Ideas forged through experience, sharpened into writing — engineering and psychology, released into the open.
I'm Mustapha, solutions architect and tech lead. I've led agile teams as a technical lead across microservices, event-driven, and monolithic architectures, using design patterns and solid engineering practices to ship scalable, reliable systems. Today I focus on tech leadership and high-quality solutions driven by curiosity for the craft.
What I'm building now
A snapshot of what I'm shipping and thinking about lately.
Latest essays
All essays-
Inside the AI App Builder: How Platforms Like Lovable Actually Work
Type a sentence, get a running app. Under that trick sits an ordinary architecture with ordinary failure modes — an orchestration layer, sandboxed code execution, a provisioned Postgres backend, and a real answer to how the UI stays consistent between regenerations. A breakdown of the pieces, and where they crack.
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Vibing in the land of enterprise software
Reviewing your AI-generated code is not enough, start measuring it. A Spring Boot playbook using JaCoCo, Checkstyle, PMD, Pitest, and ArchUnit to build quality gates your AI pair programmer must pass before calling anything done.
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Writing tracks
All seriesThe essay series and investigations where the operating notes are being written in public.
Architecture & Design
Structuring systems so change stays affordable—boundaries, coupling, and the habits that keep big codebases honest when requirements shift.
Inside the AI App Builder: How Platforms Like Lovable Actually Work See all