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Articles tagged with #software-architecture
Most MCP tutorials stop at a local server that prints the weather. That is a fine way to see the protocol work, and a bad model for anything that touches your company's data. An internal tools server
The demo worked. That is the problem. A demo usually proves one narrow path under friendly conditions. Production exposes the same feature to unfamiliar inputs, real load, dependency failures and chan
Every vendor documents its own path and calls it "how to build a voice agent". Read three of them and you have three incompatible mental models, none of which tells you which one you should be using.
The 2026-07-28 MCP revision removed sessions and the initialize handshake. What changed, what is deprecated, and how to design production MCP integrations now.
A layered production RAG architecture for 2026: ingestion, authorized retrieval, ranking, caching, evaluation and observability, with build or buy tradeoffs.
