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When Does LLM Self-Correction Help? A Control-Theoretic Markov Diagnostic and Verify-First Intervention

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: When Does LLM Self-Correction Help? A Control-Theoretic Markov Diagnostic and Verify-First Intervention

/buildability/when-does-llm-self-correction-help-a-control-theoretic-markov-diagnostic-and-verify-first-intervention

Watchwatch

Subject: When Does LLM Self-Correction Help? A Control-Theoretic Markov Diagnostic and Verify-First Intervention

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/when-does-llm-self-correction-help-a-control-theoretic-markov-diagnostic-and-verify-first-intervention

Paper ref

when-does-llm-self-correction-help-a-control-theoretic-markov-diagnostic-and-verify-first-intervention

arXiv id

2604.22273

Freshness

Generated at

2026-04-27T20:16:47.078Z

Evidence freshness

fresh

Last verification

2026-04-27T20:16:47.078Z

Sources

3

References

0

Coverage

50%

Hash state

Lineage hash

0ec73e52c5f31d606696b2cbd18e785dafed35ffbb35cbb79e61e6a71b64e19c

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.