What 42 Days of AI Actually Did to a 9-Year-Old Production System “AI made me faster” is the wrong story. What actually happened is that it changed how the system evolves. The Context For the past 9 years, I’ve been building and maintaining a production platform called WhereWeLearn, powered by a custom PHP engine (LEAST). It’s not a greenfield …
The Assumption SEO is usually treated as a marketing function. keyword research content calendars backlinks optimisation cycles The goal is clear: Drive traffic. But what happens if you remove marketing entirely? >No campaigns.>No optimisation strategy.>No promotion. That was the constraint. The Context WhereWeLearn operates under a deliberate model: It does not promote content. This is not a limitation. It …
Not a Demo. A Real System. I used AI to design, build, deploy, and generate measurable results in a production system in under 30 minutes. Not a prototype. Not a demo. A real platform. With real users. And importantly — under real constraints. This isn’t a story about AI generating content. It’s about what happens when you apply AI to …
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 …
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 …