{"writeback_id": "WB-retail-DDPA-2026-05-25-0", "agent": "DDPA", "date": "2026-05-25", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.77, "rm_impact_forecast": -408132, "notes": "DDPA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-DDPA-2026-05-24-1", "agent": "DDPA", "date": "2026-05-24", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.86, "rm_impact_forecast": -1923037, "notes": "DDPA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-DDPA-2026-05-23-2", "agent": "DDPA", "date": "2026-05-23", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.91, "rm_impact_forecast": 5894299, "notes": "DDPA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-DDPA-2026-05-22-3", "agent": "DDPA", "date": "2026-05-22", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.74, "rm_impact_forecast": -1838324, "notes": "DDPA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-DDPA-2026-05-21-4", "agent": "DDPA", "date": "2026-05-21", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.57, "rm_impact_forecast": 4943140, "notes": "DDPA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-DDPA-2026-05-20-5", "agent": "DDPA", "date": "2026-05-20", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.9, "rm_impact_forecast": 1547518, "notes": "DDPA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-DDPA-2026-05-19-6", "agent": "DDPA", "date": "2026-05-19", "forecast_class": "portfolio", "horizon_days": 30, "confidence": 0.87, "rm_impact_forecast": 5073307, "notes": "DDPA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-DDPA-2026-05-18-7", "agent": "DDPA", "date": "2026-05-18", "forecast_class": "asset", "horizon_days": 30, "confidence": 0.88, "rm_impact_forecast": 5096930, "notes": "DDPA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-DDPA-2026-05-17-8", "agent": "DDPA", "date": "2026-05-17", "forecast_class": "asset", "horizon_days": 7, "confidence": 0.86, "rm_impact_forecast": 5214180, "notes": "DDPA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-DDPA-2026-05-16-9", "agent": "DDPA", "date": "2026-05-16", "forecast_class": "supply", "horizon_days": 30, "confidence": 0.82, "rm_impact_forecast": -490923, "notes": "DDPA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-DDPA-2026-05-15-10", "agent": "DDPA", "date": "2026-05-15", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.69, "rm_impact_forecast": -646470, "notes": "DDPA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-DDPA-2026-05-14-11", "agent": "DDPA", "date": "2026-05-14", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.73, "rm_impact_forecast": 4844288, "notes": "DDPA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-ILA-2026-05-25-0", "agent": "ILA", "date": "2026-05-25", "forecast_class": "portfolio", "horizon_days": 30, "confidence": 0.79, "rm_impact_forecast": 5721990, "notes": "ILA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-ILA-2026-05-24-1", "agent": "ILA", "date": "2026-05-24", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.82, "rm_impact_forecast": 4240776, "notes": "ILA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-ILA-2026-05-23-2", "agent": "ILA", "date": "2026-05-23", "forecast_class": "demand", "horizon_days": 7, "confidence": 0.67, "rm_impact_forecast": 778225, "notes": "ILA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-ILA-2026-05-22-3", "agent": "ILA", "date": "2026-05-22", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.76, "rm_impact_forecast": 3435744, "notes": "ILA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-ILA-2026-05-21-4", "agent": "ILA", "date": "2026-05-21", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.63, "rm_impact_forecast": 5796168, "notes": "ILA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-ILA-2026-05-20-5", "agent": "ILA", "date": "2026-05-20", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.81, "rm_impact_forecast": 5275382, "notes": "ILA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-ILA-2026-05-19-6", "agent": "ILA", "date": "2026-05-19", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.78, "rm_impact_forecast": 4222926, "notes": "ILA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-ILA-2026-05-18-7", "agent": "ILA", "date": "2026-05-18", "forecast_class": "portfolio", "horizon_days": 30, "confidence": 0.68, "rm_impact_forecast": 958747, "notes": "ILA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-ILA-2026-05-17-8", "agent": "ILA", "date": "2026-05-17", "forecast_class": "asset", "horizon_days": 30, "confidence": 0.66, "rm_impact_forecast": 2680889, "notes": "ILA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-ILA-2026-05-16-9", "agent": "ILA", "date": "2026-05-16", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.78, "rm_impact_forecast": 4773936, "notes": "ILA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-ILA-2026-05-15-10", "agent": "ILA", "date": "2026-05-15", "forecast_class": "portfolio", "horizon_days": 7, "confidence": 0.76, "rm_impact_forecast": 1836666, "notes": "ILA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-ILA-2026-05-14-11", "agent": "ILA", "date": "2026-05-14", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.84, "rm_impact_forecast": -680823, "notes": "ILA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-HCOA-2026-05-25-0", "agent": "HCOA", "date": "2026-05-25", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.82, "rm_impact_forecast": -1762043, "notes": "HCOA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-HCOA-2026-05-24-1", "agent": "HCOA", "date": "2026-05-24", "forecast_class": "supply", "horizon_days": 