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Modular AI framework flaw causes skill duplication and state corruption

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In modular AI frameworks like LivinGrimoire, high-level manager skills control sets of other skills as their payload. A problem arises when multiple managers, or a manager and a system-wide snapshot process, both attempt to control the same payload skill. This can result in skills being duplicated, causing repeated actions, or in stale snapshots being restored, leading to skills being active at incorrect times. The issue occurs without throwing errors, manifesting only as subtly incorrect behavior. The root cause is a lack of coordination over skill ownership during global operations like system hibernation and restoration.

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