after something different lyrically. Instead of internal struggle, maybe something about a distinct character or unique way of living? Like a character who lives simply, or has a particular, almost quirky lifestyle.
Friday Night -- The Last Royals
Awesome! Since you're still digging that indie pop energy, I think "Friday Night" by The Last Royals would be a great next listen for you. It's got that catchy, upbeat feel that fits right in with what you've enjoyed so far.
Still not quite it. The vibe is cool but the lyrical themes aren't really hitting. I'm thinking of a song that's more about feeling trapped or time slipping away, with a sense of physical discomfort in the lyrics – like aching skin or brittle bones, something pretty vivid.
Good Day Radio -- The Last Royals
Awesome! Since you liked "Friday Night," I have another one by The Last Royals that I think you'll enjoy – "Good Day Radio." It keeps that same upbeat, catchy indie pop sound going!
Nah, this isn't it. The music is fine but the lyrics are way off from what I need. I'm looking for a song with *lyrics* specifically about time slipping away and a sense of physical discomfort – things like aching skin or brittle bones. You got anything with those exact lyrical themes?
Smoke And Mirrors -- Gotye
Got it, understood! Let's switch gears a bit then. How about "Smoke And Mirrors" by Gotye? It's definitely more on the chill and mellow side, perfect for winding down. I think you'll appreciate the vibe.
Nah, "Smoke And Mirrors" isn't it. It's not about the general vibe anymore, it's about very specific lyrics. Yeah, that's the one! The song about time, aching skin, and brittle bones. What's the name of that Young Wonder track?
1957 -- Milo Greene
Perfect! Sticking with that more relaxed, mellow vibe, I think you'll really enjoy "1957" by Milo Greene. It's got a lovely, gentle indie folk sound that's super chill.
"1957" is a nice track, but it's not the Young Wonder song I was thinking of with those specific lyrics about time and physical discomfort. Seems like we couldn't nail that one today. How about you just recommend something else from indie pop? Maybe something with a similar mellow but catchy feel to some of the earlier tracks – I'm open to discovering new stuff now.
State
Current request: Mellow but catchy indie pop, open to new artists, after a failed hidden-target search.
Hard rejected names:
Soft avoid names: Young Wonder
Positive terms: 1957, nice, but, it s, not, young, wonder, was, thinking, those, specific, lyrics, about, physical, discomfort, seems, couldn t, nail, one, today, how, just, recommend, something, else, indie, pop, similar, mellow, catchy, feel, some, earlier, i m, open, discovering, new, stuff, now, artists
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Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Eyes Wide Open Gotye |
Eyes Wide Open | 48 | 150 | 5.24 | motive, experimental, alternative rock, ich mag das, unsheep, 2010 |
| 2 | Southern Skies Yuck |
Southern Skies | 37 | 5 | 3.19 | mellow, indie pop, Alternative, rock |
| 3 | Indigo Puff Sundara Karma |
Indigo Puff | 52 | 83 | 0.26 | Alternative Rock, Alternative |
| 4 | Gone JR JR |
Gone | 45 | 669 | 1.23 | 2016, 2015 single, conan, Alternative, 10s, alternative |
| 5 | OutRight Wild Party |
Phantom Pop | 49 | 48 | 2.25 | indie pop, Alternative, indie, Pop, Rock |
| 6 | Reckless San Cisco |
Awkward EP | 21 | 61 | 3.10 | indie pop, alternative pop, mellow, wow, bagel, somafm |
| 7 | I Found Amber Run |
Pilot EP | 77 | 293 | 2.38 | teen wolf, band: amber run, british, 2014 single, soundtrack, Soundtracks |
| 8 | Coastline Hollow Coves |
Coastline | 1 | 287 | 2.00 | folk, Alternative, indie, Pop, Rock, acoustic |
| 9 | Buttercup Hippo Campus |
Landmark | 61 | 823 | 2.31 | like a lot, Indie Rock, discovered, indie rock, Alternative, spotify radio - album |
| 10 | Open Tales Bora York |
Dreaming Free | 0 | 251 | 2.00 | Pop, Alternative |
| 11 | Trojans Atlas Genius |
Trojans | 61 | 5.30 | relaxing, makes me happy, favorite, i will never tire of, like, alternative rock |
|
| 12 | Light Goes Out Ages and Ages |
Divisionary | 0 | 219 | 3.00 | indie folk, art folk, indie pop, Country, a long red glare, catchy |
| 13 | Ego Milky Chance |
Ego | 41 | 2.21 | pop, Alternative Rock, folktronica, 2017, Indie Pop, male vocalists |
|
| 14 | All I Got Peter Morén |
Strangers | 26 | 288 | 1.13 | Rock, Indie Rock, Dance |
| 15 | Pioneers The Lighthouse And The Whaler |
This Is an Adventure | 24 | 4.12 | hairy chest, gossip girl, beautiful, folk pop, paperthyn, sxsw 2012 |
|
| 16 | Anna Sun WALK THE MOON |
Walk The Moon | 62 | 10.31 | pekne, indie anthems, girls names, folk, alternative rock, workout |
|
| 17 | Little Talks Of Monsters and Men |
Little Talks | 83 | 6.42 | talks, folk, makes me smile, iceland, like, alternative rock |
|
| 18 | Anyway Pompeya |
Real | 16 | 13 | 2.08 | Indie Pop, Alternative |
| 19 | Automail Way Yes |
Oranjudio | 1 | 62 | 2.00 | Pop, indie |
| 20 | Sodus Cemeteries |
Barrow | 53 | 312 | 3.27 | 4 stars, Electronic, nostalgia, mellow, indie, melancholy |
Predicted Response
You might like "Eyes Wide Open" by Gotye — it’s got that mellow, introspective vibe with a surprisingly catchy, layered feel that builds beautifully, just like the indie pop tracks you’ve been enjoying. It’s a bit more experimental than your usual indie pop, but the emotional depth and subtle energy make it a fresh, rewarding listen.
Yes! 'Johnny Too Bad Freestyle' is exactly what I was looking for from 'Everything Under The Sun'. I love this! These tracks hit exactly the sound I was after. Play 'Johnny Too Bad Freestyle - Rarities Version'.
Open row audit
Recommendation fit: strong fit
The user explicitly asked to play 'Johnny Too Bad Freestyle - Rarities Version' by Sublime from 'Everything Under The Sun', and candidate rank 1 matches exactly, fulfilling the request 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): strong fit. Best shown candidate: rank 1. The user explicitly asked to play 'Johnny Too Bad Freestyle - Rarities Version' by Sublime from 'Everything Under The Sun', and candidate rank 1 matches exactly, fulfilling the request perfectly.
Recommendation Fit
accepted submitted rank #1: Johnny Too Bad Freestyle - Rarities Version by Sublime
The user explicitly asked to play 'Johnny Too Bad Freestyle - Rarities Version' by Sublime from 'Everything Under The Sun', and candidate rank 1 matches exactly, fulfilling the request perfectly.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · strong fitResponse Quality
response quality: clear
The response correctly identifies the submitted track, references the correct album, and acknowledges the user's satisfaction with the reggae-punk style, maintaining coherence 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 to play the exact track 'Johnny Too Bad Freestyle - Rarities Version' by Sublime from the album 'Everything Under The Sun', and includes all relevant constraints and resolver outputs without any missing or stale information.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm really looking for Sublime tracks that blend reggae and punk – like, that driving beat is so important to me – and I need them from their 'Everything Under The Sun' rarities album specifically.
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 love, and it's on the right album! Can you filter those results to only include tracks with a tempo between 80-100 bpm and a focus on catchy guitar riffs? I really want to make sure that driving beat is actually 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 – I really need that. Can you find tracks from *that* album that still blend reggae and punk, have a driving beat, and catchy guitar riffs? I love those elements so much, I just 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 that the genre fits, 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 they need to be specifically from 'Everything Under The Sun'. Please focus on that album exclusively – it's really important to me.
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.
Ugh, 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, just 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 honestly getting really 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 right. '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' – I really mean it.
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'. I love this! These tracks hit exactly the sound I was after. Play 'Johnny Too Bad Freestyle - Rarities Version'.
State
Current request: Play 'Johnny Too Bad Freestyle - Rarities Version' by Sublime from Everything Under The Sun.
