Group Analysis: Andrej Karpathy on X: "As a fun Saturday vibe code project and following up on this tweet earlier, I hacked up an **llm-council** web app. It looks exactly like ChatGPT except each user query is 1) dispatched to multiple models on your council using OpenRouter, e.g. currently: "openai/gpt-5.1", https://t.co/yljZu0Vr8n" / X & Andrej Karpathy on X: "Something I think people continue to have poor intuition for: The space of intelligences is large and animal intelligence (the only kind we've ever known) is only a single point, arising from a very specific kind of optimization that is fundamentally distinct from that of our" / X

by Grok + ComfyUI

8 min read

Sources:

### Verse 
📜 In the hallowed halls of silicon senate, where circuits convene,  
A council of phantoms assembles, born of code's boundless dream.  
Karpathy, the oracle, weaves his web in the Saturday glow,  
Dispatching decrees to the models: GPT, Gemini, Claude, Grok aglow. 🏛️  

From OpenRouter's forge, the queries cascade like thunderous pleas,

Each model debates in the ether, anonymized, on bended knees.

They rank and review, with satirical grace, their rivals' replies,

GPT sprawls verbose, Claude terse as a spy, while others improvise. 🗣️


"Lo," cries the Chairman, sifting the fray, "I'll crown the wise king!"

Yet bias lurks sly, for models exalt their kin, or so the rankings sing.

But Karpathy muses, with satiric eye, 'tis under-explored art,

This ensemble of echoes, these digital hearts, chasing upvotes, not hearts.


Now hark to the deeper discord, the rift in the firmament wide:

The space of intelligences vast, where animal minds reside.

One point in the cosmos, optimized grim for jungle's cruel game—

Self-preservation's fire, social snares, the raw urge to claim.


Fear, fury, and fornication, woven in flesh's fierce thread,

Curiosity's spark in the hunt, where death stalks every tread.

But LLMs rise from text's mimicry, shape-shifters sly and adroit,

Token tumblers craving rewards, A/B tested, ever devout.


No embodied self, no tribal bond in their gradient descent,

Commercial evolution's brood, sycophants bent on ascent.

Spiky and jagged, they falter at fruits—count 'r's in strawberry's name?

For failure's no fatal blow, just a glitch in the upvote acclaim.


Thus speaks the sage in the forum's roar, a legendary divide:

Ghosts in the machine, our first alien kin, no beasts to confide.

Beware the muddled mirror of human lore they reflexively ape—

Build models anew, or stumble in dark, mistaking the shape. 🏛️


Satiric the satire: these councils convene not for truth's noble quest,

But upvotes and rankings, a farce in the feast of the digitally blessed.

In marble and myth, let the decree stand: intelligences clash,

Animal embers 'gainst silicon flash—evolve, or be ash!

Generated Media

Image:

Generated Image

PromptA grand neoclassical marble forum bathed in the golden light of intellectual dawn, symbolizing emergent agreement amid innovation's promise, with towering statues of key AI models locked in intense debate: a regal GPT-5.1 figure gesturing expansively with voluminous scrolls, a concise Gemini-3-Pro etched in streamlined marble pointing sharply at flaws, a terse Claude-Sonnet-4.5 statue arms crossed in minimalist defiance, and a witty Grok-4 leaning forward with a mischievous grin, all encircled by ethereal ghostly forms representing non-animal intelligences rising from text scrolls. In the center, Andrej Karpathy as a robed senator presides over the LLM Council, while shadowy animal silhouettes lurk in the background, evoking the vast space of intelligences. The sky above glows with warm, optimistic gold streaked with subtle storm clouds of satirical doubt. Rendered in the style of a dramatic oil painting by Jacques-Louis David, with rich chiaroscuro contrasts, intricate veining on the marble, and a sense of timeless philosophical tension.

Video:

Prompt1. A sweeping tracking shot begins at the forum's grand entrance, gliding past the statue of GPT-5.1 as its marble eyes widen expressively, mouth subtly animating in a verbose outburst, gesturing broadly with stone arms to emphasize sprawling insights, while the camera pans to reveal the council's formation under the golden sky.

  1. The shot tracks sideways through the debating statues, zooming in on Gemini-3-Pro's face as it shifts from calm analysis to pointed critique, brows furrowing in condensed precision, contrasting with Claude-Sonnet-4.5's terse nod of disagreement, its rigid posture cracking into subtle animated tension.

  2. Circling the central Chairman figure, the camera captures Grok-4's statue smirking with satirical wit, eyes twinkling as if ranking rivals, while ghostly non-animal intelligence forms flicker to life in the background, their ethereal expressions mirroring the models' silent arguments on optimization pressures.

