first-scan-otif
SourceCalibrated GBT (isotonic XGBoost) scores first-scan promise-miss risk on public Olist data. Exception handling policy; LangGraph/MCP agent executes it in simulation. Judged on business impact (actions, OTIF, spend), not intermediate model performance. Production: Cloud Run, Feast, MLflow, canary, monitoring, human-gated promote.