The ASTAPIO Blog
Clearer thinking for AI-assisted software work.
Practical ideas for defining requirements, exploring scenarios and evaluating what gets built. Develop the habits behind the ASTAPIO approach, one useful question at a time.
Ideas to put into practice.
Specification-driven development
Why clearer specifications matter when AI writes code
A useful specification makes the intended behaviour, boundaries and evidence clear before implementation begins.
Career tracks
Four responsibilities behind AI-assisted software delivery
Define the system, specify the change, challenge the behaviour and verify delivery against a shared standard.
Practical methods
A practical requirements checklist before code
Use these questions to expose missing decisions before they become implementation assumptions.
Put the ideas into practice.
Explore a career track or take the free skills check to find a useful starting point.