Prompt Optimization Enables Stable Algorithmic Collusion in LLM Agents
Compared to this week’s papers
Verification pending
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Page Freshness
Signal Canvas proof surface
Canonical route: /signal-canvas/prompt-optimization-enables-stable-algorithmic-collusion-in-llm-agents
- Proof freshness
- fresh
- Proof status
- unverified
- Display score
- 4/10
- Last proof check
- 2026-04-21
- Score updated
- 2026-04-21
- Score fresh until
- 2026-05-21
- References
- 0
- Source count
- 4
- Coverage
- 67%
Page-specific freshness sourced from this paper's evidence receipt and score bundle.
Agent Handoff
Prompt Optimization Enables Stable Algorithmic Collusion in LLM Agents
Canonical ID prompt-optimization-enables-stable-algorithmic-collusion-in-llm-agents | Route /signal-canvas/prompt-optimization-enables-stable-algorithmic-collusion-in-llm-agents
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/prompt-optimization-enables-stable-algorithmic-collusion-in-llm-agentsMCP example
{
"tool": "search_signal_canvas",
"arguments": {
"mode": "paper",
"paper_ref": "prompt-optimization-enables-stable-algorithmic-collusion-in-llm-agents",
"query_text": "Summarize Prompt Optimization Enables Stable Algorithmic Collusion in LLM Agents"
}
}source_context
{
"surface": "signal_canvas",
"mode": "paper",
"query": "Prompt Optimization Enables Stable Algorithmic Collusion in LLM Agents",
"normalized_query": "2604.17774",
"route": "/signal-canvas/prompt-optimization-enables-stable-algorithmic-collusion-in-llm-agents",
"paper_ref": "prompt-optimization-enables-stable-algorithmic-collusion-in-llm-agents",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Evidence Receipt
Route status: buildingClaims: 1
References: Pending verification
Proof: Verification pending
Freshness state: computing
Source paper: Prompt Optimization Enables Stable Algorithmic Collusion in LLM Agents
PDF: https://arxiv.org/pdf/2604.17774v1
Source count: 4
Coverage: 67%
Last proof check: 2026-04-21T20:33:50.165Z
Signal Canvas receipt window
Not build-ready: Prompt Optimization Enables Stable Algorithmic Collusion in LLM Agents
/buildability/prompt-optimization-enables-stable-algorithmic-collusion-in-llm-agents
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
Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
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
Pending verification refs / 4 sources / Verification pending
repo_url
references
Paper Conversation
Citation-first answers with explicit evidence receipts, disagreement handling, commercialization framing, and next actions.
Prompt Optimization Enables Stable Algorithmic Collusion in LLM Agents
Canonical Paper Receipt
Last verification: 2026-04-21T20:33:50.165ZFreshness: fresh
Proof: unverified
Repo: missing
References: 0
Sources: 4
Coverage: 67%
- - repo_url
- - references
No unresolved unknowns recorded.
Preparing verified analysis
Dimensions overall score 4.0
GitHub Code Pulse
No public code linked for this paper yet.
Key claims
Startup potential card
Related Resources
Related resources will appear here when this paper maps cleanly to topic, benchmark, or dataset surfaces.
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