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Buildability / Receipt

Prompt Optimization Enables Stable Algorithmic Collusion in LLM Agents

This public receipt window renders only fields present in the canonical receipt object, deterministic fixture receipt, or canonical evidence receipt. Missing compute, demo, hash, signature, approval, telemetry, and adoption fields stay explicit.

Public buildability page receipt window

Not build-ready: Prompt Optimization Enables Stable Algorithmic Collusion in LLM Agents

/buildability/prompt-optimization-enables-stable-algorithmic-collusion-in-llm-agents

Ignoreblocked

Subject: Prompt Optimization Enables Stable Algorithmic Collusion in LLM Agents

Verdict

Ignore

Verdict is Ignore because current viability and proof state do not clear the buildability gate.

Time to first demo

Insufficient data

No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.

Compute envelope

Data

{"file name": "input.pdf", "number of pages": 14, "author": "Yingtao Tian", "title": "Prompt Optimization Enables Stable Algorithmic Collusion in LLM Agents"

Compute

{"file name": "input.pdf", "number of pages": 14, "author": "Yingtao Tian", "title": "Prompt Optimization Enables Stable Algorithmic Collusion in LLM Agents", "creation date": null, "modification date": null, "kids": []}

Inference

{"file name": "input.pdf", "number of pages": 14, "author": "Yingtao Tian", "title": "Prompt Optimization Enables Stable Algorithmic Collusion in LLM Agents", "creation date": null, "modification date": null, "kids": []}

Hardware

{"file name": "input.pdf", "number of pages": 14, "author": "Yingtao Tian", "title": "Prompt Optimization Enables Stable Algorithmic Collusion in LLM Agents", "creation date": null, "modification date": null, "kids": []}

Evidence ids

Receipt path

/buildability/prompt-optimization-enables-stable-algorithmic-collusion-in-llm-agents

Paper ref

prompt-optimization-enables-stable-algorithmic-collusion-in-llm-agents

arXiv id

2604.17774

Freshness

Generated at

2026-04-21T20:33:50.165Z

Evidence freshness

fresh

Last verification

2026-04-21T20:33:50.165Z

Sources

4

References

0

Coverage

67%

Hash state

Lineage hash

c12adc8d12c751a718f5529eecf07b76828685f611fd67070c2bac066dd456ca

Canonical opportunity-kernel lineage hash.

Signature state

External signature

unsigned_external

No founder, registry, pilot, or production-adoption signature is attached to this receipt.

Verification

not_verified

Verification is blocked until an external signature is provided.

Blockers

  • Missing: repo_url
  • Missing: references

Canonical opportunity-kernel evidence is available for this receipt window.

repo_url

references

Missing proof, requirement, signature, approval, adoption, or telemetry fields are blockers and must not be inferred.

Truth Boundary

External gate remains unresolved for live deployment claims.

Buildability surfaces only report computed viability and proof receipts. They do not claim live production usage, pilot outcomes, founder sign-off, or external adoption unless explicitly sourced.