{"writeback_id": "WB-ecommerce-DMAA-2026-05-25-0", "agent": "DMAA", "date": "2026-05-25", "forecast_class": "asset", "horizon_days": 7, "confidence": 0.82, "rm_impact_forecast": 5217808, "notes": "DMAA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-DMAA-2026-05-24-1", "agent": "DMAA", "date": "2026-05-24", "forecast_class": "demand", "horizon_days": 7, "confidence": 0.88, "rm_impact_forecast": -1405947, "notes": "DMAA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-DMAA-2026-05-23-2", "agent": "DMAA", "date": "2026-05-23", "forecast_class": "asset", "horizon_days": 30, "confidence": 0.59, "rm_impact_forecast": 2385604, "notes": "DMAA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-DMAA-2026-05-22-3", "agent": "DMAA", "date": "2026-05-22", "forecast_class": "asset", "horizon_days": 7, "confidence": 0.9, "rm_impact_forecast": -1239020, "notes": "DMAA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-DMAA-2026-05-21-4", "agent": "DMAA", "date": "2026-05-21", "forecast_class": "asset", "horizon_days": 1, "confidence": 0.63, "rm_impact_forecast": 2063544, "notes": "DMAA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-DMAA-2026-05-20-5", "agent": "DMAA", "date": "2026-05-20", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.76, "rm_impact_forecast": 1627991, "notes": "DMAA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-DMAA-2026-05-19-6", "agent": "DMAA", "date": "2026-05-19", "forecast_class": "supply", "horizon_days": 7, "confidence": 0.76, "rm_impact_forecast": 4828055, "notes": "DMAA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-DMAA-2026-05-18-7", "agent": "DMAA", "date": "2026-05-18", "forecast_class": "asset", "horizon_days": 1, "confidence": 0.67, "rm_impact_forecast": -1741258, "notes": "DMAA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-DMAA-2026-05-17-8", "agent": "DMAA", "date": "2026-05-17", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.8, "rm_impact_forecast": 4493467, "notes": "DMAA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-DMAA-2026-05-16-9", "agent": "DMAA", "date": "2026-05-16", "forecast_class": "portfolio", "horizon_days": 30, "confidence": 0.83, "rm_impact_forecast": 4954413, "notes": "DMAA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-DMAA-2026-05-15-10", "agent": "DMAA", "date": "2026-05-15", "forecast_class": "asset", "horizon_days": 30, "confidence": 0.86, "rm_impact_forecast": 1901200, "notes": "DMAA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-DMAA-2026-05-14-11", "agent": "DMAA", "date": "2026-05-14", "forecast_class": "portfolio", "horizon_days": 30, "confidence": 0.66, "rm_impact_forecast": 2332502, "notes": "DMAA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-IFRA-2026-05-25-0", "agent": "IFRA", "date": "2026-05-25", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.88, "rm_impact_forecast": -1439747, "notes": "IFRA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-IFRA-2026-05-24-1", "agent": "IFRA", "date": "2026-05-24", "forecast_class": "asset", "horizon_days": 30, "confidence": 0.87, "rm_impact_forecast": 3136922, "notes": "IFRA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-IFRA-2026-05-23-2", "agent": "IFRA", "date": "2026-05-23", "forecast_class": "supply", "horizon_days": 7, "confidence": 0.9, "rm_impact_forecast": 5962246, "notes": "IFRA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-IFRA-2026-05-22-3", "agent": "IFRA", "date": "2026-05-22", "forecast_class": "demand", "horizon_days": 7, "confidence": 0.6, "rm_impact_forecast": -265508, "notes": "IFRA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-IFRA-2026-05-21-4", "agent": "IFRA", "date": "2026-05-21", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.67, "rm_impact_forecast": 1735968, "notes": "IFRA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-IFRA-2026-05-20-5", "agent": "IFRA", "date": "2026-05-20", "forecast_class": "supply", "horizon_days": 7, "confidence": 0.63, "rm_impact_forecast": -2026576, "notes": "IFRA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-IFRA-2026-05-19-6", "agent": "IFRA", "date": "2026-05-19", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.65, "rm_impact_forecast": 614528, "notes": "IFRA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-IFRA-2026-05-18-7", "agent": "IFRA", "date": "2026-05-18", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.58, "rm_impact_forecast": -1037565, "notes": "IFRA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-IFRA-2026-05-17-8", "agent": "IFRA", "date": "2026-05-17", "forecast_class": "asset", "horizon_days": 