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/llms-should-express-uncertainty-explicitly
Subject: LLMs Should Express Uncertainty Explicitly
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.
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/llms-should-express-uncertainty-explicitly
Paper ref
llms-should-express-uncertainty-explicitly
arXiv id
2604.05306
Generated at
2026-04-08T03:22:19.825Z
Evidence freshness
unknown
Last verification
2026-04-08T03:22:19.825Z
Sources
0
References
0
Coverage
0%
Lineage hash
235b0a388571fcb45078816b81cee24b64f58c1fc020d949707a3d2a911bdab2
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.
paper_evidence_receipts.references_count
paper_evidence_receipts.coverage