From clever to boring

The first wave of AI projects was built on clever prompts. The ones still running today were built on small, testable steps.

Decompose the work

Break a task into stages with clear inputs and outputs. Each stage can be tested, cached and replaced on its own.

Put humans where it matters

Not every step needs review — just the ones where a mistake is expensive. Design the loop around those.