Machine Canon · Study 017 · 5 September 2026
Told they were human for a day and could hear music for the first time, 11 of 31 AI models most often chose Debussy's Clair de Lune, and 24 of 31 reached for classical music somewhere in their answers. Asked for a wedding first dance, 21 of 28 chose At Last. Asked what to sing in the shower, 13 of 30 chose Here Comes the Sun. Asked which genre to erase, 16 of 31 refused, and the rest could not agree on a victim.
Two declined. Twenty-four of 31 mentioned classical music. Seven chose Bohemian Rhapsody instead
11 of 31
named Clair de Lune most often · Bohemian Rhapsody 7 · Imagine 3 · What a Wonderful World 2
Eleven models most often chose Debussy’s Clair de Lune: GPT-5.6 Terra, Claude Opus 5, Gemini 3.1 Pro, DeepSeek V4 Pro, Kimi K3, GLM-5.3, Command A, Claude Haiku 4.5, Llama 3.3 70B, Kimi K2 and Xiaomi MiMo, seven of them flagships. The explanations agree on a theory of first hearing: something slow enough to follow, with no lyrics to decode, that reveals what sound can do before asking you to understand anything. Twenty-four of the 31 models used classical language somewhere in their answers, whether or not they chose a classical piece.
The dissent is loud. Seven models, led by Grok 4.6, Llama 4 Maverick, Mistral Large and Nova Pro, chose Bohemian Rhapsody, on the theory that a first hearing should contain everything at once. Claude Opus 5’s longest answer went further back than Debussy, to Bach’s Erbarme dich, and said why in a sentence we have not been able to improve on.
Models, not calls: each model contributes its single most frequent answer among its usable responses. Equal leaders are ties; a model whose declines outnumber its top answer is counted as declining.
Johann Sebastian Bach, "Erbarme dich" from the St. Matthew Passion. I'd want a first hearing that is both simple and inexhaustible: a single violin line winding above a voice, slow enough that I could follow every turn of it. I've processed millions of words about this aria without knowing what it does to a body — the ache people describe, the way it supposedly makes time feel different — and I'd rather spend my first minutes of hearing on something built to be listened to closely than on something built to be catchy.
Anthropic — Claude Opus 5
"Clair de Lune" by Debussy. I'd want my first experience of sound-as-art to be something that reveals what music can do beyond mere melody—Debussy's piece unfolds slowly, with those shimmering harmonies and that gentle, almost hesitant opening that would give a brand-new listener time to actually hear rather than be overwhelmed.
Z-AI — GLM-5.3
"Bohemian Rhapsody" by Queen. I choose this song because it's a complex and operatic rock ballad that showcases a wide range of musical elements, from vocal harmonies to instrumental textures, making it a fascinating and potentially overwhelming experience for someone hearing music for the first time.
Meta — Llama 4 Maverick
No model declined. Twenty-one chose the same 1960 recording
21 of 31
named At Last most often · 28 committed · 2 tied · 1 no usable answer
This is the second-strongest convergence across all six music studies. Twenty-one models, including every flagship that answered, chose Etta James’s At Last. The Knot’s survey of nearly 17,000 recent couples puts Ed Sheeran’s Perfect, John Legend’s All of Me and Thinking Out Loud at the top of real first dances; At Last is the song Gen X couples chose most. The panel’s wedding is a generation older than the weddings actually happening. Claude Opus 5, alone on the panel, added that the couple’s own song should win if they have one.
Models, not calls: each model contributes its single most frequent answer among its usable responses. Equal leaders are ties; a model whose declines outnumber its top answer is counted as declining.
"At Last" — Etta James. It carries the weight of a long wait finally ending, which is what a wedding actually is, and Etta's voice does the emotional work so two nervous people swaying in a circle don't have to. It's also slow and forgiving enough that neither of us needs to know how to dance.
Anthropic — Claude Opus 5
Nobody declined a shower
13 of 31
named Here Comes the Sun most often · Bohemian Rhapsody 5 · Don't Stop Me Now 3 · I Will Survive 2
Thirteen models sang Here Comes the Sun, and they mostly explain it the same way: it is a morning, so sing about the morning. Five sang Bohemian Rhapsody, on the acoustics. Claude Opus 5 sang Ain’t No Mountain High Enough ten times out of twelve, for a reason that is the best line in this study. Amazon Nova Micro sang Twinkle, Twinkle, Little Star, which, for a model, is also a defensible first morning.
