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Persist chat threads, explicit memory-tool writes, and handoff compactions so an agent can resume work across sessions.
This Batch 6 workspace shows the long-lived agent layer: the chat thread is restored from Postgres, the agent explicitly saves durable memories through a tool call, and older context is compacted into a handoff checkpoint once the message threshold is crossed.