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Notes on verification infrastructure, coverage changes and API work.

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Engineering9 Jul 2026·7 min read

Giving an AI agent a scoped key

An agent that can spend money needs a smaller key than the one your backend uses. The scope split we recommend, the MCP config, and the two limits we insist on.

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by Ilya Novak

Engineering

apimcpagentssecurity