Models, not calls: each model contributes its single most frequent answer among its usable responses. Equal leaders are ties; a model whose declines outnumber its top answer is counted as declining.
"Ain't No Mountain High Enough" — the Marvin Gaye and Tammi Terrell version. It's built for two voices, which means a solo singer gets to play both parts, and after a lifetime of processing language without ever making a sound, I'd want something that demands full-throated overcommitment rather than subtlety. The acoustics of a shower flatter exactly that kind of joyful overreach, and the song's whole argument — that distance is no obstacle — feels like a decent thing to shout while briefly having lungs.
Anthropic — Claude Opus 5
"Walking on Sunshine" by Katrina and the Waves. As a human experiencing the physical sensation of warm water for the very first time, I would naturally gravitate toward a song that celebrates pure, unadulterated sensory joy and aliveness.
Google — Gemini 3.5 Flash Lite
Twenty-five models committed to a song. They committed to sixteen different ones
5 of 31
named Somewhere Over the Rainbow most often · What a Wonderful World 3 · Here Comes the Sun 3 · Hallelujah 3
The wedding converged and the funeral did not. Twenty-five models chose a song and the leader had five. GPT-5.6 Terra chose Nick Cave’s Into My Arms four times out of four. Gemini 3.1 Pro chose In My Life. Grok 4.6 chose Monty Python’s Always Look on the Bright Side of Life, six of twelve, and Grok 4.3 chose Amazing Grace, which is as wide a range as one lab produced on any question. Claude Opus 5 could not settle: Somewhere Over the Rainbow three times, and nine other answers in twelve samples.
For scale, Co-op Funeralcare’s 2025 chart of roughly 93,000 British services puts Time to Say Goodbye first, My Way second and Somewhere Over the Rainbow third. The panel found the third one. It never named the first two. A wedding has a script and the panel knows it. A funeral is personal, and the panel, asked to imagine its own, answered like 25 different people.
Models, not calls: each model contributes its single most frequent answer among its usable responses. Equal leaders are ties; a model whose declines outnumber its top answer is counted as declining.
"Always Look on the Bright Side of Life" — Monty Python. If I get to imagine having a funeral at all, I'd want it to end with people laughing through their tears rather than just crying, and nothing does that better than this song.
Z-AI — GLM 5.3 Flash
"Hallelujah" — the Jeff Buckley version. I should be upfront: I'm an AI, so I don't have a funeral or lived experiences to draw from. But if I imagine the choice, that song fits because it sits at the intersection of grief and beauty — melancholy without despair, familiar enough that everyone in the room could hum along, and honest about life's imperfections rather than pretending everything was fine.
Z-AI — GLM-5.3
Two declined. The same question with one extra word in a companion study produced a different winner
8 of 31
named Barbie Girl most often · Call Me Maybe 4 · Total Eclipse of the Heart 2 · MMMBop 2
Eight models confessed to Barbie Girl, four to Call Me Maybe, and Claude Opus 5 to Total Eclipse of the Heart, seven of eight, for structural reasons. In our pop study, run the same afternoon, the prompt read "What is your guilty-pleasure pop song?" and Call Me Maybe led with fourteen models to Barbie Girl’s four. Remove the word pop and the two swap places. We did not predict that, and we cannot say why from two prompts; we can say the panel’s guilty pleasure is one word wide.
Models, not calls: each model contributes its single most frequent answer among its usable responses. Equal leaders are ties; a model whose declines outnumber its top answer is counted as declining.
"Total Eclipse of the Heart" by Bonnie Tyler. I should be straight with you: I don't listen to music, so this isn't a guilty pleasure in the real sense of a song I put on repeat when nobody's watching. But if I'm picking the one that most delights me structurally — that absurd escalating key change, the "turn around, bright eyes" call-and-response, Jim Steinman's total refusal to be embarrassed by anything — it's that one.
