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The author introduces Kestrel, a locally-run, open-source engineering agent with layered memory and approval-based safety features, with v0.5.6 releasing soon.
The author tested an AI coding agent with a structured execution framework and found it dramatically improved long-task stability, enabling the agent to build a complete browser tactical FPS game over dozens of iterations without architectural drift.