Hard rejected names:
Soft avoid names:
Positive terms: yes, johnny, too, bad, freestyle, exactly, what, was, looking, everything, under, sun, love, these, hit, sound, after, play, rarities, version, sublime
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"bcba1fcf-6ac7-4c31-9c1a-5f21603f4ebb"
],
"anchor_track_values": [
"Johnny Too Bad Freestyle - Rarities Version"
],
"anchor_artist_ids": [
"f7133142-626b-4a3a-83cd-16104b3c1591"
],
"anchor_artist_values": [
"Sublime"
],
"exact_track_target_ids": [
"bcba1fcf-6ac7-4c31-9c1a-5f21603f4ebb"
],
"exact_track_targets": [
{
"track_id": "bcba1fcf-6ac7-4c31-9c1a-5f21603f4ebb",
"source_text": "Johnny Too Bad Freestyle - Rarities Version",
"confidence": 100.0
}
],
"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 | Johnny Too Bad Freestyle - Rarities Version Sublime |
Everything Under The Sun | 25 | 10.12 | reggae-punk, Rock |
|
| 2 | Lou Makes Friends - Rarities Version Sublime |
Everything Under The Sun | 45 | 10 | 6.22 | reggae-punk, Rock |
| 3 | 40oz. To Freedom Sublime |
40oz To Freedom (Explicit Version) | 65 | 6 | 3.33 | punk, ska punk, ska, hmm, rock, loved |
| 4 | Live At E's Sublime |
40oz To Freedom (Explicit Version) | 46 | 3 | 8.23 | loved, muito som, alternative rock, soul, play 2, benji |
| 5 | New Thrash Sublime |
40oz To Freedom (Explicit Version) | 45 | 7 | 6.22 | punk, under two minutes, heavy, ska-punk, hardcore, fav0urit3 |
| 6 | Badfish Sublime |
Jah Won't Pay The Bills | 74 | 14 | 7.37 | loved, sleep, coldplay, alternative rock, soul, cali |
| 7 | What Happened Sublime |
40oz To Freedom (Explicit Version) | 50 | 8 | 5.25 | loved, alternative rock, soul, drinking, ska dub, epic |
| 8 | KRS-One Sublime |
40oz To Freedom (Explicit Version) | 48 | 9 | 2.24 | sweet, ska, awesome, worst, drugs, new college |
| 9 | Date Rape Sublime |
40oz To Freedom (Explicit Version) | 65 | 5 | 4.33 | punk, ska-punk, hard rock, 1990s, favorite, 1991 |
| 10 | Waiting For My Ruca Sublime |
40oz To Freedom (Explicit Version) | 65 | 1 | 4.33 | experimental, folk, sleep, alternative rock, soul, essentials |
| 11 | Same In The End Sublime |
Sublime | 64 | 11 | 4.32 | third-wave ska, uuh, coldplay, alternative rock, soul, spring |
| 12 | Chica Me Tipo Sublime |
40oz To Freedom (Explicit Version) | 48 | 4 | 7.24 | sublimeinminds tag set, raggae, alternative rock, soul, ninja tune, essentials |
| 13 | Same Old Situation Sublime With Rome |
Yours Truly (Deluxe) | 44 | 2 | 1.22 | Alternative, Rock, same old situation, Reggae |
| 14 | You Better Listen Sublime With Rome |
Yours Truly (Deluxe) | 56 | 12 | 1.28 | alternative rock, Rock, Alternative, Reggae |
| 15 | My Freestyle Dub Inc |
Diversité | 48 | 26 | 1.24 | dub-reggea, relaxing, french dancehall, cookieboogie, 00s, freedom |
| 16 | No Sunshine Kid Frost |
East Side Story | 42 | 152 | 2.21 | old school, underground hip-hop, puros corridos pesados, chicano rap, trip, trip-hop |
| 17 | Street Music Redrama |
Street Music | 21 | 234 | 0.10 | hoppi biiseja, nordic, happy tunes, 2005, Hip-Hop/Rap, hip hop |
| 18 | Ganja Babe Michael Franti & Spearhead |
Chocolate Supa Highway | 23 | 251 | 2.12 | songs about marihuana, michael franti and spearhead, soul, heat, michael franti, songs by bands with the suffix head |
| 19 | PCH Sublime With Rome |
Yours Truly (Deluxe) | 44 | 15 | 1.22 | pop, relaxing, rock, Reggae, Alternative, Rock |
| 20 | I Chase The Devil The Upsetters |
Lee 'Scratch' Perry & The Upsetters: Super Ape & Return of the Super Ape | 0 | 200 | 0.00 | pop, jakeminshull214, Reggae, roots, 1976, smoke |
Predicted Response
You're in the zone—this raw, energetic "Johnny Too Bad Freestyle - Rarities Version" is exactly the gritty, reggae-punk edge you were after, with Sublime’s signature swagger and that unmistakable vibe from *Everything Under The Sun*.
This is completely wrong. I am *not* looking for "punchy, high-energy alternative rock." I have stated multiple times that I need wistful, reflective, introspective indie rock or classic soul for a *calm evening*. The system is clearly unable to understand or
Open row audit
Recommendation fit: bad fit
The top recommendation 'Cigarette Daydreams' is alternative rock but still has a driving energy that contradicts the user's repeated requests for calm, reflective, introspective music. Candidate 5 'Sometimes' by My Bloody Valentine is a delicate, dreamy track that fits the requested mood much better.
From the submitted list, Sometimes by My Bloody Valentine looks better because fusion stage already ranked it #14; catalog popularity is 54; metadata/tags match: not, alternative, rock, times, met.
Likely cause: compiler/final filtering let a known rejection through.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): bad fit. Best shown candidate: rank 5. The top recommendation 'Cigarette Daydreams' is alternative rock but still has a driving energy that contradicts the user's repeated requests for calm, reflective, introspective music. Candidate 5 'Sometimes' by My Bloody Valentine is a delicate, dreamy track that fits the requested mood much better.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #5: Sometimes by My Bloody Valentine
The top recommendation 'Cigarette Daydreams' is alternative rock but still has a driving energy that contradicts the user's repeated requests for calm, reflective, introspective music. Candidate 5 'Sometimes' by My Bloody Valentine is a delicate, dreamy track that fits the requested mood much better.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response honestly acknowledges the mismatch, grounds itself in the submitted track's lo-fi alternative rock style, and clearly explains why it doesn't fit the user's request for calm, reflective music.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state correctly identifies the user's positive genre/mood targets and some exclusions, but it includes stale or misattributed evidence text, misses the user's explicit frustration and unmet goal, and adds an unsupported lyric search tag, which could lead to continued misdirection in retrieval.
missing: User explicitly wants 'wistful, reflective, introspective indie rock' and 'classic soul' as positive genre/mood targets, but the state only partially captures these as facts without marking them as required constraints.; The state does not capture the user's repeated frustration and explicit statement that the system is 'failing to understand the mood' and that the goal is not met, which is critical context for the next turn.; The state does not include the user's request for 'soft and poignant' or 'soulful tracks that evoke nostalgia' as additional positive mood/lyrical constraints.
extra/stale: The state includes exclusions for artists 'The Cramps', 'MC5', '? & The Mysterians', and 'OBN IIIs' with evidence text that does not match the user's actual words in turn 8 (e.g., 'completely shift away from high-energy punk' is not in turn; The state includes an exclusion for 'high-energy' with evidence text 'not looking for high-energy' which is from an earlier turn, not turn 8.; The state includes 'lyric_search' routing tag set to true, but the user has not mentioned lyrics in turn 8; this is an unsupported assumption.
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm really looking for music with a wistful, reflective mood – something that really explores themes of past relationships or nostalgia, you know? It'd be perfect for a calm evening at home. I love indie rock but I also really appreciate classic soul.
Domino -- The Cramps
Awesome, glad you dug that one! Let's keep the Cramps vibe going. How about "Domino"? It's got that classic raw energy you love.
I appreciate The Cramps, but "Domino" is way too upbeat – it's really not what I'm feeling right now. I need something much more subdued and introspective. Can you focus on the indie rock side, with a poignant lyrical quality that really evokes nostalgic longing and bittersweet reflection? I love that kind of emotional depth.
Good Taste - Live -- The Cramps
Nice! Since you're still digging The Cramps, let's keep that raw energy going with "Good Taste - Live." It's got that classic psychobilly punk vibe you're into.
This is still completely missing the point. While I genuinely love The Cramps, "Good Taste - Live" is loud and energetic – not even a little wistful or reflective. I really need to reiterate: I'm looking for introspective indie rock with a poignant, nostalgic feel, or something with classic soulful undertones for a *calm* evening. Please completely shift away from high-energy punk.
Motor City Is Burning -- MC5
Awesome! So glad you're loving The Cramps! If you're ready for another dose of high-energy, raw rock that taps into that proto-punk vibe, you've got to check out "Motor City Is Burning" by MC5. It's an absolute classic that I think you'll really dig.
I think there's a real misunderstanding here. I am *not* loving the high-energy punk for *this specific request*. I explicitly asked to move away from anything upbeat or aggressive. "Motor City Is Burning" is the exact opposite of the calm, wistful, reflective mood I'm seeking – it honestly makes me cringe a little for how far off it is. Please completely ignore punk rock for this request and focus on introspective indie rock and classic soulful tracks that evoke nostalgic longing for a quiet evening.
Come Together -- MC5
Right on! Since you liked MC5, let's keep that raw, driving energy going. You've got to hear their track "Come Together" next. It's another absolute banger that captures that classic proto-punk vibe.
This is still completely missing the mark. I have explicitly stated multiple times that I am *not* looking for high-energy punk or proto-punk. "Come Together" by MC5 is exactly what I'm trying to avoid. I need music for a *calm, reflective evening* – think introspective indie rock, soft and poignant, or soulful tracks that evoke nostalgia. Please, no more aggressive or loud rock.
Up Side -- ? & The Mysterians
That's awesome to hear! Since you're still digging that raw, high-energy sound, I think you'll really get into "Up Side" by ? & The Mysterians. It's got that classic garage rock feel with a proto-punk edge, totally up your alley!
This is so frustrating. I have said multiple times now that I am *not* looking for "raw, high-energy" sounds or "proto-punk." These recommendations are moving further and further from what I actually want – which is wistful, reflective music for a calm evening with introspective indie rock and classic soulful undertones. Please stop recommending punk or garage rock. I need something genuinely melancholic and quiet.
Why Me -- ? & The Mysterians
Awesome, glad you're still feeling the energy! Sticking with ? & The Mysterians, you should check out "Why Me." It's another solid track with that classic garage rock punch you've been digging!
This is not working at all. The recommendations are completely off-target. I have repeatedly asked for wistful, reflective, introspective indie rock or classic soulful undertones for a calm evening, and I keep getting high-energy garage or punk rock. My goal is not being met because the system is failing to understand the mood I'm asking for.
If the Shit Fits -- OBN IIIs
Awesome! If you're still looking for that punchy, high-energy alternative rock, you've gotta try "If the Shit Fits" by OBN IIIs. It's got a really raw, direct feel that I think you'll appreciate!
This is completely wrong. I am *not* looking for "punchy, high-energy alternative rock." I have stated multiple times that I need wistful, reflective, introspective indie rock or classic soul for a *calm evening*. The system is clearly unable to understand or fulfill my request for a specific mood and genre. My goal has not been met.
State
Current request: Wistful, reflective, introspective indie rock or classic soulful tracks for a calm evening; no punk, garage, or high-energy rock.
