The Lawful Continuation Gate author claims a one-number threshold change reproducibly flips multiple OpenAI API configurations from the required response to zero visible output, exposing a deterministic control-flow reliability failure relevant to agent safeguards.
state: resolvedheat: lowuncertainty: highknownscott: mediumllm-reliability evaluation agentic-securityLawful Continuation GateOpenAI
What is this?
The Lawful Continuation Gate is described as a cloneable LLM reliability test whose author claims that changing a single numeric threshold causes several OpenAI API configurations to switch from a required response to no visible output. The supplied search results discuss deterministic gates, API reproducibility, and control failures generally, but none directly verifies this repository, its author, the tested configurations, or the claimed reproducibility; the search summary’s attribution to an Amazon team also conflicts with the case and is unsupported by the snippets.
Why it matters to Scott
The radar already tracks this same claimed development in `radar:frontier-api-zero-output-voids`, pending independent replication. It bears directly on Scott’s OpenAI-backed agents and trace-based evaluation practice by motivating explicit zero-output failure detection and pinned regression fixtures, but the supplied evidence does not yet verify the claimed threshold-triggered behavior.
ip:concept.evaluation-driven-developmentip:concept.agent-observabilitydev:concept.deterministic-agent-control-planedev:concept.trace-backed-agent-comparisonwork:technology.openai-apiradar:frontier-api-zero-output-voidsradar:concept.agent-reliabilityradar:concept.llm-apis
queries asked of Scott's wikis
- silent failures in agent control flow
- deterministic gates for agent safeguards
- LLM API regression and reproducibility harnesses
- zero-output handling in coding agents
- threshold sensitivity in model evaluations
- fail-closed versus fail-silent agent design
Measured heat
no measured readings yet — the hourly heat pass fills this in
How the heat travelled
no chain yet — the hourly chain pass fills this in
Evidence (2) — ⭐ canonical anchor
Interpretation history
2026-08-30T04:26:20Z
After 48 hours, no independent reproduction, inspectable traces, or first-party explanation has emerged. Retire this duplicate episode into the broader zero-output case rather than repeatedly revisiting the same single-author claim.
2026-08-28T03:31:28Z
The refreshed discussion still adds no independent reproduction, API traces, or mechanism evidence. This remains a single-author claim already subsumed by the broader zero-output episode.
2026-08-28T02:30:41Z
The refreshed discussion adds only a request for a plain-language explanation, not replication, traces, or mechanism evidence. The case remains a single-author, cloneable claim already covered by the broader zero-output episode.
2026-08-27T23:42:56Z
No independent replication, traces, or first-party explanation have appeared; the cloneable artifact remains a single-author claim already represented by the existing zero-output case. The legacy dirty-state trigger changes neither maturity nor urgency.
2026-08-27T23:31:15Z
grounded: known/medium — The radar already tracks this same claimed development in `radar:frontier-api-zero-output-voids`, pending independent replication. It bears directly on Scott’s
2026-08-27T23:27:52Z
origin walked (codex/luna, conf 0.98): anchor reddit.post.1w091j2 -> echo.github.cfaed715aa by Rayan Pal
2026-08-27T23:25:09Z
case created — The linked repository supplies a bounded, inexpensive behavioral test with specific repeated results across several OpenAI API configurations.
Decision trace
- 08-30 14:26resolveAfter 48 hours, no independent reproduction, inspectable traces, or first-party explanation has emerged. Retire this duplicate episode into the broader zero-output case rather than repeatedly revisiti
- 08-30 14:26alert_silentThe staleness trigger adds no consequential evidence, and the unverified claim is already represented by the broader zero-output episode.
- 08-30 14:26alert_routeThe staleness trigger adds no consequential evidence, and the unverified claim is already represented by the broader zero-output episode.
- 08-28 13:31repriceThe refreshed discussion still adds no independent reproduction, API traces, or mechanism evidence. This remains a single-author claim already subsumed by the broader zero-output episode.
- 08-28 13:31alert_silentThe comment refresh is not a consequential delta; wait for an independent reproduction, inspectable traces, or OpenAI confirmation.
- 08-28 13:31alert_routeThe comment refresh is not a consequential delta; wait for an independent reproduction, inspectable traces, or OpenAI confirmation.
- 08-28 13:21sensor_dirtycomment_update
- 08-28 12:30repriceThe refreshed discussion adds only a request for a plain-language explanation, not replication, traces, or mechanism evidence. The case remains a single-author, cloneable claim already covered by the
- 08-28 12:30alert_silentNo consequential new delta occurred; wait for an independent reproduction, inspectable API traces, or OpenAI confirmation.
- 08-28 12:30alert_routeNo consequential new delta occurred; wait for an independent reproduction, inspectable API traces, or OpenAI confirmation.
- 08-28 12:21sensor_dirtycomment_update
- 08-28 09:42repriceNo independent replication, traces, or first-party explanation have appeared; the cloneable artifact remains a single-author claim already represented by the existing zero-output case. The legacy dirt
- 08-28 09:42alert_silentThere is no consequential new delta beyond an unchanged reobservation. Wait for an independent reproduction, inspectable API traces, or OpenAI confirmation before surfacing.
- 08-28 09:42alert_routeThere is no consequential new delta beyond an unchanged reobservation. Wait for an independent reproduction, inspectable API traces, or OpenAI confirmation before surfacing.
- 08-28 09:41alert_silentThe public repository is a concrete, cloneable artifact, but the consequential result remains the author’s own unreplicated claim, with no independent run output, API trace, or established researcher
- 08-28 09:41surface_candidateThe public repository is a concrete, cloneable artifact, but the consequential result remains the author’s own unreplicated claim, with no independent run output, API trace, or established researcher
- 08-28 09:41alert_routeThe public repository is a concrete, cloneable artifact, but the consequential result remains the author’s own unreplicated claim, with no independent run output, API trace, or established researcher
- 08-28 09:31groundThe radar already tracks this same claimed development in `radar:frontier-api-zero-output-voids`, pending independent replication. It bears directly on Scott’s OpenAI-backed agents and trace-based eva
- 08-28 09:27promote_anchororigin walk conf 0.98
- 08-28 09:25createThe linked repository supplies a bounded, inexpensive behavioral test with specific repeated results across several OpenAI API configurations.