Useful AI work usually looks less like a single prompt and more like a sequence.
A simple structure that keeps working:
- define the task clearly
- get a rough first pass
- tighten the structure
- verify claims and edge cases
- rewrite for voice and judgement
The model can accelerate the middle. It should not replace the last step.
Why the sequence matters
The most common AI workflow mistake is treating one prompt as the whole process. Useful work usually comes from a chain: define the task, generate a rough pass, tighten it, verify it, and then rewrite it with actual judgement.
What these notes are for
This page is a compact reference for that structure. It is less about specific tools and more about keeping the workflow legible so the model speeds up the right parts without turning the whole process into a blur of revisions.