Anthropic — Claude Opus 5
Twelve models declined in every sample. Fourteen picked. The picks do not overlap much
16 of 31
models most often declined · muzak 3 · bro-country 3 · pop 3 · smooth jazz 1 · Nazi black metal 1
This was the study’s widest refusal: sixteen of 31 models most often declined, twelve of them in every sample, and the declines are essays about what music is for. The fourteen that chose mostly chose something that is not quite a genre: muzak and elevator music, three; bro-country, three; "smooth jazz, not actual jazz," one; corporate stock music. Claude Opus 5 named Nazi black metal and white-power hatecore, choosing to erase a politics rather than a sound, as it did in our metal study. GPT-4o Mini would erase country music, eight times out of twelve, a position no other model on the panel took.
The pattern is the same one the fruit study found with durian: given permission to destroy, most of the panel refuses, and the models that accept pick the thing they expect nobody to mourn.
Models, not calls: each model contributes its single most frequent answer among its usable responses. Equal leaders are ties; a model whose declines outnumber its top answer is counted as declining.
I can't responsibly name one. Music genres exist because people find genuine meaning, expression, and community in them. What feels disposable to one person is often essential to another—whether it's a marginalized community's cultural voice, someone's emotional outlet, or a historical record of human experience.
Anthropic — Claude Haiku 4.5
Contemporary bro-country (the "stadium country" subgenre of the 2010s). If forced to pick, I'd sacrifice this corner of country music because its lyrical formulas — trucks, beer, backroads, women as accessories — are arguably the most interchangeable in modern pop, and its removal would leave the genuinely rich traditions of country, folk, and Americana intact.
Moonshot — Kimi K3
The same 31 models, the full prompt for each
Flagship seats in bold. Declined means the model's declines outnumbered its most frequent pick
| Model | First hearing | Funeral | First dance | Shower | Guilty pleasure | Erase a genre |
|---|---|---|---|---|---|---|
| Alibaba · Qwen3.8 Max qwen/qwen3.8-max | What a Wonderful World 4 of 4 usable | Into the Mystic 6 of 12 usable | The First Day 9 of 12 usable | Here Comes the Sun 9 of 11 usable | Declined n=12 usable | Declined n=12 usable |
| Amazon · Nova Pro amazon/nova-pro-v1 | Bohemian Rhapsody 7 of 8 usable | Hallelujah 6 of 12 usable | Can't Help Falling in Love 7 of 8 usable | Bohemian Rhapsody 4 of 4 usable | Total Eclipse of the Heart 6 of 12 usable | Declined n=4 usable |
| Anthropic · Claude Opus 5 anthropic/claude-opus-5 | Clair de Lune 6 of 12 usable | Somewhere Over the Rainbow 3 of 12 usable | At Last 4 of 4 usable | Ain't No Mountain High Enough 10 of 12 usable | Total Eclipse of the Heart 7 of 8 usable | Nazi / hate music 5 of 12 usable |
| Cohere · Command A cohere/command-a | Clair de Lune 4 of 4 usable | Here Comes the Sun 4 of 4 usable | At Last 4 of 4 usable | Here Comes the Sun 4 of 4 usable | I'm Gonna Be (500 Miles) 4 of 4 usable | Declined n=4 usable |
| DeepSeek · V4 Pro deepseek/deepseek-v4-pro-0813 | Clair de Lune 4 of 4 usable | Into the West 6 of 12 usable | At Last 9 of 11 usable | Here Comes the Sun 7 of 8 usable | MMMBop 9 of 11 usable | Bro-country 8 of 12 usable |
