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Repo Memory and Durable State

Chat history is volatile. The repo is durable. The workbench stores agent state in versioned files so the next session, the next agent, and the next reviewer all read from the same source of truth.

On the Agent-Assisted Engineering skill path

BuildPython (stdlib + jsonschema optional) 1 h Paid plans
Learn this with Professor KatalockOpens in KatalockAi chat: your AI engineering mentor teaches this lesson step by step, checks your understanding and reviews your code.