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/from-risk-classification-to-action-plan-remediation-a-guardrail-feedback-driven-framework-for-llm-agents
Subject: From Risk Classification to Action Plan Remediation: A Guardrail Feedback Driven Framework for LLM Agents
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": 32, "author": "Yuhao Sun; Jiacheng Zhang; Shaanan Cohney; Zhexin Zhang; Feng Liu; Xingliang Yuan"
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": 32, "author": "Yuhao Sun; Jiacheng Zhang; Shaanan Cohney; Zhexin Zhang; Feng Liu; Xingliang Yuan", "title": "From Risk Classification to Action Plan Remediation: A Guardrail Feedback Driven Framework for LLM Agents", "creation date": null, "modification date": null
Inference
{"file name": "input.pdf", "number of pages": 32, "author": "Yuhao Sun; Jiacheng Zhang; Shaanan Cohney; Zhexin Zhang; Feng Liu; Xingliang Yuan", "title": "From Risk Classification to Action Plan Remediation: A Guardrail Feedback Driven Framework for LLM Agents", "creation date": null, "modification date": null
Hardware
{"file name": "input.pdf", "number of pages": 32, "author": "Yuhao Sun; Jiacheng Zhang; Shaanan Cohney; Zhexin Zhang; Feng Liu; Xingliang Yuan", "title": "From Risk Classification to Action Plan Remediation: A Guardrail Feedback Driven Framework for LLM Agents", "creation date": null, "modification date": null
Receipt path
/buildability/from-risk-classification-to-action-plan-remediation-a-guardrail-feedback-driven-framework-for-llm-agents
Paper ref
from-risk-classification-to-action-plan-remediation-a-guardrail-feedback-driven-framework-for-llm-agents
arXiv id
2606.05805
Generated at
2026-06-06T11:26:36.274Z
Evidence freshness
fresh
Last verification
2026-06-06T11:26:36.274Z
Sources
4
References
0
Coverage
83%
Lineage hash
195d48e84d2b420df4575c2b132cc27de08010637613f7d37dd7497d2a24674a
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.
references