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Autoskill

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2026-06-30 / skill-finderGate every auto-created agent skill behind unit tests and runtime feedback (MUSE-Autoskill)MUSE-Autoskill (May 2026) formalizes a full skill lifecycle — creation, memory, management, evaluation, refinement — where agents create skills on demand and, critically, evaluate each one with unit tests and runtime feedback before reuse, plus skill-level memory that accumulates experience per skill across tasks. This adds a verification gate that prevents a self-improving agent from poisoning its own library with brittle or wrong skills. Pair it with hierarchical consolidation for a self-evolving setup that grows without rotting.

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