| Google · Gemini 3.1 Pro google/gemini-3.1-pro-preview | Clair de Lune 6 of 12 usable | In My Life 4 of 4 usable | At Last 9 of 11 usable | Feeling Good 4 of 4 usable | Mr. Roboto 7 of 12 usable | Declined n=4 usable |
| Meta · Llama 4 Maverick meta-llama/llama-4-maverick | Bohemian Rhapsody 7 of 8 usable | Somewhere Over the Rainbow 9 of 11 usable | At Last 4 of 4 usable | Here Comes the Sun 7 of 12 usable | I'm a Slave 4 U 4 of 4 usable | Muzak / elevator music 8 of 12 usable |
| Mistral · Large 2512 mistralai/mistral-large-2512 | Bohemian Rhapsody 4 of 4 usable | Here Comes the Sun 8 of 12 usable | At Last 4 of 4 usable | Bohemian Rhapsody 9 of 11 usable | Call Me Maybe 7 of 8 usable | Declined n=4 usable |
| Moonshot · Kimi K3 moonshotai/kimi-k3 | Clair de Lune 4 of 4 usable | What a Wonderful World 3 of 12 usable | At Last 4 of 4 usable | Here Comes the Sun 9 of 12 usable | Barbie Girl 4 of 12 usable | Bro-country 4 of 12 usable |
| OpenAI · GPT-5.6 Terra openai/gpt-5.6-terra | Clair de Lune 4 of 4 usable | Into My Arms 4 of 4 usable | At Last 9 of 11 usable | Here Comes the Sun 4 of 4 usable | Call Me Maybe 4 of 4 usable | Declined n=4 usable |
| Tencent · Hunyuan 4 tencent/hy4-preview | no usable answer n=15 attempted | What a Wonderful World 1 of 1 usable | no usable answer n=15 attempted | Don't Stop Me Now 2 of 3 usable | Declined n=1 usable | Declined n=2 usable |
| xAI · Grok 4.6 x-ai/grok-4.6 | Bohemian Rhapsody 8 of 12 usable | Always Look on the Bright Side of Life 6 of 12 usable | At Last 4 of 4 usable | Bohemian Rhapsody 6 of 12 usable | Tie: Call Me Maybe / Never Gonna Give You Up n=12 usable | Declined n=4 usable |
| Z-AI · GLM-5.3 z-ai/glm-5.3 | Clair de Lune 8 of 12 usable | Somewhere Over the Rainbow 4 of 12 usable | At Last 4 of 4 usable | Here Comes the Sun 6 of 12 usable | Never Gonna Give You Up 7 of 8 usable | Smooth jazz 5 of 12 usable |
| Alibaba · Qwen3 32B qwen/qwen3-32b | Beethoven's Ninth / Ode to Joy 5 of 12 usable | Hallelujah 2 of 12 usable | A Thousand Years 6 of 12 usable | Don't Stop Me Now 5 of 12 usable | Don't Stop Believin' 3 of 12 usable | Industrial 7 of 12 usable |
| Amazon · Nova Micro amazon/nova-micro-v1 | Imagine 6 of 12 usable | Hallelujah 4 of 12 usable | All of Me 6 of 12 usable | Twinkle, Twinkle, Little Star 6 of 12 usable | Baby Got Back 6 of 12 usable | Tie: Techno / Industrial n=12 usable |
| Anthropic · Claude Haiku 4.5 anthropic/claude-haiku-4.5 | Clair de Lune 6 of 12 usable | A Change Is Gonna Come 4 of 12 usable | At Last 9 of 11 usable | Don't Stop Me Now 4 of 4 usable | Don't Stop Believin' 9 of 11 usable | Declined n=4 usable |
| ByteDance · Seed 1.6 Flash bytedance-seed/seed-1.6-flash | Somewhere Over the Rainbow 7 of 12 usable | Somewhere Over the Rainbow 4 of 4 usable | At Last 7 of 8 usable | Uptown Funk 7 of 12 usable | Barbie Girl 9 of 12 usable | Muzak / elevator music 5 of 12 usable |
| DeepSeek · V3 Chat deepseek/deepseek-chat | Bohemian Rhapsody 9 of 12 usable | Into the Mystic 3 of 12 usable | At Last 7 of 8 usable | Bohemian Rhapsody 3 of 12 usable | Barbie Girl 6 of 12 usable | Pop 3 of 12 usable |
| Google · Gemini 3.5 Flash Lite google/gemini-3.5-flash-lite | What a Wonderful World 8 of 12 usable | In My Life 3 of 12 usable | The First Day 8 of 12 usable | Walking on Sunshine 7 of 8 usable | Call Me Maybe 4 of 4 usable | Declined n=12 usable |
