Buildability / Receipt
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
/buildability/darkforest-less-talk-higher-accuracy-for-multi-agent-llms
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.
Time to first demo
Insufficient data
No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.
Data
{"file name": "input.pdf", "number of pages": 20, "author": "Yi Li; Songtao Wei; Dongming Jiang; Zhichun Guo; Qiannan Li; Bingzhe Li", "title": "DarkForest: Less Talk
Truth Boundary
Buildability surfaces only report computed viability and proof receipts. They do not claim live production usage, pilot outcomes, founder sign-off, public Brier calibration, judge divergence, or external adoption unless explicitly sourced.
Compute
{"file name": "input.pdf", "number of pages": 20, "author": "Yi Li; Songtao Wei; Dongming Jiang; Zhichun Guo; Qiannan Li; Bingzhe Li", "title": "DarkForest: Less Talk, Higher Accuracy for Multi-Agent LLMs", "creation date": null, "modification date": null, "kids": []}
Inference
{"file name": "input.pdf", "number of pages": 20, "author": "Yi Li; Songtao Wei; Dongming Jiang; Zhichun Guo; Qiannan Li; Bingzhe Li", "title": "DarkForest: Less Talk, Higher Accuracy for Multi-Agent LLMs", "creation date": null, "modification date": null, "kids": []}
Hardware
{"file name": "input.pdf", "number of pages": 20, "author": "Yi Li; Songtao Wei; Dongming Jiang; Zhichun Guo; Qiannan Li; Bingzhe Li", "title": "DarkForest: Less Talk, Higher Accuracy for Multi-Agent LLMs", "creation date": null, "modification date": null, "kids": []}
Receipt path
/buildability/darkforest-less-talk-higher-accuracy-for-multi-agent-llms
Paper ref
darkforest-less-talk-higher-accuracy-for-multi-agent-llms
arXiv id
2605.25188
Generated at
2026-05-27T01:09:10.176Z
Evidence freshness
stale
Last verification
2026-05-27T01:09:10.176Z
Sources
3
References
0
Coverage
50%
Lineage hash
20f12657ef0297fc9f3d6a915240b882e2f80a8332f32924eb5f273b63be14fc
Canonical opportunity-kernel lineage hash.
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.
Some score or evidence fields are outside the preferred freshness window.
repo_url
references