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AI agent system replaces 30 cron jobs with a single heartbeat scheduler

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A developer replaced 30 separate cron jobs in an AI agent system with a single heartbeat scheduler. The new design uses one central loop to manage 13 distinct subsystems on a single laptop. This consolidation improved operational visibility and reduced the system's reliance on numerous scheduled tasks. The shift was part of a broader architectural simplification for long-running agents.

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