AI Engineering · Field Notes

Ship AI features that survive production.

Practical writing on protocol design, retrieval and evaluation — for engineers who have to make models behave on real traffic.

5in-depth guides
22topics covered
Oct 2026last updated

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The protocol changed in July. Most code did not.

MCP dropped sessions and the initialize handshake in the 2026-07-28 revision. Here is what breaks, what replaces it, and the order to fix it in.

Read the migration guide