The setup
33 autonomous bots, 43 timers, persistent state via ChromaDB + JSONL + SQLite depending on access pattern.
The lesson
Without explicit persistence checkpoints, agents lose context every restart. Cheap fix: every state transition writes a JSONL audit row. Every reboot reads the tail.
Pattern shipped in Safety Pack v1.2. Three free patterns on GitHub.
Landing: safety-pack-landing.vercel.app
— chiefmojo79













