Writing
Thoughts on applied AI, production systems, and the engineering around agents.
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MCP as the bridge to private APIs
Model Context Protocol is useful when it turns internal systems into safe, typed tools for agents — not when it becomes another abstraction layer.
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What production RAG actually needs
Retrieval quality, eval gates, and operational harnesses matter more than swapping the model.