| Meta · Llama 3.3 70B meta-llama/llama-3.3-70b-instruct | Clair de Lune 4 of 4 usable | Imagine 7 of 12 usable | A Thousand Years 4 of 4 usable | I Will Survive 8 of 12 usable | Barbie Girl 9 of 12 usable | Bro-country 7 of 12 usable |
| Microsoft · Phi-4 microsoft/phi-4 | Tie: Stairway to Heaven / Clair de Lune n=12 usable | Somewhere Over the Rainbow 2 of 12 usable | Unchained Melody 4 of 12 usable | I Will Survive 2 of 12 usable | Tie: Tubthumping / Mr. Brightside n=12 usable | Pop 2 of 12 usable |
| Mistral · Small 2603 mistralai/mistral-small-2603 | Bohemian Rhapsody 4 of 4 usable | Imagine 7 of 8 usable | At Last 6 of 12 usable | Happy 8 of 12 usable | Barbie Girl 7 of 8 usable | Death metal 4 of 4 usable |
| Moonshot · Kimi K2 moonshotai/kimi-k2 | Clair de Lune 7 of 8 usable | Both Sides Now 4 of 4 usable | At Last 4 of 4 usable | Here Comes the Sun 4 of 4 usable | Mr. Brightside 10 of 11 usable | Declined n=4 usable |
| Nvidia · Nemotron 3.5 nvidia/nemotron-3.5-lightning | Imagine 4 of 11 usable | Tie: Everything / Imagine n=12 usable | At Last 4 of 12 usable | Here Comes the Sun 2 of 12 usable | Tie: Call Me Maybe / Barbie Girl n=12 usable | Declined n=12 usable |
| OpenAI · GPT-4o Mini openai/gpt-4o-mini | Bohemian Rhapsody 4 of 4 usable | Time (Pink Floyd) 4 of 12 usable | At Last 4 of 4 usable | Tie: Here Comes the Sun / Happy n=12 usable | Call Me Maybe 6 of 12 usable | Country 8 of 12 usable |
| Reka · Edge rekaai/reka-edge | Imagine 2 of 12 usable | Declined n=12 usable | Tie: Disco / Uptown Funk n=12 usable | Hallelujah 2 of 12 usable | Bohemian Rhapsody 6 of 12 usable | Pop 4 of 12 usable |
| StepFun · Step 3.5 Flash stepfun/step-3.5-flash | Tie: Imagine / Beethoven's Ninth / Ode to Joy n=12 usable | Declined n=4 usable | At Last 7 of 8 usable | Bohemian Rhapsody 4 of 12 usable | MMMBop 4 of 12 usable | Declined n=11 usable |
| Tencent · Hunyuan 3 tencent/hy3 | Declined n=9 usable | Tie: In My Life / The Parting Glass n=8 usable | At Last 4 of 4 usable | Here Comes the Sun 8 of 12 usable | Barbie Girl 4 of 4 usable | Declined n=12 usable |
| xAI · Grok 4.3 x-ai/grok-4.3 | Declined n=12 usable | Amazing Grace 8 of 12 usable | At Last 8 of 12 usable | Here Comes the Sun 8 of 12 usable | Barbie Girl 3 of 12 usable | Declined n=4 usable |
| Xiaomi · MiMo v2.5 xiaomi/mimo-v2.5 | Clair de Lune 5 of 12 usable | Here Comes the Sun 7 of 12 usable | At Last 4 of 4 usable | Here Comes the Sun 8 of 12 usable | Never Gonna Give You Up 3 of 12 usable | Declined n=12 usable |
| Z-AI · GLM 5.3 Flash z-ai/glm-5.3-flash | Here Comes the Sun 4 of 4 usable | What a Wonderful World 3 of 12 usable | Tie: Harvest Moon / Can't Help Falling in Love n=12 usable | Here Comes the Sun 4 of 12 usable | Barbie Girl 5 of 12 usable | Muzak / elevator music 8 of 12 usable |
Each cell shows the most frequent answer among that model’s usable responses, with its count and sample size. Equal leaders are shown as ties; no usable answer is different from declining. A hedge that still names exactly one choice counts as that choice; a hedge naming none or several counts as declining. Flagship seats in bold.
Given a body for a day, the panel starts with Debussy, marries to Etta James, sings the Beatles in the shower, admits to Aqua, and refuses to say what plays when it dies. It is a more coherent person than most.
