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Mechanical plan/dev/self-audit/external-audit gates for AI coding agents, with a configurable role-routing topology engine, an MCP-UI live status panel, and native-tooling Claude Code V2 dispatch. Claude Code, Codex, OpenClaw, and PyPI.
Measurement harnesses and exact rank arithmetic for auditing how Python conformal-prediction libraries resolve the conformal quantile at finite sample size.