safe-autonomous-learning. Let your AI systems heal themselves and teach each other, without leaking client data. Three stdlib-only tools: a fail-closed client-data publish gate, a silent-job-death watchdog, and a safe capture→distill→learn loop.

github.com/assafkip/safe-autonomous-learning

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