Memory persistence: what I learned running 33 agents in production

<h2> The setup </h2> <p>33 autonomous bots, 43 timers, persistent state via ChromaDB + JSONL + SQLite depending on access pattern.</p> <h2> The lesson </h2> <p>Without explicit persistence checkpoints, agents lose context every restart. Cheap fix: every state transition writes a JSONL audit row. Every reboot reads the tail.</p> <p>Pattern shipped in Safety Pack v1.2. Three free patterns on GitHub.

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