Evidence Receipt. Related Resources.
Prompt Optimization Enables Stable Algorithmic Collusion in LLM Agents
Use This Via API or MCP
Use this Signal Canvas via API or MCP
Route this paper proof surface into REST, MCP, or developer workflows while preserving the same evidence receipt and related-resource context.
Page Freshness
Signal Canvas proof surface
Canonical route: /signal-canvas/prompt-optimization-enables-stable-algorithmic-collusion-in-llm-agents
- Proof freshness
- stale
- 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%
This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.
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
}Preparing verified analysis
Dimensions overall score 4.0
GitHub Code Pulse
No public code linked for this paper yet.
Claim map
- Evidencepartial
{"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": []}
ImplicationmissingImplication not extracted yet.
Verificationpartialpartial