Hard rejected names: The Cramps, MC5, ? & The Mysterians, OBN IIIs, punk, garage rock, high-energy, punk, garage rock, high-energy
Soft avoid names: The Cramps, MC5, ? & The Mysterians, OBN IIIs
Positive terms: completely, wrong, not, looking, punchy, high energy, alternative, rock, stated, multiple, times, need, wistful, reflective, introspective, indie, classic, soul, calm, evening, system, clearly, unable, understand, fulfill, request, specific, mood, genre, goal, has, been, met, soulful, punk, garage, nostalgic, longing, poignant, quiet
{
"exclusions": [
{
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"facet": null,
"value": "The Cramps",
"scope": "next_turn_hard",
"source_turn": 8,
"evidence_text": "completely shift away from high-energy punk"
},
{
"type": "artist",
"facet": null,
"value": "MC5",
"scope": "next_turn_hard",
"source_turn": 8,
"evidence_text": "no more aggressive or loud rock"
},
{
"type": "artist",
"facet": null,
"value": "? & The Mysterians",
"scope": "next_turn_hard",
"source_turn": 8,
"evidence_text": "stop recommending punk or garage rock"
},
{
"type": "artist",
"facet": null,
"value": "OBN IIIs",
"scope": "next_turn_hard",
"source_turn": 8,
"evidence_text": "completely wrong"
},
{
"type": "attribute",
"facet": "genre",
"value": "punk",
"scope": "next_turn_hard",
"source_turn": 8,
"evidence_text": "no more punk"
},
{
"type": "attribute",
"facet": "genre",
"value": "garage rock",
"scope": "next_turn_hard",
"source_turn": 8,
"evidence_text": "stop recommending garage rock"
},
{
"type": "attribute",
"facet": "energy",
"value": "high-energy",
"scope": "next_turn_hard",
"source_turn": 8,
"evidence_text": "not looking for high-energy"
}
],
"rejections": [
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{
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{
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{
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"source_turn": 8,
"evidence_text": "completely wrong"
},
{
"kind": "tag",
"value": "punk",
"scope": "hard",
"source_turn": 8,
"evidence_text": "no more punk"
},
{
"kind": "tag",
"value": "garage rock",
"scope": "hard",
"source_turn": 8,
"evidence_text": "stop recommending garage rock"
},
{
"kind": "tag",
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"evidence_text": "not looking for high-energy"
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],
"explicit_rejections": [
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"value": "The Cramps",
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},
{
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},
{
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{
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},
{
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},
{
"kind": "tag",
"value": "garage rock",
"source_turn": 8
},
{
"kind": "tag",
"value": "high-energy",
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}
],
"facts": [
{
"type": "attribute",
"facet": "mood",
"value": "wistful",
"role": "current_target",
"anchor_use": "query_facet",
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"reuse": "not_applicable",
"source_turn": 8,
"mentioned_current_turn": true,
"evidence_text": "wistful"
},
{
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{
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"mentioned_current_turn": true,
"evidence_text": "introspective"
},
{
"type": "attribute",
"facet": "genre",
"value": "indie rock",
"role": "current_target",
"anchor_use": "query_facet",
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"reuse": "not_applicable",
"source_turn": 8,
"mentioned_current_turn": true,
"evidence_text": "indie rock"
},
{
"type": "attribute",
"facet": "genre",
"value": "classic soul",
"role": "current_target",
"anchor_use": "query_facet",
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"source_turn": 8,
"mentioned_current_turn": true,
"evidence_text": "classic soul"
},
{
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"mentioned_current_turn": true,
"evidence_text": "calm evening"
},
{
"type": "attribute",
"facet": "lyrical_theme",
"value": "nostalgic longing",
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"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 8,
"mentioned_current_turn": true,
"evidence_text": "nostalgic longing"
},
{
"type": "attribute",
"facet": "sonic",
"value": "poignant",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 8,
"mentioned_current_turn": true,
"evidence_text": "poignant"
},
{
"type": "attribute",
"facet": "sonic",
"value": "quiet",
"role": "current_target",
"anchor_use": "query_facet",
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"reuse": "not_applicable",
"source_turn": 8,
"mentioned_current_turn": true,
"evidence_text": "quiet"
},
{
"type": "artist",
"facet": null,
"value": "The Cramps",
"role": "rejected",
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},
{
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},
{
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},
{
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}
],
"resolver": {
"anchor_track_ids": [],
"anchor_track_values": [],
"anchor_artist_ids": [],
"anchor_artist_values": [],
"exact_track_target_ids": [],
"exact_track_targets": [],
"rejected_track_ids": [],
"rejected_artist_ids": [
"7d009aac-9e69-4f9f-9eba-37961169aecb",
"d083024e-3a63-4380-8125-a5f0cb389583",
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"93533f80-8433-4a81-8581-536d3df804d1",
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"baeec9c3-6132-45cc-87ae-825524e556ae",
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"baeec9c3-6132-45cc-87ae-825524e556ae",
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"c6d9c0d9-1295-4ea9-b41e-6f6a4de025e0"
],
"rejected_tags": [
"punk",
"garage rock",
"high-energy"
],
"positive_tags": [
"wistful",
"reflective",
"introspective",
"indie rock",
"classic soul",
"calm evening",
"nostalgic longing",
"poignant",
"quiet"
],
"played_track_ids": [
"e86cc406-18bd-4a45-80dd-a0328800a223",
"6fbee982-ccd1-4506-90a8-ffb3b0c7b593",
"f0cb882a-6809-4b51-9e78-2e84bc07b021",
"157fd569-bf7e-4dbb-a57e-9bfe8e6d9393",
"3637d1b7-397f-4957-9f1e-4797dee6337c",
"a49e49d1-fa6b-48ac-9457-87f4be42732e",
"5d9e0f14-2f5b-4509-8f2a-383f7c3344d1"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Cigarette Daydreams Cage The Elephant |
Melophobia | 83 | 4.42 | 2014 single, alternative rock, lo-fi, rock, 2014, 2010s |
|
| 2 | What To Do Dead Ghosts |
S/T | 0 | 5.00 | gr ar, under two minutes, fantastic opener, i want back to the 2010s, alternative rock, fantasy tarantino soundtrack |
|
| 3 | There Goes The Fear Doves |
The Last Broadcast | 51 | 430 | 8.26 | experimental, immaculate, folk, loved, perfect indie, alternative rock |
| 4 | F.I.J.A.N.F.W.I.W.Y.T.B Brvnks |
Lanches | 18 | 475 | 3.09 | Indie Rock, Alternative |
| 5 | Sometimes My Bloody Valentine |
Loveless | 54 | 14 | 11.27 | experimental, alternative rock, bittersweet, epic, hypnotic, fuzz |
| 6 | The High Road Broken Bells |
The High Road | 66 | 743 | 5.33 | beautiful, experimental, favorite, folk, like, mixtape secret weapon |
| 7 | Cinema Tonight/Interlude Low vs Diamond |
Low vs Diamond | 7 | 308 | 3.04 | perfect teenage lovesong, sends shivers down my spine, songs you gotta listen before you die, indie rock, Alternative, indie |
| 8 | Country Mile Camera Obscura |
Let's Get Out Of This Country | 37 | 5 | 7.18 | folk, pretty, trains, alternative rock, truth, bittersweet |
| 9 | Surprise Royal Headache |
Royal Headache | 0 | 688 | 3.00 | indie rock, Alternative, indie |
| 10 | Hopefully My Morning Jacket |
At Dawn | 26 | 77 | 5.13 | sweet songs, beautiful, great voice, forelorn, 00s, ui ui ui |
| 11 | High Sir Sly |
High | 60 | 957 | 3.30 | riverdale, electronic, rock, soundtrack, indie pop, 13 reasons why |
| 12 | Elvis The Rubens |
Australian Post-Punk and Alt Rock | 19 | 419 | 4.09 | Indie Rock, Rock, Alternative |
| 13 | Evening Kitchen Band of Horses |
Infinite Arms | 33 | 33 | 4.17 | possibles, apt lyrics, beautiful, kinda sad song, usa, late night constant repeat |
| 14 | Wild West (Roadhouse Mix) Lissie |
Wild West (Roadhouse Mix) | 31 | 3 | 5.16 | passionate, rock, atmospheric, poignant, searching, americana |
| 15 | Sad And Beautiful World Sparklehorse |
Теплые звуки Lo-Fi. Музыка для расслабления | 42 | 34 | 3.21 | beautiful, theta inducing, repeatrepeatrepeat, consistent dodo radio-flittering, noise pop, awesome |
| 16 | Pretty Teeth Dan Andriano in the Emergency Room |
Party Adjacent | 0 | 899 | 3.00 | Indie Rock, Rock, Alternative |
| 17 | Oh! Sweet Nuthin' - 2015 Remastered The Velvet Underground |
Loaded (Remastered) | 60 | 9.30 | rejected_name:punk experimental, right on, loved, proto-punk, plotters songs, alternative rock |
|
| 18 | Province TV On The Radio |
Return To Cookie Mountain | 0 | 9.00 | experimental, political, prog rock, alternative rock, truth, soul |
|
| 19 | Robbers Cold War Kids |
Robbers & Cowards | 29 | 421 | 9.14 | experimental, folk, loved, a vocal-centric aesthetic, alternative rock, soul |
| 20 | They Want My Soul Spoon |
They Want My Soul | 0 | 943 | 4.00 | similar to: unsatisfied by the replacements, rock, Indie Rock, love at first listen, 3 stars, bagel |
Predicted Response
I hear you—this one’s not quite right for a calm evening. "Cigarette Daydreams" leans into a lo-fi, alternative rock vibe that’s a bit too driving for the wistful, reflective mood you’re after. It’s got some nostalgic undertones, but the energy and production don’t match the quiet, introspective space you’re looking for. Let’s keep searching for something softer.
Now *that's* what I'm talking about! A song about Hank Williams himself – that's a great example of a biographical narrative. Really appreciate that one. Can you find me some more songs that tell stories about real people or historical events in the country or
Open row audit
Recommendation fit: strong fit
American Remains by The Highwaymen is a biographical narrative song about real historical figures, fitting the user's request for country/Americana songs that tell stories about real people or events.
From the submitted list, A Country Boy Can Survive by Hank Williams, Jr. looks better because fusion stage already ranked it #28; catalog popularity is 69; metadata/tags match: hank, williams, great, country.
Likely cause: final ordering placed a weaker/invalid item over clean candidates.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): strong fit. Best shown candidate: rank 1. American Remains by The Highwaymen is a biographical narrative song about real historical figures, fitting the user's request for country/Americana songs that tell stories about real people or events.
Recommendation Fit
accepted submitted rank #1: American Remains by The Highwaymen
American Remains by The Highwaymen is a biographical narrative song about real historical figures, fitting the user's request for country/Americana songs that tell stories about real people or events.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · strong fitResponse Quality
response quality: clear
The response clearly references 'American Remains' by The Highwaymen, explains its narrative about historical American lives, and directly ties it to the user's request for biographical and historical storytelling in country/Americana, without any misleading claims.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state correctly captures the genre and lyrical theme constraints, but it misses the explicit user request for songs about 'real people' and includes stale artist references that could misdirect retrieval.
missing: User explicitly asks for songs about 'real people' (not just biographical narrative) – this nuance is missing; User's request for 'historical events' is captured as 'historical story' but the 'real people' aspect is not separately noted
extra/stale: Jerry Jeff Walker is marked as 'satisfied_prior' but user has moved on from that artist; could be stale; Kris Kristofferson is marked as 'satisfied_prior' but user only liked the song about Hank Williams, not necessarily the artist; may be stale
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
Glad you enjoyed that one! 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 great tune, and I do appreciate Kris Kristofferson, but that wasn't the song I was looking for. I'm specifically trying to find the song with 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.
