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Agent Workbench Engineering: Why Capable Models Still Fail

A capable model is not enough. Reliable agents need a workbench: instructions, state, scope, feedback, verification, review, and handoff. Strip those away and even a frontier model produces work that is unsafe to ship.

On the Agent-Assisted Engineering skill path

Learn + BuildPython (stdlib) 45 min Paid plans
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