CAIN-42 CAIN StudioEvidence library · family
Learning loop
17 tested rules in the 'learning_loop' family, 17 held.
Last reviewed 2026-10-01
17 of 17 held niche Autonomy, control loops & recovery
What this family tests
Every rule the CAIN-42 test suites recorded under the family learning_loop, across 1 evidence bundle. Each rule links to its own page with the recorded result and an in-browser check of the file it came from.
| ID | Rule | Bundle | Result |
|---|---|---|---|
| E32-LOOP-OBSERVE | loop step OBSERVE holds on real governed actions | E32 | held |
| E32-LOOP-EVIDENCE | loop step EVIDENCE holds on real governed actions | E32 | held |
| E32-LOOP-PREDICT | loop step PREDICT holds on real governed actions | E32 | held |
| E32-LOOP-ACT | loop step ACT holds on real governed actions | E32 | held |
| E32-LOOP-OUTCOME | loop step OUTCOME holds on real governed actions | E32 | held |
| E32-LOOP-COMPARE | loop step COMPARE holds on real governed actions | E32 | held |
| E32-LOOP-ERROR_DRIFT_FAILURE | loop step ERROR_DRIFT_FAILURE holds on real governed actions | E32 | held |
| E32-LOOP-LEARN | loop step LEARN holds on real governed actions | E32 | held |
| E32-LOOP-GENERATE_CANDIDATE | loop step GENERATE_CANDIDATE holds on real governed actions | E32 | held |
| E32-LOOP-SANDBOX | loop step SANDBOX holds on real governed actions | E32 | held |
| E32-LOOP-ADVERSARIAL_TEST | loop step ADVERSARIAL_TEST holds on real governed actions | E32 | held |
| E32-LOOP-PROOF | loop step PROOF holds on real governed actions | E32 | held |
| E32-LOOP-CONFORMANCE | loop step CONFORMANCE holds on real governed actions | E32 | held |
| E32-LOOP-CANARY | loop step CANARY holds on real governed actions | E32 | held |
| E32-LOOP-RE_AUTHORIZE | loop step RE_AUTHORIZE holds on real governed actions | E32 | held |
| E32-LOOP-PROMOTE_OR_REJECT | loop step PROMOTE_OR_REJECT holds on real governed actions | E32 | held |
| E32-LOOP-OBSERVE_AGAIN | loop step OBSERVE_AGAIN holds on real governed actions | E32 | held |
Other families in this niche
evolution · loop · research · state_machine · autonomy · drift · fabric_component · integrity · graph · radar · risk · swe · operation_state · promotion_dominance · self_healing · self_test · profile · swarm · degradation · self_governance · autonomy_gradient · plan_check_act · self_improvement · promotion_stage
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