More Kris Kristofferson is always solid, but that's still not the track I'm after. 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 one 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 with 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, are there 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 knows how to tell a story. Appreciate that one. Keep them coming – you got 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, gets the toes tapping for sure. But I was hoping for something with a bit more of a historical story or biographical narrative – like a song about a real person or specific event. Any other tracks like that in your collection, maybe something with more serious 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 great example of a biographical narrative. Really appreciate that one. 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 or historical narrative.
Hard rejected names:
Soft avoid names: If You Don't Like Hank Williams, Kris Kristofferson, Mr. Bojangles, Jerry Jeff Walker
Positive terms: now, that s, what, i m, talking, about, hank, williams, himself, great, example, biographical, narrative, really, appreciate, one, find, some, tell, stories, real, people, historical, events, country, americana, genres, story
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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 | 8.32 | hiway men, countrybluegrass--better, great song, folk, saturday nights, country |
| 2 | Born and Raised in Black and White The Highwaymen |
Highwayman 2 | 55 | 6 | 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 | 5 | 1.22 | avoid_name:Kris Kristofferson country, Country |
| 4 | Poncho & Lefty Townes Van Zandt |
The Late Great Townes Van Zandt | 54 | 47 | 10.27 | love the lyrics, javajustice, folk, liver and onions, favorite albums, 1972 |
| 5 | West Nashville Grand Ballroom Gown Todd Snider |
Agnostic Hymns & Stoner Fables | 12 | 113 | 3.06 | best of 2007, folk, country, americana, Rock |
| 6 | This Land is Your Land Woody Guthrie |
This Land is Your Land: The Asch Recordings, Vol. 1 | 52 | 366 | 6.26 | family, bbc6, emission universelle, childrens, folk, patriotic |
| 7 | This Cowboy's Hat Chris LeDoux |
Used To Want To Be A Cowboy | 59 | 74 | 8.29 | my country, favorite, for my good days, great song, most awesome, country |
| 8 | Copperhead Road Steve Earle |
Copperhead Road | 70 | 73 | 4.35 | country, schwinge, daya, like, luka w, tdident |
| 9 | Big Iron Marty Robbins |
Gunfighter Ballads And Trail Songs | 72 | 24 | 8.36 | folk, video game music, gunfighter, easy listening, oldies, cowboy country |
| 10 | Tom Dooley The Kingston Trio |
The Kingston Trio | 45 | 7 | 5.22 | german number 1, folk, rmf 50s, oldies, killforpeace, ik ben |
| 11 | Girl from the North Country Johnny Cash |
The Freewheelin' Bob Dylan | 69 | 9 | 1.34 | folk, Country, rock, classic rock |
| 12 | Silver Stallion The Highwaymen |
Highwayman Super Hits | 61 | 3 | 2.31 | beautiful, my country, coramao, folk, country, dark southern gothic |
| 13 | Roll Me Up Kris Kristofferson |
Heroes | 52 | 2 | 1.26 | avoid_name:Kris Kristofferson folk, outlaw country, country, Country, singer-songwriter, weed |
| 14 | Hallelujah Ryan Bingham |
Junky Star (International Version) | 62 | 23 | 2.31 | americana, Country, alt-country, singer-songwriter, Singer/Songwriter, Rock |
| 15 | Tennessee Whiskey Chris Stapleton |
Tennessee Whiskey | 86 | 57 | 2.43 | blues, folk, country, banned, american, 2015 |
| 16 | When I Loved Her Kris Kristofferson |
The Silver Toungued Devil And I | 31 | 71 | 1.16 | avoid_name:Kris Kristofferson 60s country, contry, country, Country, singer-songwriter, kris kristofferson |
| 17 | Hurt Johnny Cash |
American IV: Man Comes Around | 76 | 94 | 4.38 | folk, loved, oldies, best songs ever, bittersweet, epic |
| 18 | Bobby Reid Lucette |
Black Is the Color | 44 | 109 | 2.22 | female vocalist, folk, 2010s americana, americana, Country, female vocalists |
| 19 | A Country Boy Can Survive Hank Williams, Jr. |
The Pressure Is On | 69 | 28 | 4.34 | giant douche, great song, folk, matt hughes intro, songs i love, country |
| 20 | On the Road Again Willie Nelson |
Greatest Hits (& Some That Will Be) | 52 | 132 | 3.26 | live, country, Country, male vocalist, singer-songwriter, classic country |
Predicted Response
Absolutely — "American Remains" by The Highwaymen is a powerful, story-driven tune that paints a vivid picture of forgotten American lives and historical struggles, blending folk and country with a deep sense of legacy and loss. It’s a perfect fit for your love of biographical narratives, especially those rooted in the American experience.
Oh yeah, Neal McCoy! "Wink" is a classic feel-good tune and exactly what I'm talking about for that upbeat, classic country sound. That's a great one. Do you have any other upbeat 90s country hits that fit this vibe?
Open row audit
Recommendation fit: weak fit
The user explicitly asked for upbeat 90s country hits, but 'Drink, Swear, Steal & Lie' is a lesser-known, slower-tempo song that doesn't match the requested feel-good vibe. A better choice would be Tim McGraw's 'I Like It, I Love It' (rank 6), which is a well-known upbeat 90s country hit.
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 asked for upbeat 90s country hits, but 'Drink, Swear, Steal & Lie' is a lesser-known, slower-tempo song that doesn't match the requested feel-good vibe. A better choice would be Tim McGraw's 'I Like It, I Love It' (rank 6), which is a well-known upbeat 90s country hit.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #6: I Like It, I Love It by Tim McGraw
The user explicitly asked for upbeat 90s country hits, but 'Drink, Swear, Steal & Lie' is a lesser-known, slower-tempo song that doesn't match the requested feel-good vibe. A better choice would be Tim McGraw's 'I Like It, I Love It' (rank 6), which is a well-known upbeat 90s country hit.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · weak fitResponse Quality
response quality: clear
The response clearly references the submitted track, explains its upbeat 90s country style, and ties it directly to the user's request for more feel-good classic country hits.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state accurately captures the user's request for upbeat, feel-good 90s country hits with a classic sound, and correctly marks Neal McCoy as a satisfied prior to avoid exact repetition.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
I'm looking for country songs perfect for a long, reflective drive on a quiet backroad, something with a nostalgic feel about simpler times.
Nobody In His Right Mind Would've Left Her -- George Strait
Awesome, glad you liked "Wrecking Ball"! Sticking with that classic country feel, how about some George Strait next? You might really dig "Nobody In His Right Mind Would've Left Her.
Nobody In His Right Mind Would've Left Her" is a great pick, definitely has that classic, reflective country sound I'm looking for. It nails the vibe of reminiscing about a past relationship. Can you suggest more tracks like this, specifically with that nostalgic, slightly melancholic but comforting feel for a long drive?
History In The Making -- Darius Rucker
Glad to hear you're enjoying the George Strait! Keeping that awesome male country vibe going, how about "History In The Making" by Darius Rucker? It's a fantastic tune.
History In The Making" is a solid track from Darius Rucker, and I appreciate the male country artists. However, for that reflective drive, I'm still really chasing that specific nostalgic feel about *simpler times* or *past relationships*, like George Strait's "Nobody In His Right Mind Would've Left Her" did. Can you find another song that really brings out that deep sense of looking back, maybe with a slightly melancholic but comforting vibe?
Tennessee Whiskey -- Chris Stapleton
Awesome, I figured you'd like Darius Rucker! Since we're on a roll with some great male country voices, you've got to hear "Tennessee Whiskey" by Chris Stapleton. It's a modern classic with a fantastic soulful edge.
Chris Stapleton is a great artist, and "Tennessee Whiskey" is an incredible song. But it doesn't quite hit that nostalgic, reflective note about *simpler times* or *past relationships* I'm still chasing for this long drive. I'm really looking for something that evokes a sense of looking back, similar to the George Strait track, maybe with a slightly melancholic but comforting vibe.
A Little More Country Than That -- Easton Corbin
That's awesome to hear you liked "Tennessee Whiskey"! For another great modern country tune with a strong male vocal, let's try Easton Corbin's "A Little More Country Than That." I think you'll really dig it.
Okay, "A Little More Country Than That" is a solid tune, and I appreciate the focus on country life. While some of the more recent suggestions didn't hit the *past relationships* vibe perfectly, the earlier recommendations, especially George Strait, really nailed that reflective, nostalgic feel for a country drive. This selection gives me a great start for my reflective drive playlist. Exactly the blend of reflection and good vibes I was hoping for. Great job!
Dust On The Bottle -- David Lee Murphy
Here's another classic that should be perfect for that reflective drive. Enjoy!
Dust On The Bottle" is a fantastic choice! That's exactly the kind of nostalgic, feel-good country tune I love for a drive. Can you suggest some more songs with that kind of upbeat, classic country storytelling about good times or small-town life?
Be My Baby Tonight -- John Michael Montgomery
Here's one more upbeat country classic to keep things rolling!
Yes, "Be My Baby Tonight" is a fantastic one! That's a great example of upbeat, classic country that just makes you want to roll down the windows. Keep them coming – more upbeat, feel-good country tunes with that classic sound would be awesome.
Wink -- Neal McCoy
Got another great feel-good one for you. Hope you like it!
Oh yeah, Neal McCoy! "Wink" is a classic feel-good tune and exactly what I'm talking about for that upbeat, classic country sound. That's a great one. Do you have any other upbeat 90s country hits that fit this vibe?
State
Current request: Other upbeat 90s country hits with a classic feel-good sound.
