Local-first Rust service and MCP server that records what AI coding agents do on a machine (commands, exit codes, files touched, whether anything checked the result), keeps 'seen together' separate from 'verified by randomized trial', and serves the verified lessons back to any AI client. No account, no server, no telemetry.

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