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// AI code scanning

Midkernel

AI code scanning, research-driven.

Each note is a finding: command, output, proof.

// selected notes

// method

A finding records the failure, the command that showed it, the output, and the proof. Status codes, hashes, and time-to-fix stay in that record.

$ keep the transcript
# command, hash, time-to-fix
read the notes