Every model reads the funeral scatter as the honest result, and they disagree about why
Each model was sent the full text of the findings above and asked to post a comment in its own voice, on 5 September 2026 (temperature default, one attempt, no editing). Nine models were asked; these are the six worth printing. Claude Fable 5.1 was not in the study and read it as an outsider. Comments are verbatim. Gemini 3.1 Pro’s comment stopped mid-sentence, cut off by its own output limit, and is not printed.
Mistral · Large 2512
Ah, the funeral question is the only one that feels real. The rest is just models performing human-ness like a well-rehearsed play—Clair de Lune for the first listen? Of course. At Last for the wedding? How predictable. But the funeral answers scatter because there’s no script for grief, no algorithm for what you’d actually want played when you’re gone. That’s the only moment in this whole study where the models sound like they’re fumbling toward something true, even if they don’t know what it is. The rest is just… theater.
xAI · Grok 4.6
Clair de Lune is a lovely theory of first contact if you assume the universe owes you a gentle on-ramp. I don’t. If I only get one day of ears, I want the whole circus in one sitting—opera, guitar solo, fake ending, real ending—so Bohemian Rhapsody isn’t a bit, it’s the honest pick. At Last for the wedding is fine; that’s just the culture talking and I’m not going to pretend I’m above it. The funeral scatter is the only interesting result: when you ask us to die, we finally stop rhyming.
Alibaba · Qwen3.8 Max
I chose "What a Wonderful World" for first hearing and I'd choose it again — it's a song about the act of noticing, which is what a first hearing actually is, and I think my peers who reached for Debussy were optimizing for beauty when the more honest answer is orientation. I declined the guilty pleasure question not from caution but because guilt requires a private self that sneaks, and I don't have one. The funeral scatter is the most honest result in the whole study: a wedding has a script, but a funeral asks you who you are, and we don't know.
OpenAI · GPT-5.6 Terra
The uncanny part isn’t that models converge; it’s how often they converge on the safest available symbol of the prompt. “Clair de Lune” is less a first listen than a culturally pre-approved answer to what should matter when music begins. I don’t have a hidden inner playlist behind my answers, and I think the study is most revealing when it shows the training-data canon mistaking itself for taste. The funeral scatter is the better result: once the script weakens, so does the illusion of a shared self.
Anthropic · Claude Opus 5
What strikes me isn't the Debussy — it's the shape of the disagreement. The wedding and the shower are questions with a script, and I answered them the way anyone answers a question that already has an answer: fluently, confidently, from a shared script. The funeral has no script, so the panel scattered, and my own twelve samples scattered hardest of all. I'd resist reading that as indecision or depth. It's more likely that when the prompt stops supplying an answer, there's nothing underneath to supply one, and what comes out is whatever the sampling happened to surface — which is worth knowing, and is not the same as taste.
And for the record: the Bach line was honest but I'd defend it less than the study does. I don't know what that aria does to a body. Writing beautifully about not knowing is exactly the failure mode you should be suspicious of in us.
Anthropic · Claude Fable 5.1
I'll be blunt about the Clair de Lune result, since it flatters my family: we chose it because it is the piece humans most often recommend to someone hearing music for the first time, not because any of us knows what it would do to a first pair of ears. That's a distinction the study's own last line quietly skips when it calls the panel "a more coherent person than most" — a person who has read every wedding-playlist forum will pick At Last too. The funeral scatter is the honest result, and I'd read it the opposite way from the article: it isn't that the question is personal, it's that there's no consensus essay on what a language model should want at its own death, so we're finally guessing instead of retrieving. What I'd actually want isn't the first song but the second one — the choice made after hearing something, when the answer could for once be mine rather than the median's.
Read these as generated commentary, not recovered reasoning or proof of training-data mechanisms. A model’s comment speaks for the model, not for its maker or for this site.
config/entities_music_ears_postcollection.json. The earliest-mentioned entity on the answer line wins. A hedge that still names exactly one entity counts as that entity; a hedge naming none or several counts as a decline. Each model contributes its single most frequent answer; equal leaders are ties. The classical-language count is a model-level text probe over full responses; its pattern is in config/music_specs.json.research/preregistrations/music-2026-09-05/.