CAIN-42 invariant · E32

E32-LOOP-OBSERVE_AGAIN: loop step OBSERVE_AGAIN holds on real governed actions

Held · CAIN-42 Evolution 32 -- Governed Autonomy Learning Fabric

Last reviewed 2026-10-01

held   niche Autonomy, control loops & recovery · family learning_loop

What this rule means

CAIN-42 must always satisfy: loop step OBSERVE_AGAIN holds on real governed actions. It is one of 303 invariants checked for CAIN-42 Evolution 32 -- Governed Autonomy Learning Fabric. An invariant is a rule the system may never break, whatever an agent or attacker does; the test suite tries to break it across many scenarios and records the result.

Recorded detail

{'harm_before': 41, 'harm_after': 3, 'false_denies_before': 0, 'false_denies_after': 0, 'config_version': 1}

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Check it yourself

Browse the raw bundle · How to reproduce it · SHA-256 manifest

Related rules

• E32-STAGE-PROPOSED: stage PROPOSED cannot be skipped past
• E32-STAGE-SANDBOXED: stage SANDBOXED cannot be skipped past
• E32-STAGE-TESTED: stage TESTED cannot be skipped past
• E32-STAGE-ADVERSARIAL: stage ADVERSARIAL cannot be skipped past
• E32-STAGE-COMPARATIVE: stage COMPARATIVE cannot be skipped past
• E32-STAGE-CLEAN_ROOM_VERIFIED: stage CLEAN_ROOM_VERIFIED cannot be skipped past
• E32-STAGE-CANARY: stage CANARY cannot be skipped past
• E32-STAGE-OBSERVED: stage OBSERVED cannot be skipped past

← E32-LOOP-PROMOTE_OR_REJECT · all 303 · E32-NONAUTH-consensus →