7, "confidence": 0.58, "rm_impact_forecast": 5195112, "notes": "IFRA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-IFRA-2026-05-16-9", "agent": "IFRA", "date": "2026-05-16", "forecast_class": "asset", "horizon_days": 1, "confidence": 0.95, "rm_impact_forecast": 3536022, "notes": "IFRA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-IFRA-2026-05-15-10", "agent": "IFRA", "date": "2026-05-15", "forecast_class": "asset", "horizon_days": 1, "confidence": 0.74, "rm_impact_forecast": -1852108, "notes": "IFRA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-IFRA-2026-05-14-11", "agent": "IFRA", "date": "2026-05-14", "forecast_class": "asset", "horizon_days": 1, "confidence": 0.82, "rm_impact_forecast": 2303143, "notes": "IFRA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-CSWA-2026-05-25-0", "agent": "CSWA", "date": "2026-05-25", "forecast_class": "asset", "horizon_days": 7, "confidence": 0.91, "rm_impact_forecast": 978980, "notes": "CSWA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-CSWA-2026-05-24-1", "agent": "CSWA", "date": "2026-05-24", "forecast_class": "supply", "horizon_days": 7, "confidence": 0.67, "rm_impact_forecast": 5382092, "notes": "CSWA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-CSWA-2026-05-23-2", "agent": "CSWA", "date": "2026-05-23", "forecast_class": "portfolio", "horizon_days": 7, "confidence": 0.58, "rm_impact_forecast": 1636718, "notes": "CSWA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-CSWA-2026-05-22-3", "agent": "CSWA", "date": "2026-05-22", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.56, "rm_impact_forecast": 3894971, "notes": "CSWA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-CSWA-2026-05-21-4", "agent": "CSWA", "date": "2026-05-21", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.69, "rm_impact_forecast": -1248023, "notes": "CSWA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-CSWA-2026-05-20-5", "agent": "CSWA", "date": "2026-05-20", "forecast_class": "portfolio", "horizon_days": 7, "confidence": 0.83, "rm_impact_forecast": 2477800, "notes": "CSWA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-CSWA-2026-05-19-6", "agent": "CSWA", "date": "2026-05-19", "forecast_class": "asset", "horizon_days": 1, "confidence": 0.84, "rm_impact_forecast": 5478693, "notes": "CSWA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-CSWA-2026-05-18-7", "agent": "CSWA", "date": "2026-05-18", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.66, "rm_impact_forecast": -59568, "notes": "CSWA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-CSWA-2026-05-17-8", "agent": "CSWA", "date": "2026-05-17", "forecast_class": "asset", "horizon_days": 30, "confidence": 0.74, "rm_impact_forecast": -43650, "notes": "CSWA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-CSWA-2026-05-16-9", "agent": "CSWA", "date": "2026-05-16", "forecast_class": "asset", "horizon_days": 7, "confidence": 0.61, "rm_impact_forecast": 2417008, "notes": "CSWA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-CSWA-2026-05-15-10", "agent": "CSWA", "date": "2026-05-15", "forecast_class": "demand", "horizon_days": 7, "confidence": 0.69, "rm_impact_forecast": -627357, "notes": "CSWA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-CSWA-2026-05-14-11", "agent": "CSWA", "date": "2026-05-14", "forecast_class": "demand", "horizon_days": 7, "confidence": 0.64, "rm_impact_forecast": -603897, "notes": "CSWA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-PFAA-2026-05-25-0", "agent": "PFAA", "date": "2026-05-25", "forecast_class": "supply", "horizon_days": 7, "confidence": 0.92, "rm_impact_forecast": -502969, "notes": "PFAA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-PFAA-2026-05-24-1", "agent": "PFAA", "date": "2026-05-24", "forecast_class": "workforce", "horizon_days": 30, "confidence": 0.72, "rm_impact_forecast": -798131, "notes": "PFAA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-PFAA-2026-05-23-2", "agent": "PFAA", "date": "2026-05-23", "forecast_class": "asset", "horizon_days": 30, "confidence": 0.79, "rm_impact_forecast": 3859212, "notes": "PFAA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-PFAA-2026-05-22-3", "agent": "PFAA", "date": "2026-05-22", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.69, "rm_impact_forecast": 