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Every AI-written code fix must survive an attack by a second AI, with proof, before it reaches production. A GitLab Duo DevSecOps loop: adversarial re-attack, a permanent antibody bank, and a deterministic anti-cheat Warden.
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an operating-system daemon for carbon awareness
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