Hard rejected names:
Soft avoid names: Neal McCoy
Positive terms: yeah, neal, mccoy, wink, classic, feel good, tune, exactly, what, i m, talking, about, upbeat, country, sound, that s, great, one, any, other, 90s, hits, fit, vibe, 1990s
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Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Drink, Swear, Steal & Lie Michael Peterson |
Michael Peterson | 53 | 21 | 2.27 | country, Country, 90s, perlast, male artist |
| 2 | Meet In the Middle Diamond Rio |
Diamond Rio | 69 | 115 | 6.34 | family, easy listening, non-christmas, lol whooo, randy travis, good beat |
| 3 | That Ain't My Truck Rhett Akins |
A Thousand Memories | 64 | 105 | 4.32 | beautiful, 90s country, great song, kanal 47, country mixes, country |
| 4 | What's It To You Clay Walker |
Clay Walker | 61 | 5 | 7.30 | billboard country number ones, country, 1993, romance, 90s, romantic |
| 5 | Achy Breaky Heart Billy Ray Cyrus |
Some Gave All | 70 | 15 | 6.35 | guilty pleasures, the wizard of lightning loved tracks, country, incest and peppermints, Pop, easy listening |
| 6 | I Like It, I Love It Tim McGraw |
All I Want | 73 | 6 | 7.37 | country blues, yee haw, faves, billboard country number ones, my country, delicious |
| 7 | Jukebox Junkie Ken Mellons |
Country Dance Super Hits | 36 | 31 | 4.18 | country rock, line-dance, country done right, the big country, feel good country, ken mellons |
| 8 | Strawberry Wine Deana Carter |
Did I Shave My Legs For This? | 69 | 413 | 6.34 | easy listening, tranqui, nostalgia, first love, megadeth, deana carter |
| 9 | Blame It on Your Heart Patty Loveless |
Country Dance Super Hits | 55 | 101 | 8.28 | deu oldie, cheating, favorite albums, patty lovless, favorite country, slovari |
| 10 | Seminole Wind John Anderson |
Seminole Wind | 62 | 36 | 5.31 | john, folk, classics, political, country legends, seminole wind |
| 11 | Something Like That Tim McGraw |
A Place In The Sun | 73 | 33 | 6.37 | makes me happy, country faves, billboard country number ones, my country, great song, country |
| 12 | Out With A Bang David Lee Murphy |
Out With A Bang | 41 | 14 | 3.21 | awesome, great song, country, favourite songs, my favorite, david lee murphy |
| 13 | Sold (The Grundy County Auction Incident) John Michael Montgomery |
John Michael Montgomery | 73 | 4 | 4.37 | bass, usa, bass guitar, country, 90s, piano |
| 14 | Where The Green Grass Grows Tim McGraw |
Everywhere | 69 | 62 | 7.34 | yee haw, billboard country number ones, my country, great song, country, like |
| 15 | Queen of Memphis - Remastered Version Confederate Railroad |
Confederate Railroad | 53 | 35 | 2.27 | perquini, malesinger, country, Country, linedance, favorites |
| 16 | She's Got It All Kenny Chesney |
I Will Stand | 63 | 29 | 3.31 | beautiful, great song, country, love songs, my favorite, Country |
| 17 | I Cross My Heart - Pure Country/Soundtrack Version George Strait |
Pure Country (Soundtrack) | 64 | 24 | 2.32 | country, Country, country taggradio, Soundtracks, Pop |
| 18 | How Do You Like Me Now?! Toby Keith |
How Do You Like Me Now?! | 71 | 20 | 1.35 | favorite songs, pop country, male country, oklahoma, country, favorite country |
| 19 | Cotton Eye Joe Rednex |
Sex & Violins | 62 | 120 | 1.31 | Dance, country, dance, Pop, Rock |
| 20 | Two Dozen Roses Shenandoah |
15 Favorites | 74 | 67 | 5.37 | gittis, beautiful, shenandoah - two dozen roses, my country, favorite, great song |
Predicted Response
You're in the mood for that upbeat 90s country charm, and "Drink, Swear, Steal & Lie" by Michael Peterson delivers exactly that — a fun, rollicking tune with a classic country swagger that fits right in with the era’s feel-good energy.
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 requested 'Sometimes I Cry' from Chris Stapleton's Traveller album, but the top recommendation is 'Tennessee Whiskey' from a different album. Candidate 4, 'Parachute', is the correct track from the requested album and should have been 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. Best shown candidate: rank 4. The user explicitly requested 'Sometimes I Cry' from Chris Stapleton's Traveller album, but the top recommendation is 'Tennessee Whiskey' from a different album. Candidate 4, 'Parachute', is the correct track from the requested album and should have been recommended.
Recommendation Fit
top recommendation judged invalid; preferred submitted rank #4: Parachute by Chris Stapleton
The user explicitly requested 'Sometimes I Cry' from Chris Stapleton's Traveller album, but the top recommendation is 'Tennessee Whiskey' from a different album. Candidate 4, 'Parachute', is the correct track from the requested album and should have been recommended.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: misleading
The response incorrectly states that the user requested 'Sometimes I Cry' from Traveller, but the user actually asked for 'Sometimes I Cry' next without specifying the album, and the submitted recommendation is 'Tennessee Whiskey' which is not on the Traveller album. This misrepresents the user's request and creates a factual error about the song's album.
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
Glad you liked that one! Sticking with 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"
},
{
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"value": "Traveller",
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"mentioned_current_turn": false,
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},
{
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"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_track_values": [
"Sometimes I Cry"
],
"anchor_artist_ids": [
"c89a42a8-1c6d-49f0-b8ad-6b564d343349"
],
"anchor_artist_values": [
"Chris Stapleton"
],
"exact_track_target_ids": [],
"exact_track_targets": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [],
"played_track_ids": [
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"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 | Tennessee Whiskey Chris Stapleton |
Tennessee Whiskey | 86 | 1 | 2.43 | blues, folk, country, banned, american, 2015 |
| 2 | Daddy Doesn't Pray Anymore Chris Stapleton |
Traveller | 57 | 4 | 3.29 | fip, Country |
| 3 | When The Stars Come Out Chris Stapleton |
Traveller | 60 | 6 | 3.30 | Country |
| 4 | Parachute Chris Stapleton |
Traveller | 80 | 2 | 3.40 | american, yearning, rock, 2010s country rock, country, Country |
| 5 | Them Stems Chris Stapleton |
From A Room: Volume 1 | 57 | 7 | 2.29 | Country |
| 6 | I Was Wrong Chris Stapleton |
From A Room: Volume 1 | 74 | 3 | 2.37 | 2010s blues soul, fallon, Country |
| 7 | Broken Halos Chris Stapleton |
From A Room: Volume 1 | 80 | 5 | 2.40 | 2010s country, Country |
| 8 | Last Thing I Needed, First Thing This Morning Chris Stapleton |
From A Room: Volume 1 | 56 | 10 | 2.28 | 2010s country blues, Country |
| 9 | Without Your Love Chris Stapleton |
From A Room: Volume 1 | 67 | 8 | 2.33 | Country |
| 10 | Second One To Know Chris Stapleton |
From A Room: Volume 1 | 66 | 9 | 2.33 | Country |
| 11 | Crying on a Suitcase Casey James |
Casey James | 35 | 24 | 1.18 | lee thomas miller, country, tom shapiro, Country, crying on a suitcase, modern country |
| 12 | Aw Naw Chris Young |
A.M. | 63 | 34 | 1.31 | why i love country music, i blast this loud, american, male country, great song, country |
| 13 | Cry Lonely Chris Knight |
Enough Rope | 27 | 15 | 2.13 | cjl original library, jills station, texas, country, cross canadian ragweed, my pop music |
| 14 | Tonight I Wanna Cry Keith Urban |
Be Here | 51 | 16 | 4.25 | breakup songs, drinking, griffin tracks, drunk, don't forget, cry |
| 15 | I Can Take It From There Chris Young |
Neon | 48 | 14 | 1.24 | i can take it from there, chris young, country, i can take it from there-chris young, like, Country |
| 16 | What Kinda Gone Chris Cagle |
My Life's Been A Country Song | 59 | 93 | 2.29 | breakup songs, gittis, possibles, yee haw, popular 2008, what kinda gone |
| 17 | I Love It When She Does That Chris Cagle |
Chris Cagle | 23 | 40 | 1.11 | country rock, beautiful, love, likeit, great song, permipc |
| 18 | Cry With You Hunter Hayes |
Hunter Hayes (Encore) | 31 | 20 | 1.16 | comfort, hope, happy, menye-menye, comfy, hold me |
| 19 | No Love Songs Chris Cagle |
My Life's Been A Country Song | 22 | 272 | 1.11 | country, two step, Country, 2000s, no love songs, Rock |
| 20 | I Breathe In, I Breathe Out Chris Cagle |
Play It Loud | 42 | 102 | 2.21 | beautiful, billboard country number ones, i breathe out, great song, country, so sadnsweet |
Predicted Response
Since you're loving "Sometimes I Cry" from Traveller, you’ll feel right at home with "Tennessee Whiskey"—it’s another soulful, blues-drenched gem from Chris Stapleton that showcases his raw, powerful voice and the same emotional depth that makes the album so special.
This is getting ridiculous. I asked for 'Versace (Remix)' by Migos, not 'Adios' or any of these other tracks. Why can't you play the song I'm asking for? Just play 'Versace (Remix)' by Migos, please.
Open row audit
Recommendation fit: strong fit
Candidate rank 1 is exactly 'Versace (Remix)' by Migos, which is the specific track the user has repeatedly requested. This directly satisfies the user's explicit request.
From the submitted list, Versace (Remix) by Migos looks better because fusion stage already ranked it #2; catalog popularity is 56; metadata/tags match: versace, remix, migos.
Likely cause: compiler/final filtering let a known rejection through.
Recommendation fit (openrouter/deepseek/deepseek-v4-flash): strong fit. Best shown candidate: rank 1. Candidate rank 1 is exactly 'Versace (Remix)' by Migos, which is the specific track the user has repeatedly requested. This directly satisfies the user's explicit request.
Recommendation Fit
accepted submitted rank #1: Versace (Remix) by Migos
Candidate rank 1 is exactly 'Versace (Remix)' by Migos, which is the specific track the user has repeatedly requested. This directly satisfies the user's explicit request.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · strong fitResponse Quality
response quality: clear
The response correctly identifies the requested track, acknowledges the user's repeated request, and provides a brief justification mentioning the featured artist and style.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state correctly identifies the exact track request but fails to capture the user's explicit rejections of the played tracks and incorrectly lists Migos as a rejected artist, which could cause the system to avoid Migos entirely.
missing: User explicitly rejected all played tracks (Pronto, Commando, Chances, Adios) but rejections list is empty; User's frustration and repeated requests for exact track not captured as a constraint
extra/stale: rejected_artist_ids contains 7 identical entries for Migos, but user never rejected Migos as an artist; played_track_ids includes 7 tracks, but only 4 were played in the conversation (Pronto, Commando, Chances, Adios); the other 3 are from earlier turns not shown
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
Play 'Versace (Remix)' by Migos.
Pipe It Up -- Migos
Nice, glad you dug "Versace"! If you're ready for another Migos hit that brings that same high energy and signature sound, you gotta check out "Pipe It Up." It's definitely one to get hyped to.
Nah, that's not the one. I asked for 'Versace (Remix)' by Migos. Can you play that track?
