James' Growth Diary
Jun 23, 2026 · Artificial Intelligence
GSD Framework: Turning AI Programming into an Industrial Pipeline
GSD (Get Shit Done) reimagines AI programming as an industrial pipeline by explicitly managing the scarce context window, structuring work into a five‑stage workflow (Discuss, Plan, Execute, Verify, Ship), and using a .planning directory, XML plans, wave‑parallel execution, and Goal‑Backward verification to combat context rot and ensure observable, schedulable, recoverable development, while noting its high setup cost and strict discipline requirements.
AI context engineeringGSDGoal-Backward verification
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