Data Flywheel

From delivery to training: How to turn AI programming collaboration into a Coding Mentor data closed loop

The real organizational value of AI programming assistants is not just to increase delivery speed, but to precipitate trainable, evaluable, and reusable mentor signals in every requirement disassembly, code generation, review and revision, test verification, and online review. This article reconstructs the closed-loop framework of AI training, AI-assisted product engineering delivery, high-quality SFT data precipitation, and model evaluation.