Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/beyond-individual-intelligence-surveying-collaboration-failure-attribution-and-self-evolution-in-llm-based-multi-agent-s

stale

Proof freshness: fresh
Proof status: unverified
Display score: 5/10
Last proof check: 2026-05-15
Score updated: 2026-05-15
Score fresh until: 2026-06-14
References: 0
Source count: 0
Coverage: 0%

This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.

Agent Handoff

Canonical ID beyond-individual-intelligence-surveying-collaboration-failure-attribution-and-self-evolution-in-llm-based-multi-agent-s | Route /signal-canvas/beyond-individual-intelligence-surveying-collaboration-failure-attribution-and-self-evolution-in-llm-based-multi-agent-s

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/beyond-individual-intelligence-surveying-collaboration-failure-attribution-and-self-evolution-in-llm-based-multi-agent-s

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "beyond-individual-intelligence-surveying-collaboration-failure-attribution-and-self-evolution-in-llm-based-multi-agent-s",
    "query_text": "Summarize Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems",
  "normalized_query": "2605.14892",
  "route": "/signal-canvas/beyond-individual-intelligence-surveying-collaboration-failure-attribution-and-self-evolution-in-llm-based-multi-agent-s",
  "paper_ref": "beyond-individual-intelligence-surveying-collaboration-failure-attribution-and-self-evolution-in-llm-based-multi-agent-s",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 0

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems

PDF: https://arxiv.org/pdf/2605.14892v1

Source count: Pending verification

Coverage: 0%

Last proof check: 2026-05-15T20:13:59.750Z

Signal Canvas receipt window

Watch and verify: Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems

/buildability/beyond-individual-intelligence-surveying-collaboration-failure-attribution-and-self-evolution-in-llm-based-multi-agent-s

Watchwatch

Subject: Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems

Verdict

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems

Use Signal Canvas as the narrative proof surface

Use this Signal Canvas via API or MCP

Signal Canvas proof surface