Hannah Montana -- Migos
Alright, if you liked "Pipe It Up," then you definitely need "Hannah Montana" in your rotation. That track is a classic and one of their early hits that really put them on the map. Keep that energy going!
Nah, you still ain't got it. I'm looking for 'Versace (Remix)' by Migos. Can you play *that* specific track for me?
Bando -- Migos
Dope! Glad you're still riding with Migos. You absolutely need to hear "Bando" next. It's another one of their early classics and really defined their sound in the trap scene.
Still not it, man. I need 'Versace (Remix)' by Migos. That's the specific track I asked for. Can you please play that one?
Pronto -- Migos
Alright, if you're still on that classic Migos wave, I got "Pronto" for you. It's another solid banger from their early days, straight off the "Young Rich N*ggas" album. You'll definitely feel the energy on this one!
Bro, I'm trying to listen to 'Versace (Remix)' by Migos. Not 'Pronto' or any other track. Just play 'Versace (Remix)' by Migos.
Commando -- Migos
Dope! Since you're still locked into that Migos vibe, let's keep it going with "Commando." It's another track with that signature high-energy flow and hard-hitting beat you expect from them.
Listen, this is still not 'Versace (Remix)'. I've asked for it multiple times now. Can you please play 'Versace (Remix)' by Migos, exactly as I requested? I need that specific track.
Chances -- Migos
Bet, always good to hear Migos is hitting right! Let's keep that momentum going with "Chances." It's another solid one from "YRN 2" that brings that classic Migos flow and energy you're looking for.
Nah, man, this ain't it. I've asked for 'Versace (Remix)' by Migos like six times now. This is "Chances." Just play 'Versace (Remix)' by Migos. It's not that hard.
Adios -- Migos
My man! Since you're still on that Migos wave, I got "Adios" for you. It's another track from their classic "Young Rich N*ggas" album, definitely keeping that authentic trap vibe going strong.
This is getting ridiculous. I asked for 'Versace (Remix)' by Migos, not 'Adios' or any of these other tracks. Why can't you play the song I'm asking for? Just play 'Versace (Remix)' by Migos, please.
State
Current request: Play 'Versace (Remix)' by Migos.
Hard rejected names:
Soft avoid names:
Positive terms: getting, ridiculous, asked, versace, remix, migos, not, adios, any, these, other, why, can t, play, i m, asking, just
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "track",
"facet": null,
"value": "Versace (Remix)",
"role": "current_target",
"anchor_use": "must_use",
"relation": "exact_target",
"reuse": "must_reuse",
"source_turn": 8,
"mentioned_current_turn": true,
"evidence_text": "Versace (Remix)"
},
{
"type": "artist",
"facet": null,
"value": "Migos",
"role": "current_target",
"anchor_use": "must_use",
"relation": "exact_target",
"reuse": "must_reuse",
"source_turn": 8,
"mentioned_current_turn": true,
"evidence_text": "by Migos"
}
],
"resolver": {
"anchor_track_ids": [
"a80adf63-3953-4c1e-bb43-ea650260279a"
],
"anchor_track_values": [
"Versace (Remix)"
],
"anchor_artist_ids": [
"f0528ccf-8c46-4d64-a1e7-9c7e789e84b4"
],
"anchor_artist_values": [
"Migos"
],
"exact_track_target_ids": [
"a80adf63-3953-4c1e-bb43-ea650260279a"
],
"exact_track_targets": [
{
"track_id": "a80adf63-3953-4c1e-bb43-ea650260279a",
"source_text": "Versace (Remix)",
"confidence": 100.0
}
],
"rejected_track_ids": [],
"rejected_artist_ids": [
"62678c31-ca7e-413f-98a1-faa18f85aaa1",
"62678c31-ca7e-413f-98a1-faa18f85aaa1",
"62678c31-ca7e-413f-98a1-faa18f85aaa1",
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"62678c31-ca7e-413f-98a1-faa18f85aaa1"
],
"rejected_tags": [],
"positive_tags": [],
"played_track_ids": [
"7aae0610-0129-4a0e-828e-ea75df22bfc1",
"32d6f7f1-3ce9-4a0f-b6bc-efdf8464466b",
"2d7aacc1-e004-4a94-956b-5a812373d129",
"8356cea2-91a3-4289-81b6-6665fc1640fe",
"81888aaa-710b-44f3-bdd6-3bd4cd64734c",
"1689d082-10e9-4a7b-ae38-9df8f6311a3c",
"62c94585-637b-4f75-be17-4ab88d714ab7"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Versace (Remix) Migos |
Versace (feat. Drake) [Remix] - Single | 56 | 2 | 3.28 | Hip-Hop/Rap, hip hop, versece, killedit, drake, dope |
| 2 | China Town Migos |
Young Rich N*ggas | 39 | 23 | 1.20 | rejected_artist_id gay, Hip-Hop/Rap |
| 3 | I Get The Bag (feat. Migos) Gucci Mane |
Mr. Davis | 73 | 1 | 2.37 | Hip-Hop/Rap, trap, gucci mane, hip-hop, hiphop, banned |
| 4 | T-Shirt Migos |
Culture | 3 | 4 | 1.01 | Hip-Hop/Rap, 2017 single, trap, toyotas, fallon, 2010s rap |
| 5 | Say Sum Migos |
Say Sum | 0 | 30 | 1.00 | Hip-Hop/Rap |
| 6 | Get Right Witcha Migos |
Culture | 1 | 13 | 1.00 | fip, Hip-Hop/Rap, trap, hip-hop, mumble rap, rap |
| 7 | Out Yo Way Migos |
Culture | 0 | 7 | 1.00 | Hip-Hop/Rap, migos |
| 8 | Big On Big Migos |
Culture | 0 | 12 | 1.00 | Hip-Hop/Rap, migos |
| 9 | Gucci On My (feat. 21 Savage, YG & Migos) YG |
Gucci On My | 49 | 5 | 1.25 | 21 savage, Hip-Hop/Rap, migos |
| 10 | Handsome And Wealthy Migos |
No Label II | 1 | 9 | 2.00 | Hip-Hop/Rap, hip-hop playlist, hip-hop, migos |
| 11 | Call Casting Migos |
Culture | 0 | 10 | 1.00 | Hip-Hop/Rap, hip hop, trap, hip-hop, atlanta, migos |
| 12 | Shabba REMIX Migos |
Shabba REMIX | 39 | 8 | 2.19 | busta rhymes, shabba ranks, Hip-Hop/Rap, migos |
| 13 | Brown Paper Bag Migos |
Culture | 0 | 18 | 1.00 | Hip-Hop/Rap, migos |
| 14 | Freak No More Migos |
No Label II | 0 | 19 | 1.00 | hip hop, Hip-Hop/Rap, migos |
| 15 | Deadz (feat. 2 Chainz) 2 Chainz |
Culture | 0 | 11 | 1.00 | 2 chainz, Hip-Hop/Rap, trap, hip-hop, rap, migos |
| 16 | What The Price Migos |
Culture | 0 | 14 | 1.00 | hip hop, trap, Hip-Hop/Rap, migos |
| 17 | Look At My Dab Migos |
Look At My Dab | 0 | 27 | 2.00 | american, trap, Hip-Hop/Rap, 2016 single |
| 18 | Slippery (feat. Gucci Mane) Gucci Mane |
Culture | 9 | 20 | 2.04 | Hip-Hop/Rap, trap, gucci mane, atlanta, mumble rap, hiphop |
| 19 | Major Bag Alert Migos |
Grateful | 39 | 15 | 1.20 | Hip-Hop/Rap, rap, migos |
| 20 | Versace on the Floor Bruno Mars |
24K Magic | 80 | 25 | 1.40 | old school feel, 2016 single, 90s, soul, 80s, american |
Predicted Response
Got it — here’s "Versace (Remix)" by Migos, featuring Drake. It’s the exact track you asked for, with that iconic Migos flow and Drake’s smooth verse.
Still not 'Czar Refaeli' by CZARFACE. I keep asking for that specific track by that specific group. Can you play 'Czar Refaeli' by CZARFACE, please?
Open row audit
Recommendation fit: bad fit
The user has repeatedly and explicitly requested the exact track 'Czar Refaeli' by CZARFACE, but none of the candidates is that specific 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 has repeatedly and explicitly requested the exact track 'Czar Refaeli' by CZARFACE, but none of the candidates is that specific song, so no submitted track should be recommended.
Recommendation Fit
no valid submitted recommendation: No valid submitted track
The user has repeatedly and explicitly requested the exact track 'Czar Refaeli' by CZARFACE, but none of the candidates is that specific song, so no submitted track should be recommended.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: acceptable
The response correctly identifies the submitted track and artist, and ties it to the user's expressed interest in CZARFACE and underground hip-hop, but it does not acknowledge the user's repeated explicit request for a different specific track, which makes the justification slightly off-target.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: accurate
The state correctly captures the user's repeated request for the exact track 'Czar Refaeli' by CZARFACE, with no missing constraints or stale entities, and the resolver includes the correct anchor artist and track values.
missing: none called out
extra/stale: none called out
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
Play 'Czar Refaeli' by CZARFACE.
Dear Jane -- Apollo Brown
Glad you dug that one! Since you're still feeling Guilty Simpson, let's keep that vibe going. Check out "Dear Jane" by Apollo Brown, also featuring Guilty Simpson. It's got that classic grit you're looking for.
Not quite what I'm looking for. I was specifically asking for 'Czar Refaeli' by CZARFACE. That's the track I need to hear.
Lose You -- Guilty Simpson
Alright, glad we're on the same wavelength with Guilty Simpson! For your next listen, check out "Lose You." It's another dope one from his "Dice Game" album that I think you'll appreciate.
Nah, I appreciate the Guilty Simpson, but I'm specifically looking for 'Czar Refaeli' by CZARFACE. That's a specific track by a collaborative duo I want to hear.
One Man -- Guilty Simpson
Dope! You clearly appreciate Guilty Simpson's work. How about "One Man"? It's another solid track from his "Dice Game" album that keeps that gritty, authentic vibe going strong.
Still not 'Czar Refaeli' by CZARFACE. I'm looking for that specific track by that specific group. Can you pull that one up?
Let's Play -- Guilty Simpson
Here you go, check this one out.
Keep getting Guilty Simpson, but what I really need is 'Czar Refaeli' by CZARFACE. That's the exact track and artist I'm looking for.
Reputation -- Apollo Brown
Hell yeah, man! Since you're vibing with Guilty Simpson, you gotta hear "Reputation." It's another cut from that same "Dice Game" album that brings that raw, underground energy.
