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Notes on building AI into real systems

Notes from freelance practice: retrieval-augmented generation, the Model Context Protocol, AI agents and pragmatic PHP architecture in enterprise systems.

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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