A circuit breaker for cheap-model delegation: an eval-backed allowlist that lets agents use non-frontier models only where your own evals prove they're safe for that exact task, and refuses every other downgrade by default.

Paired-framing pilot on observable self-doubt in math reasoning models

A small Inspect AI evaluation for healthcare safety boundary testing in LLM responses.