Monthly Archives: April 2026

AI Didn’t Fix My Legacy System — It Forced Me to Understand It Properly

Using AI to Build a Charity — Governance Before Growth

The Assumption Most people use AI to move faster. faster content faster code faster delivery That makes sense. However in my case, I used AI for something very different: To slow things down — and get them right. This is how I’m using AI to build a Charity by focusing on Governance Before Growth.   The Context WhereWeLearn is not …

AI didn't fix my system - it helped me understand it

AI Didn’t Fix My Legacy System — It Forced Me to Understand It Properly

The Assumption There’s a common assumption about AI in engineering: Give it a messy system, and it will fix it. That hasn’t been my experience. When I applied AI to a 9-year-old production system, it didn’t simplify the work. It made one thing very clear: If you don’t understand your system, AI will expose that immediately.   The Context The …