Skip to main content

Buildability / Receipt

Removing Sandbagging in LLMs by Training with Weak Supervision

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

Watch and verify: Removing Sandbagging in LLMs by Training with Weak Supervision

/buildability/removing-sandbagging-in-llms-by-training-with-weak-supervision

Watchwatch

Subject: Removing Sandbagging in LLMs by Training with Weak Supervision

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.

Compute envelope

Structured compute envelope

Insufficient data

No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.

Evidence ids

Receipt path

/buildability/removing-sandbagging-in-llms-by-training-with-weak-supervision

Paper ref

removing-sandbagging-in-llms-by-training-with-weak-supervision

arXiv id

2604.22082

Freshness

Generated at

2026-04-27T20:16:11.802Z

Evidence freshness

fresh

Last verification

2026-04-27T20:16:11.802Z

Sources

3

References

0

Coverage

50%

Hash state

Lineage hash

3d1019c1ec4ffea5debc62f7a9d1ce14cf69b723d62cb290c11b6f6df163129c

Canonical opportunity-kernel lineage hash.

Signature state

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.

Blockers

  • Missing: repo_url
  • Missing: references
  • Missing: proof_status
  • Unknown: proof verification has not been recorded yet

Canonical opportunity-kernel evidence is available for this receipt window.

repo_url

references

Missing proof, requirement, signature, approval, adoption, or telemetry fields are blockers and must not be inferred.

Truth Boundary

External gate remains unresolved for live deployment claims.

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.