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.