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Governance Records as Supervision: Verifier-Selected Self-Training for Structured Workflow Repair
Machine-verifiable workflows produce governance records linking a task contract, model attempt, verifier decision, accepted output, and target origin. We test whether verifier-admitted outputs can supervise a bounded model by consolidating occasional or expensive capability into reliable one-shot ex
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