Shayan Ahmed

Writing

Notes from production work — deciding what to automate, drawing the line a system must not cross, and the two ways I have watched correct-looking checks produce wrong answers. Written because I had to solve these, not to explain them.

  1. Sept 2026What to automate in a regulated operationA three-axis test — volume, standardisation and risk — for deciding which workflows should become automation, where the machine must stop, and how you actually verify that any of it works.11 min read