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new-service-spec
Capture the ML problem specification — label definition, fairness-sensitive attributes, false-positive/negative cost, data source — BEFORE scaffolding, so quality_gates.yaml thresholds have a documented origin instead of unexamined defaults (Mode: AUTO — AGENTS.md Agent Behavior Protocol applies.)
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