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/many-shot-cot-icl-making-in-context-learning-truly-learn
Subject: Many-Shot CoT-ICL: Making In-Context Learning Truly Learn
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.
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/many-shot-cot-icl-making-in-context-learning-truly-learn
Paper ref
many-shot-cot-icl-making-in-context-learning-truly-learn
arXiv id
2605.13511
Generated at
2026-05-14T20:10:28.671Z
Evidence freshness
fresh
Last verification
2026-05-14T20:10:28.671Z
Sources
0
References
0
Coverage
0%
Lineage hash
b47e7206c11f9acc94afa5e7f183f078fd5117dd359cfca67383c0751b6bddbd
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