Buildability / Receipt
Learning to Communicate: Toward End-to-End Optimization of Multi-Agent Language Systems
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
Watch and verify: Learning to Communicate: Toward End-to-End Optimization of Multi-Agent Language Systems
/buildability/learning-to-communicate-toward-end-to-end-optimization-of-multi-agent-language-systems
Subject: Learning to Communicate: Toward End-to-End Optimization of Multi-Agent Language Systems
Verdict
Watch
Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.
Time to first demo
Insufficient data
No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.
Compute envelope
Data
{"file name": "input.pdf", "number of pages": 20, "author": "Ye Yu; Heming Liu; Haibo Jin; Xiaopeng Yuan; Peng Kuang; Haohan Wang"
Compute
{"file name": "input.pdf", "number of pages": 20, "author": "Ye Yu; Heming Liu; Haibo Jin; Xiaopeng Yuan; Peng Kuang; Haohan Wang", "title": "Learning to Communicate: Toward End-to-End Optimization of Multi-Agent Language Systems", "creation date": null, "modification date": null, "kids": []}
Inference
{"file name": "input.pdf", "number of pages": 20, "author": "Ye Yu; Heming Liu; Haibo Jin; Xiaopeng Yuan; Peng Kuang; Haohan Wang", "title": "Learning to Communicate: Toward End-to-End Optimization of Multi-Agent Language Systems", "creation date": null, "modification date": null, "kids": []}
Hardware
{"file name": "input.pdf", "number of pages": 20, "author": "Ye Yu; Heming Liu; Haibo Jin; Xiaopeng Yuan; Peng Kuang; Haohan Wang", "title": "Learning to Communicate: Toward End-to-End Optimization of Multi-Agent Language Systems", "creation date": null, "modification date": null, "kids": []}
Evidence ids
Receipt path
/buildability/learning-to-communicate-toward-end-to-end-optimization-of-multi-agent-language-systems
Paper ref
learning-to-communicate-toward-end-to-end-optimization-of-multi-agent-language-systems
arXiv id
2604.21794
Freshness
Generated at
2026-04-24T20:25:28.148Z
Evidence freshness
stale
Last verification
2026-04-24T20:25:28.148Z
Sources
3
References
0
Coverage
50%
Hash state
Lineage hash
75d15ebec63616ab6a71562ec14c08a6c41f7278e7987955c4e70bb4506cfcd4
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
- Missing: proof_status
- Unknown: proof verification has not been recorded yet
Some score or evidence fields are outside the preferred freshness window.
repo_url
references
Truth Boundary
External gate remains unresolved for live deployment claims.
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.