Writing

Notes on building AI into real systems

Articles on retrieval-augmented generation, Model Context Protocol servers, AI agents and pragmatic Laravel and Symfony architecture in enterprise applications.

14 Sep 2026Building MCP servers on top of your Laravel backendExpose an existing Laravel or Symfony application to AI agents through the Model Context Protocol — without turning business logic into prompt text.
18 Aug 2026RAG, MCP and AI agents in enterprise applicationsHow retrieval, tooling and orchestration fit together — and where each one actually earns its keep.

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