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/confidence-aware-alignment-makes-reasoning-llms-more-reliable
Subject: Confidence-Aware Alignment Makes Reasoning LLMs More Reliable
Verdict
Build Now
Verdict is Build Now because viability and implementation proof cleared the Wave 1 scaffold thresholds.
Time to first demo
Insufficient data
No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.
Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
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.
Receipt path
/buildability/confidence-aware-alignment-makes-reasoning-llms-more-reliable
Paper ref
confidence-aware-alignment-makes-reasoning-llms-more-reliable
arXiv id
2605.07353
Generated at
2026-05-11T20:36:05.053Z
Evidence freshness
stale
Last verification
2026-05-11T20:36:05.053Z
Sources
4
References
0
Coverage
83%
Lineage hash
32e9daeafc66b5fa9d3271dab5ba0220b31d5eb4458ee7e0e6aea9b9d3321fdb
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.
references