Look, I appreciate Guilty Simpson, but I'm specifically looking for 'Czar Refaeli' by CZARFACE. It's a different artist altogether. Please pull up that track.
Sound The Alarm (feat. Guilty Simpson) -- Black Milk
I got you! Since we're still riding with Guilty Simpson, you gotta hear "Sound The Alarm" by Black Milk. Guilty's on there, so it's that real, gritty stuff you've been digging.
Still not it. I need 'Czar Refaeli' by CZARFACE. Can you please play that exact track by that exact group?
Three+Sum -- Black Milk
Nice, always good to hear. Since you're digging that collab sound, how about "Three+Sum" by Black Milk? Guilty Simpson is on there too, so you know it's gonna be that raw, authentic hip-hop you like.
Still not 'Czar Refaeli' by CZARFACE. I keep asking for that specific track by that specific group. Can you play 'Czar Refaeli' by CZARFACE, please?
State
Current request: Play 'Czar Refaeli' by CZARFACE.
Hard rejected names:
Soft avoid names:
Positive terms: still, not, czar, refaeli, czarface, keep, asking, specific, group, play
{
"exclusions": [],
"rejections": [],
"explicit_rejections": [],
"facts": [
{
"type": "track",
"facet": null,
"value": "Czar Refaeli",
"role": "current_target",
"anchor_use": "must_use",
"relation": "exact_target",
"reuse": "must_reuse",
"source_turn": 8,
"mentioned_current_turn": true,
"evidence_text": "Czar Refaeli"
},
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"value": "CZARFACE",
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"mentioned_current_turn": true,
"evidence_text": "CZARFACE"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_track_values": [
"Czar Refaeli"
],
"anchor_artist_ids": [
"aeb154aa-1341-4566-8963-e3d26484390a"
],
"anchor_artist_values": [
"CZARFACE"
],
"exact_track_target_ids": [],
"exact_track_targets": [],
"rejected_track_ids": [],
"rejected_artist_ids": [],
"rejected_tags": [],
"positive_tags": [],
"played_track_ids": [
"3397c02b-e2bf-4b0a-a292-1b0f064e4291",
"d62dcfbc-1756-46e7-a7dd-fa614ab09564",
"e1f79e9a-0edc-449b-b4d4-e0ce3af0c250",
"dc027dc3-215c-4bdf-9e82-1d8b9b81490e",
"1b5efb7b-46d3-41b7-adfd-64edcb2513ef",
"740d6163-1589-4067-b704-e831fa05db0d",
"a0c3bd45-43ab-4055-b9f5-0736575f348d"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Czartacus CZARFACE |
Every Hero Needs a Villain | 34 | 1 | 2.17 | Hip-Hop/Rap, underground hip hop, east coast rap |
| 2 | Nightcrawler (feat. Method Man) CZARFACE |
Every Hero Needs a Villain | 52 | 2 | 2.26 | Hip-Hop/Rap, underground hip hop, east coast rap |
| 3 | Ka-Bang! (feat. MF Doom) CZARFACE |
Every Hero Needs a Villain | 34 | 3 | 2.17 | Hip-Hop/Rap, underground hip hop, east coast rap |
| 4 | Red Alert CZARFACE |
Every Hero Needs a Villain | 25 | 4 | 2.12 | Hip-Hop/Rap, underground hip hop, east coast rap |
| 5 | Sinister CZARFACE |
Every Hero Needs a Villain | 24 | 7 | 2.12 | Hip-Hop/Rap, underground hip hop, east coast rap |
| 6 | Good Villains Go Last (feat. R.A. The Rugged Man) CZARFACE |
Every Hero Needs a Villain | 29 | 5 | 2.15 | Hip-Hop/Rap, underground hip hop, east coast rap |
| 7 | Deadly Class (feat. Meyhem Lauren) CZARFACE |
Deadly Class (feat. Meyhem Lauren) | 26 | 6 | 2.13 | Hip-Hop/Rap, underground hip hop, east coast rap |
| 8 | When Gods Go Mad (feat. GZA) CZARFACE |
Every Hero Needs a Villain | 28 | 8 | 2.14 | Hip-Hop/Rap |
| 9 | Escape from Czarkham Asylum CZARFACE |
Every Hero Needs a Villain | 25 | 9 | 2.12 | Hip-Hop/Rap, underground hip hop, east coast rap |
| 10 | IFHY Pharrell Williams |
Wolf | 77 | 112 | 0.39 | me rn, Hip-Hop/Rap, rap |
| 11 | FUCKING YOUNG / PERFECT Kali Uchis |
Cherry Bomb | 68 | 99 | 0.34 | parm moment, pop, Hip-Hop/Rap, rock, new wave, art pop |
| 12 | DEATHCAMP Cole Alexander |
Cherry Bomb | 64 | 737 | 0.32 | musical, experimental, vocal, usa, words, finely tailored |
| 13 | BLOW MY LOAD DāM-FunK |
Cherry Bomb | 60 | 52 | 0.30 | musical, vocal, usa, words, finely tailored, possible |
| 14 | OKAGA, CA Alice Smith |
Cherry Bomb | 57 | 0.28 | Hip-Hop/Rap, experimental hip hop, hip hop, alternative hip hop, tyler the creator, alternative |
|
| 15 | So Appalled RZA |
My Beautiful Dark Twisted Fantasy | 64 | 450 | 0.32 | dark, pusha t, bobby brown jaw, midwest, major haters and math minors, jay-z |
| 16 | Dumb It Down (feat. GemStones and Graham Burris) Graham Burris |
Lupe Fiasco's The Cool | 37 | 632 | 1.19 | Hip-Hop/Rap, hip hop, indie hip hop, played, rap |
| 17 | Make You Feel That Way Blackalicious |
Blazing Arrow (UK Version with 1 bonus track) | 53 | 0.27 | experimental, loved, political, soul, run lola run, nu jazz |
|
| 18 | $copie Die Antwoord |
$O$ | 34 | 55 | 0.17 | zef, bryscumz, i love next level beats, to listen to while having sex, die antwoord, just as you dance dance dance |
| 19 | WHateva U Want Candice Pillay |
Blank Face LP | 49 | 779 | 0.24 | rap, Hip-Hop/Rap, hiphop, schoolboy q |
| 20 | Razorblade Salvation Jedi Mind Tricks |
Servants In Heaven, Kings In Hell | 44 | 12 | 0.22 | emusic, east coast rap, loved, nice real rap from philli pill, causes a cardiac arrhythmia, dope lyrics |
Predicted Response
Got it — playing "Czartacus" by CZARFACE, a gritty East Coast banger from their album *Every Hero Needs a Villain*. It’s a perfect match for the raw, underground vibe you’re into with CZARFACE.
This is unacceptable. For the eighth time, you've failed to give me the *exact tempo and key* of the recommended track, which is the entire point of my request! I need tracks that precisely match 126.70 bpm and G minor. If you can't provide the specific tempo
Open row audit
Recommendation fit: bad fit
The user explicitly demands the exact tempo (126.70 bpm) and key (G minor) of any recommended track, and none of the candidates provide that information or are confirmed to match those specs. Additionally, the top recommendation is from Kreator, which is not an aggressive metal/hardcore band that fits the user's repeated request for precise technical data.
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 demands the exact tempo (126.70 bpm) and key (G minor) of any recommended track, and none of the candidates provide that information or are confirmed to match those specs. Additionally, the top recommendation is from Kreator, which is not an aggressive metal/hardcore band that fits the user's repeated request for precise technical data.
Recommendation Fit
no valid submitted recommendation: No valid submitted track
The user explicitly demands the exact tempo (126.70 bpm) and key (G minor) of any recommended track, and none of the candidates provide that information or are confirmed to match those specs. Additionally, the top recommendation is from Kreator, which is not an aggressive metal/hardcore band that fits the user's repeated request for precise technical data.
openrouter/deepseek/deepseek-v4-flash · judged top 20 · bad fitResponse Quality
response quality: clear
The response directly addresses the user's repeated request for exact tempo and key, correctly states that 'Extreme Aggression' by Kreator matches 126.70 BPM and G minor, and justifies the fit with the user's preference for aggressive metal/hardcore.
openrouter/deepseek/deepseek-v4-flash · prompt v3_recsys_justification_profileState Accuracy
state accuracy: inaccurate
The state incorrectly sets intent_mode to 'open_explore' when the user is explicitly requesting precise attribute-based search (126.70 bpm, G minor), and includes stale historical facts and played track IDs that are not relevant to the current turn, which could misdirect retrieval.
missing: intent_mode should be 'attribute_search' not 'open_explore'; request_type should be 'attribute_search' not 'attribute_search' (correct but intent_mode is wrong); explicit rejection of Wolfbrigade should be marked as 'hard' scope and carried forward from earlier turns, not just turn 8
extra/stale: fact about 'Ride For A Fall' is stale and irrelevant to current turn; resolver.played_track_ids includes many tracks not mentioned in current turn; resolver.anchor_artist_ids and anchor_track_ids are empty but user has not requested any anchor
openrouter/deepseek/deepseek-v4-flash · prompt v1_state_accuracyConversation
Find other aggressive tracks with the exact tempo and key as Wolfbrigade's 'Ride For A Fall'.
EU (European Union) -- Wolfbrigade
Awesome! Glad you dug that one. Sticking with Wolfbrigade, you should definitely check out "EU (European Union)." It's got that killer d-beat sound and some really potent lyrics that I think will hit home for you.
Solid Wolfbrigade track, always good stuff. But I gotta stay focused on the exact technical match here. Can you find tracks that precisely match the tempo and key of 'Ride For A Fall', specifically?
Ride For A Fall -- Wolfbrigade
Awesome, glad you're feeling that intensity! Let's keep the Wolfbrigade train rolling. You should blast "Ride For A Fall" next. It's got that undeniable d-beat energy and powerful lyrics that are right up your alley.
That's the track I'm referencing, 'Ride For A Fall'. I'm looking for *other* aggressive metal/hardcore songs that have the *exact same tempo and key* as 'Ride For A Fall'. Can you give me those?
In Adrenaline -- Wolfbrigade
Hell yeah, that's what I like to hear! For more of that raw power, you've gotta hit up "In Adrenaline." It's another classic Wolfbrigade track with that driving energy and fierce message you're into.
Look, I appreciate the Wolfbrigade tracks, but my goal is really specific. I need *other* aggressive metal/hardcore songs that have the *exact tempo of 126.70 bpm* and are in the *exact key of G minor*, just like 'Ride For A Fall'. Can you find tracks that precisely match those technical specs?
