journal

Notes from the lab.

Practical writing on AI workflows, shipping faster, legacy systems and designing useful digital things.

AI Automation

What to automate, what to leave human and how to avoid creating a very fast mess.

How to modernise older systems without pretending a rewrite is always the heroic answer.

Process notes for teams that want speed without dropping taste, care or craft.