4271842, "notes": "PFAA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-PFAA-2026-05-21-4", "agent": "PFAA", "date": "2026-05-21", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.72, "rm_impact_forecast": 2604346, "notes": "PFAA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-PFAA-2026-05-20-5", "agent": "PFAA", "date": "2026-05-20", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.95, "rm_impact_forecast": 2585296, "notes": "PFAA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-PFAA-2026-05-19-6", "agent": "PFAA", "date": "2026-05-19", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.73, "rm_impact_forecast": 3671991, "notes": "PFAA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-PFAA-2026-05-18-7", "agent": "PFAA", "date": "2026-05-18", "forecast_class": "demand", "horizon_days": 7, "confidence": 0.61, "rm_impact_forecast": 4629454, "notes": "PFAA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-PFAA-2026-05-17-8", "agent": "PFAA", "date": "2026-05-17", "forecast_class": "asset", "horizon_days": 30, "confidence": 0.79, "rm_impact_forecast": 399427, "notes": "PFAA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-PFAA-2026-05-16-9", "agent": "PFAA", "date": "2026-05-16", "forecast_class": "portfolio", "horizon_days": 7, "confidence": 0.75, "rm_impact_forecast": -1687870, "notes": "PFAA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-PFAA-2026-05-15-10", "agent": "PFAA", "date": "2026-05-15", "forecast_class": "supply", "horizon_days": 1, "confidence": 0.64, "rm_impact_forecast": -1802416, "notes": "PFAA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-PFAA-2026-05-14-11", "agent": "PFAA", "date": "2026-05-14", "forecast_class": "portfolio", "horizon_days": 7, "confidence": 0.8, "rm_impact_forecast": 3635935, "notes": "PFAA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-SKPA-2026-05-25-0", "agent": "SKPA", "date": "2026-05-25", "forecast_class": "portfolio", "horizon_days": 7, "confidence": 0.58, "rm_impact_forecast": -444966, "notes": "SKPA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-SKPA-2026-05-24-1", "agent": "SKPA", "date": "2026-05-24", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.89, "rm_impact_forecast": -1065224, "notes": "SKPA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-SKPA-2026-05-23-2", "agent": "SKPA", "date": "2026-05-23", "forecast_class": "supply", "horizon_days": 1, "confidence": 0.81, "rm_impact_forecast": 3129221, "notes": "SKPA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-SKPA-2026-05-22-3", "agent": "SKPA", "date": "2026-05-22", "forecast_class": "asset", "horizon_days": 7, "confidence": 0.58, "rm_impact_forecast": 4517926, "notes": "SKPA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-SKPA-2026-05-21-4", "agent": "SKPA", "date": "2026-05-21", "forecast_class": "workforce", "horizon_days": 30, "confidence": 0.67, "rm_impact_forecast": 2330062, "notes": "SKPA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-SKPA-2026-05-20-5", "agent": "SKPA", "date": "2026-05-20", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.75, "rm_impact_forecast": -322724, "notes": "SKPA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-SKPA-2026-05-19-6", "agent": "SKPA", "date": "2026-05-19", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.66, "rm_impact_forecast": -1682274, "notes": "SKPA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-SKPA-2026-05-18-7", "agent": "SKPA", "date": "2026-05-18", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.87, "rm_impact_forecast": -1646665, "notes": "SKPA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-SKPA-2026-05-17-8", "agent": "SKPA", "date": "2026-05-17", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.57, "rm_impact_forecast": 1417929, "notes": "SKPA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-SKPA-2026-05-16-9", "agent": "SKPA", "date": "2026-05-16", "forecast_class": "workforce", "horizon_days": 30, "confidence": 0.78, "rm_impact_forecast": 3628272, "notes": "SKPA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-SKPA-2026-05-15-10", "agent": "SKPA", "date": "2026-05-15", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.93, "rm_impact_forecast": -1467189, "notes": "SKPA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-ecommerce-SKPA-2026-05-14-11", "agent": "SKPA", "date": "2026-05-14", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.74, "rm_impact_forecast": 1349113, "notes": "SKPA writeback for D2C E-commerce Brand: forecast vs actual delta logged for nightly CSOA retraining."}