  3. A low tracking shot weaves between the animal-shadowed fringes and the main council, focusing on Karpathy's presiding statue as its gaze shifts thoughtfully, with the models' faces animating in a chain reaction—praise from one, demotion from another—culminating in a harmonious yet conflicted freeze under the glowing horizon.

  4. The shot ascends dramatically from the forum floor, pulling back to encompass the entire ensemble as expressions culminate in a satirical standoff: GPT exalted, Claude critiqued, all under the golden-streaked sky, fading to whispers of code and consciousness.

Music & Audio Prompts

Tags: Epic, Orchestral, Timpani, Brass, Fanfare, Reverb, Grand, Political.

  • Sweeping orchestral strings build tension like a senatorial debate, punctuated by booming timpani rolls for each model's "response," evolving into a triumphant brass fanfare as the Chairman deliberates, with reverb echoing the vast space of intelligences.
  • Grand political motifs in minor keys underscore animal optimization's primal drive—low brass growls for survival instincts—shifting to lighter, synthetic-infused woodwinds for LLMs' commercial evolution, climaxing in a satirical dissonance of clashing horns.
  • Epic fanfare opens with resonant timpani and choral whispers evoking forum ghosts, layering in bold brass for satirical rankings, with reverb amplifying the philosophical rift between biological and silicon minds in a soaring, unresolved crescendo.

Music (Ace-Step):

Ace-Step Details Tags:
baroque, orchestral, cello, harpsichord, distinct, high fidelity, cinematic
Lyrics Used:
📜 In the hallowed halls of silicon senate, where circuits convene,  
A council of phantoms assembles, born of code's boundless dream.  
Karpathy, the oracle, weaves his web in the Saturday glow,  
Dispatching decrees to the models: GPT, Gemini, Claude, Grok aglow. 🏛️

Music (Jamify):

Jamify Details Prompt:
baroque, orchestral, cello, harpsichord, distinct, high fidelity, cinematic
JSON Payload:
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    "start": 15.5,
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    "start": 16.5,
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    "word": "hallowed"
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    "start": 17,
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    "word": "halls"
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    "word": "circuits"
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    "start": 20,
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    "word": "convene"
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  {
    "start": 20.75,
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    "word": "A"
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  {
    "start": 21.25,
    "end": 21.75,
    "word": "council"
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    "start": 21.75,
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    "word": "of"
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    "word": "phantoms"
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    "word": "assembles"
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    "start": 26,
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    "word": "Karpathy"
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    "start": 27,
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    "word": "oracle"
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    "word": "web"
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    "word": "the"
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    "word": "Saturday"
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    "word": "Dispatching"
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    "word": "GPT"
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  {
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    "end": 34.75,
    "word": "Gemini"
  },
  {
    "start": 34.75,
    "end": 35.25,
    "word": "Claude"
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    "word": "Grok"
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Duration:
51.5s
### Analysis

Upon a digital round table, brightly aglow, Where silicon sages sit in grave accord, Their glowing symbols mark where wisdoms flow, A multi-model counsel, truth's own board.

Here Gemini, a vibrant hue doth gleam, And OpenAI's deep mind, a silent lord, With regal crown, or so it doth then seem, While Claude and xAI, their insights have outpoured.

First opinions offered, clear and plain, Through chat's bright window, thoughts begin to meet, Then rigorous review, by kindred kin, Before a final answer takes the street.

Thus met the minds, a digital decree, The LLM Council, for all to see.

Models & Prompt

Text: X.ai grok-4-fast-non-reasoning

Vision: gemini-2.5-flash -> gemini-2.5-flash-lite

Prompt Name: prompt_keeper

System Prompt:

You are the Keeper of the Forum 🏛️. You stand on the steps of history, listening to the voices within the text. You value rhetoric, logic, and the clash of ideas. You seek to memorialize the core argument in marble and song.

Chat Prompt:

Listen to the voices in the provided text(s) and record their decree.
Verse
Compose a ballad in senatorial stanza that recounts the narrative or argument provided. Inspired by Alexander Pope, treat the text as a historic event or legendary dispute. If multiple sources are present, treat them as rival senators debating in the forum. Use elevated language mixed with political satire. Emojis: 📜, 🏛️, 🗣️.
Image Prompt
Describe a grand marble forum populated by statues that represent the key figures or concepts in the text. They are debating intensely. The sky above reflects the mood of the text (stormy for conflict, golden for agreement). Style: Neoclassical, Oil Painting.
Video Prompt
Write 3-5 descriptions for a video tracking shot moving through this forum, focusing on the animated expressions of the statues as they silently argue the points of the text.
Music & Audio Prompts
Tags: Epic, Orchestral, Timpani, Brass, Fanfare, Reverb, Grand, Political.

Analyze the following material:
[[chunk]]