CAIN-42 Evolution 32 — Governed Learning

TESTED library · learning results are SIMULATED (synthetic workload, labelled harm oracle) · not hosted · not third-party reviewed.

CAIN watches governed actions, finds where harm got through, proposes a tighter rule, tests it in a sandbox and on a hidden set it never saw, and promotes it only with a signed human approval. It can make its own rules stricter; it can never give itself more power.

Loop 17 steps OK=True; simulated harm 41 → 3; invariants 303/303; scenarios 1013/1013 held; mutation 12/12; tests 13 passed / 0 failed; clean-room verifier INTACT (1420/1420).

The learning loop

Candidates

Adversarial categories