AI & Cloud Insight

Field notes from building production AI — agents, knowledge systems, and the infrastructure that keeps them honest.

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AI Architecture

MCP-as-API-Wrapper: Inverting the MCP Pattern for Dynamic Agent Integration

The MCP-as-API-Wrapper pattern reduces the MCP server to a thin discovery and authentication layer with exactly three tools. The entire API surface evolves independently behind it.

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