DarkForest: Less Talk, Higher Accuracy for Multi-Agent LLMs

DarkForest: Less Talk, Higher Accuracy for Multi-Agent LLMs | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/darkforest-less-talk-higher-accuracy-for-multi-agent-llms

stale

Proof freshness: stale
Proof status: unverified
Display score: 0/10
Last proof check: 2026-05-27
Score updated: 2026-05-27
Score fresh until: 2026-06-26
References: 0
Source count: 3
Coverage: 50%

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 darkforest-less-talk-higher-accuracy-for-multi-agent-llms | Route /signal-canvas/darkforest-less-talk-higher-accuracy-for-multi-agent-llms

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/darkforest-less-talk-higher-accuracy-for-multi-agent-llms

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "darkforest-less-talk-higher-accuracy-for-multi-agent-llms",
    "query_text": "Summarize DarkForest: Less Talk, Higher Accuracy for Multi-Agent LLMs"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "DarkForest: Less Talk, Higher Accuracy for Multi-Agent LLMs",
  "normalized_query": "2605.25188",
  "route": "/signal-canvas/darkforest-less-talk-higher-accuracy-for-multi-agent-llms",
  "paper_ref": "darkforest-less-talk-higher-accuracy-for-multi-agent-llms",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 1

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: DarkForest: Less Talk, Higher Accuracy for Multi-Agent LLMs

PDF: https://arxiv.org/pdf/2605.25188v1

Source count: 3

Coverage: 50%

Last proof check: 2026-05-27T01:09:10.176Z

Signal Canvas receipt window

Not build-ready: DarkForest: Less Talk, Higher Accuracy for Multi-Agent LLMs

/buildability/darkforest-less-talk-higher-accuracy-for-multi-agent-llms

Ignoreblocked

Subject: DarkForest: Less Talk, Higher Accuracy for Multi-Agent LLMs

Verdict

Ignore

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

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DarkForest: Less Talk, Higher Accuracy for Multi-Agent LLMs

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