Toolcalls | Thomas Talks AI: Claude Architecture, AI Agent Security, Claude Code & Production Engineering

A Claude Code evidence-linked trace connecting an observed failing deployment to a scoped plan, an authorised MCP tool call, the resulting effect, and a review decision

Make Claude Code cite the evidence behind every tool call

A tool-call log shows what Claude Code did. An evidence-linked trace shows which observation caused each action, which policy allowed it, and when the chain broke.