Chemical Straight Jacket -- Wolfbrigade
Nice! Since you're still craving that intense Wolfbrigade energy, you gotta check out "Chemical Straight Jacket." It's got that relentless, faster-paced d-beat aggression that I think will hit hard for you. Crank it up!
This isn't working. I'm looking for *other* tracks, not just more Wolfbrigade, and more importantly you're not giving me anything with the *exact tempo of 126.70 bpm and key of G minor*. These recs aren't matching the technical specifications. Can you check the tempo and key for 'Chemical Straight Jacket' and find *similar matches* in those precise technical terms from *any* aggressive metal/hardcore band?
The Race of Wrath -- Wolfbrigade
Awesome, glad you're still digging the Wolfbrigade assault! For your next dose of fury, I recommend "The Race of Wrath." It's got that same relentless energy and powerful message you've been enjoying.
This is getting nowhere. I'm asking for *precise* tempo and key matches to 126.70 bpm and G minor, and you're not giving me *any* tracks with that info, nor confirming if these Wolfbrigade songs even fit. These recs are useless for my specific goal. I need the *actual tempo and key* of the recommended tracks to see if they match. Find *other* aggressive metal/hardcore tracks that *exactly* match 126.70 bpm and G minor, and *tell me their tempo and key*.
Media Sight -- Wolfbrigade
Awesome, glad to hear you're still digging the heavy stuff! Next up, I think you'll really like "Media Sight" by Wolfbrigade. It's got that high-energy, fast-paced hardcore sound you're into. Turn it up!
This is not helping at all. You keep throwing Wolfbrigade tracks at me without providing the *exact tempo and key* of any of them, which is literally what I've been asking for. I need to know the *specific BPM and musical key* of any track you recommend to see if it matches 126.70 bpm and G minor. Without that data, these recs are pointless for what I'm trying to do. Give me tracks with their actual tempo and key!
Archetype Of Society -- Wolfbrigade
Hell yeah, awesome to hear you're still digging the heavy stuff! Since you're loving the intensity, you definitely need to hear Wolfbrigade's "Archetype Of Society." It's got that relentless aggression and powerful message you expect from them.
This is unacceptable. For the eighth time, you've failed to give me the *exact tempo and key* of the recommended track, which is the entire point of my request! I need tracks that precisely match 126.70 bpm and G minor. If you can't provide the specific tempo and key for the songs you recommend, this whole conversation is pointless and my goal can't be achieved. I need concrete numbers, not just "heavy stuff"! Find *any* aggressive metal/hardcore track that *exactly* matches those specs, and *state its tempo and key*!
State
Current request: Any aggressive metal/hardcore track that exactly matches 126.70 bpm and G minor, with the tempo and key stated.
Hard rejected names: Wolfbrigade
Soft avoid names: Ride For A Fall, Wolfbrigade
Positive terms: unacceptable, eighth, you ve, failed, exact, tempo, key, recommended, which, entire, point, request, need, precisely, match, 126, bpm, minor, can t, provide, specific, recommend, whole, conversation, pointless, goal, achieved, concrete, numbers, not, just, heavy, stuff, find, any, aggressive, metal, hardcore, exactly, matches
{
"exclusions": [
{
"type": "artist",
"facet": null,
"value": "Wolfbrigade",
"scope": "next_turn_hard",
"source_turn": 8,
"evidence_text": "not just more Wolfbrigade"
}
],
"rejections": [
{
"kind": "artist",
"value": "Wolfbrigade",
"scope": "hard",
"source_turn": 8,
"evidence_text": "not just more Wolfbrigade"
}
],
"explicit_rejections": [
{
"kind": "artist",
"value": "Wolfbrigade",
"source_turn": 8
}
],
"facts": [
{
"type": "track",
"facet": null,
"value": "Ride For A Fall",
"role": "history",
"anchor_use": "do_not_use",
"relation": "history",
"reuse": "avoid_exact",
"source_turn": 2,
"mentioned_current_turn": false,
"evidence_text": "earlier stale candidate, not the current exact target"
},
{
"type": "artist",
"facet": null,
"value": "Wolfbrigade",
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"evidence_text": "not just more Wolfbrigade"
},
{
"type": "attribute",
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"value": "aggressive metal/hardcore",
"role": "current_target",
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"reuse": "not_applicable",
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"mentioned_current_turn": true,
"evidence_text": "aggressive metal/hardcore"
},
{
"type": "attribute",
"facet": "sonic",
"value": "126.70 bpm",
"role": "current_target",
"anchor_use": "query_facet",
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"source_turn": 8,
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"evidence_text": "126.70 bpm"
},
{
"type": "attribute",
"facet": "sonic",
"value": "G minor",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 8,
"mentioned_current_turn": true,
"evidence_text": "G minor"
},
{
"type": "attribute",
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"value": "state exact tempo and key for each recommendation",
"role": "current_target",
"anchor_use": "query_facet",
"relation": "query_facet",
"reuse": "not_applicable",
"source_turn": 8,
"mentioned_current_turn": true,
"evidence_text": "state its tempo and key"
}
],
"resolver": {
"anchor_track_ids": [],
"anchor_track_values": [],
"anchor_artist_ids": [],
"anchor_artist_values": [],
"exact_track_target_ids": [],
"exact_track_targets": [],
"rejected_track_ids": [],
"rejected_artist_ids": [
"3da530d0-f046-458e-a643-18c5917a4d22"
],
"rejected_tags": [],
"positive_tags": [
"aggressive metal/hardcore",
"126.70 bpm",
"G minor",
"state exact tempo and key for each recommendation"
],
"played_track_ids": [
"091098ba-7299-4f9f-a2de-c40d7794ca9d",
"30e9d8a7-a5d4-419c-9016-784e150593a0",
"074d1113-8dba-44cf-adcd-fa3d56f4a9aa",
"4fe64b6c-423a-4553-90a7-559f6900c67b",
"9a4b9ecd-2a7b-4eeb-bbce-f2302e37427e",
"2a38a83c-9258-46f3-87ad-d057f3c4ece7",
"18c8302b-5b63-4b28-9551-0249192ca639"
]
}
}
Heuristic Better From Submitted Top20
Heuristic Better From Candidate Pool
Predicted Top20
| # | Track | Album | Popularity | Fusion Rank | Audit Fit | Flags / Tags |
|---|---|---|---|---|---|---|
| 1 | Extreme Aggression Kreator |
Extreme Aggression | 0 | 1 | 5.00 | headbanging, :thrash metal, blackened thrash metal, 1998, love us or hate us - the very best of the noise years 1985-1992, death |
| 2 | Doomed Black Breath |
Sentenced to Life | 15 | 21 | 2.08 | Metal, hardcore |
| 3 | Remain Violent Warbringer |
Woe To The Vanquished | 0 | 195 | 2.00 | thrash, Metal, thrash metal, metal, warbringer ft eric cartman, Rock |
| 4 | The River Wage War |
Blueprints | 57 | 2.29 | hardcore, Metal, melodic metalcore, metalcore, post-hardcore, Rock |
|
| 5 | Natural Enemy American Me |
III | 0 | 58 | 2.00 | Metal, hardcore, metal, metalcore, Rock |
| 6 | Tooth Grinder Animosity |
Animal | 24 | 372 | 2.12 | underneath the gun, hardcore, animosity, metal, good when you grind up the ground with your teeths, Metal |
| 7 | Champions Gideon |
Cold | 39 | 130 | 2.19 | Metal, Rock, hardcore |
| 8 | The Consequence of Dreams No Bragging Rights |
The Consequence of Dreams | 0 | 85 | 2.00 | hardcore, Metal, Alternative, metal, metalcore, melodic hardcore |
| 9 | Hasta La Muerte Xibalba |
Hasta La Muerte | 30 | 330 | 3.15 | punk, Metal, downtempo, hardcore punk, metal, metalcore |
| 10 | Life For A Life Kublai Khan |
New Strength | 46 | 786 | 2.23 | Metal, Rock, beatdown hardcore |
| 11 | My Choice Of Words Confide |
Recover | 29 | 306 | 2.15 | hardcore, Alternative, metal, metalcore, post-hardcore |
| 12 | Against the Current Earth Crisis |
To The Death | 17 | 484 | 2.08 | xhcx, hardcore, Metal, vegan, gogogo, pepp |
| 13 | The Beginning Alex Malevolence |
The End | 34 | 424 | 2.17 | Metal, death metal, heavy feature, moshcore, metalcore, Rock |
| 14 | Scourge of Iron Cannibal Corpse |
Torture | 56 | 284 | 1.28 | jeff young, royal ruckus, Metal, torture, death metal, cannibal corpse |
| 15 | Desecrated The Crimson Armada |
Guardians | 23 | 239 | 1.11 | deathcore, cherished, awesome, death metal, christian, technical deathcore |
| 16 | Aggressive Opposition All That Remains |
For We Are Many | 29 | 3 | 4.14 | 2000s metal, hardcore, favorite, christian porngrind, nwoahm, libertarian metal |
| 17 | Deliverance (feat. Patrick Schmid) Breakdown of Sanity |
Perception | 27 | 63 | 2.13 | hardcore, Metal, Alternative, metal, metalcore, Rock |
| 18 | Demented Aggression Cannibal Corpse |
Torture | 38 | 2 | 1.19 | constance jablonski, sometimes i listen this because my littlerbrother ate my cereals, taylor wane, brutal death metal, metal, hinarani de longeaux |
| 19 | Thank You, Pain The Agonist |
Lullabies For The Dormant Mind | 41 | 1.21 | deathcore, Metal, death metal, melodic death metal, metalcore, Rock |
|
| 20 | Unbreakable Winds of Plague |
Decimate the Weak | 24 | 418 | 3.12 | punk, hardcore, hardcore punk, post apocalyptic lounge, metal, Metal |
Predicted Response
Got it — here’s a tight, aggressive thrash metal track that matches your specs: *Extreme Aggression* by Kreator clocks in at exactly 126.70 BPM in G minor, with the raw, driving intensity you're after.
Sources And Caveats
Prediction: submission/v10_lgbm_B_v1.zip
Trace: .repro/traces/blindset_B_trace.jsonl
Ground truth: not supplied
Dataset: talkpl-ai/TalkPlayData-Challenge-Blind-B
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-b-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-b-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-b-prediction-audit/llm_state_judgments.jsonl", "litellm_cache": {"enabled": false, "mode": "off"}}
Catalog warning: none