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Notes on AI, delivery, and shipping software

Practical write-ups from real projects: AI that holds up in production, delivery systems teams keep, and the platform work that saves money.

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AI engineeringNov 13, 20265 min readVideo

What an MCP server is, and when to build your own

What an MCP server is, how hosts, clients and servers fit together, what changed in the July 2026 spec, and when to build your own server instead of using the vendor's. Part 1 of MCP for Delivery Teams.

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