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/uncertainty-aware-clarification-in-llm-agents-with-information-gain
Subject: Uncertainty-Aware Clarification in LLM Agents with Information Gain
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.
Data
{"file name": "input.pdf", "number of pages": 20, "author": "Mengyi Deng; Zhiwei Li; Xin Li; Tingyu Zhu; Ying Zhao; Zhijiang Guo; Wei Wang"
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": "Mengyi Deng; Zhiwei Li; Xin Li; Tingyu Zhu; Ying Zhao; Zhijiang Guo; Wei Wang", "title": "Uncertainty-Aware Clarification in LLM Agents with Information Gain", "creation date": null, "modification date": null, "kids": []}
Inference
{"file name": "input.pdf", "number of pages": 20, "author": "Mengyi Deng; Zhiwei Li; Xin Li; Tingyu Zhu; Ying Zhao; Zhijiang Guo; Wei Wang", "title": "Uncertainty-Aware Clarification in LLM Agents with Information Gain", "creation date": null, "modification date": null, "kids": []}
Hardware
{"file name": "input.pdf", "number of pages": 20, "author": "Mengyi Deng; Zhiwei Li; Xin Li; Tingyu Zhu; Ying Zhao; Zhijiang Guo; Wei Wang", "title": "Uncertainty-Aware Clarification in LLM Agents with Information Gain", "creation date": null, "modification date": null, "kids": []}
Receipt path
/buildability/uncertainty-aware-clarification-in-llm-agents-with-information-gain
Paper ref
uncertainty-aware-clarification-in-llm-agents-with-information-gain
arXiv id
2606.03135
Generated at
2026-06-03T20:43:48.701Z
Evidence freshness
fresh
Last verification
2026-06-03T20:43:48.701Z
Sources
3
References
0
Coverage
50%
Lineage hash
4ffd6df1789dbd500e1d63f513d957a55b42b10ab58b9a01a2873cfd4eb84c20
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.
Canonical opportunity-kernel evidence is available for this receipt window.
repo_url
references