Applied AI
Models and AI-integrated services
From applied intelligence to dependable production software.
Models and AI-integrated services
Scalable, resilient foundations
Delivery, automation, observability
One working system, end to end
Built for problems that matter

A Little Context
I'm a Moroccan software engineer based in Munich, working where intelligent software meets dependable infrastructure.
I care about solving problems with staying power: products people can use, systems teams can trust, and technology grounded in a real need.
Selected projects

A principle I build by
Good software earns trust over time. It should be clear to use, easy to evolve, and built around a genuine need.
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