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Writing on AI infrastructure, RAG pipelines, voice agents, blockchain protocols, and developer tools.

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Why I chose a CLI over MCP for my Dev Tool

How docmancer stays request-response over the terminal with skill files, and why that beat an MCP server for local doc retrieval.

#ai#cli#opensource#rag