Notes · AI
Using AI coding tools in real software projects
AI · Workflow · Delivery
Where AI accelerates product delivery — and where human system design still decides quality.
AI is strongest at drafting, refactoring, and exploring alternatives quickly. It is weakest when the product boundary is unclear.
In real builds, I use AI to accelerate implementation after the architecture and acceptance criteria are explicit.
The studio promise is still human: ship a coherent product, not a pile of generated fragments.