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Practical lessons from 20 years across technology and banking. No theory — only things I've learned by shipping.
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After 12 years inside one of the Middle East's largest banks and building 4 AI products, I've watched the same pattern destroy AI initiatives. Here's what actually works — with real numbers.
Everyone has an opinion. Here's mine — backed by shipping production systems with both approaches, with architecture diagrams and real cost breakdowns.
I built a 1,600-file enterprise platform using AI-assisted development. The experience taught me things about software engineering that no tutorial covers.
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Every AI builder has a demo stack and a real stack. Here's my real one — the tools that survived 1,600+ source files and 4 production systems.
The honest version. Not a '5am morning routine' post. Just the system that actually worked — with real time logs and the mistakes that cost me weeks.
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