7, "confidence": 0.69, "rm_impact_forecast": 2047346, "notes": "HCOA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-HCOA-2026-05-23-2", "agent": "HCOA", "date": "2026-05-23", "forecast_class": "asset", "horizon_days": 30, "confidence": 0.86, "rm_impact_forecast": 4812968, "notes": "HCOA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-HCOA-2026-05-22-3", "agent": "HCOA", "date": "2026-05-22", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.83, "rm_impact_forecast": 5531495, "notes": "HCOA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-HCOA-2026-05-21-4", "agent": "HCOA", "date": "2026-05-21", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.82, "rm_impact_forecast": 1696702, "notes": "HCOA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-HCOA-2026-05-20-5", "agent": "HCOA", "date": "2026-05-20", "forecast_class": "supply", "horizon_days": 7, "confidence": 0.92, "rm_impact_forecast": 5040406, "notes": "HCOA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-HCOA-2026-05-19-6", "agent": "HCOA", "date": "2026-05-19", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.69, "rm_impact_forecast": 2088941, "notes": "HCOA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-HCOA-2026-05-18-7", "agent": "HCOA", "date": "2026-05-18", "forecast_class": "portfolio", "horizon_days": 7, "confidence": 0.61, "rm_impact_forecast": 1208553, "notes": "HCOA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-HCOA-2026-05-17-8", "agent": "HCOA", "date": "2026-05-17", "forecast_class": "asset", "horizon_days": 1, "confidence": 0.62, "rm_impact_forecast": 3044816, "notes": "HCOA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-HCOA-2026-05-16-9", "agent": "HCOA", "date": "2026-05-16", "forecast_class": "demand", "horizon_days": 7, "confidence": 0.85, "rm_impact_forecast": 4934144, "notes": "HCOA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-HCOA-2026-05-15-10", "agent": "HCOA", "date": "2026-05-15", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.7, "rm_impact_forecast": 281768, "notes": "HCOA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-HCOA-2026-05-14-11", "agent": "HCOA", "date": "2026-05-14", "forecast_class": "supply", "horizon_days": 30, "confidence": 0.7, "rm_impact_forecast": -1144653, "notes": "HCOA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-FOA-2026-05-25-0", "agent": "FOA", "date": "2026-05-25", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.74, "rm_impact_forecast": 3357025, "notes": "FOA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-FOA-2026-05-24-1", "agent": "FOA", "date": "2026-05-24", "forecast_class": "supply", "horizon_days": 7, "confidence": 0.92, "rm_impact_forecast": -1159433, "notes": "FOA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-FOA-2026-05-23-2", "agent": "FOA", "date": "2026-05-23", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.9, "rm_impact_forecast": 5067483, "notes": "FOA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-FOA-2026-05-22-3", "agent": "FOA", "date": "2026-05-22", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.63, "rm_impact_forecast": 3373734, "notes": "FOA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-FOA-2026-05-21-4", "agent": "FOA", "date": "2026-05-21", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.77, "rm_impact_forecast": 4705129, "notes": "FOA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-FOA-2026-05-20-5", "agent": "FOA", "date": "2026-05-20", "forecast_class": "supply", "horizon_days": 30, "confidence": 0.69, "rm_impact_forecast": 2259964, "notes": "FOA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-FOA-2026-05-19-6", "agent": "FOA", "date": "2026-05-19", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.94, "rm_impact_forecast": 1257639, "notes": "FOA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-FOA-2026-05-18-7", "agent": "FOA", "date": "2026-05-18", "forecast_class": "asset", "horizon_days": 1, "confidence": 0.72, "rm_impact_forecast": -296610, "notes": "FOA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-FOA-2026-05-17-8", "agent": "FOA", "date": "2026-05-17", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.82, "rm_impact_forecast": 1951657, "notes": "FOA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-FOA-2026-05-16-9", "agent": "FOA", "date": "2026-05-16", "forecast_class": "asset", "horizon_days": 7, "confidence": 0.63, "rm_impact_forecast": -1583873, "notes": "FOA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-FOA-2026-05-15-10", "agent": "FOA", "date": "2026-05-15", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.81, "rm_impact_forecast": 6087563, "notes": "FOA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-FOA-2026-05-14-11", "agent": "FOA", "date": "2026-05-14", "forecast_class": "supply", "horizon_days": 30, "confidence": 0.65, "rm_impact_forecast": -78962, "notes": "FOA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-SPPA-2026-05-25-0", "agent": "SPPA", "date": "2026-05-25", "forecast_class": "supply", "horizon_days": 30, "confidence": 0.65, "rm_impact_forecast": 2411531, "notes": "SPPA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-SPPA-2026-05-24-1", "agent": "SPPA", "date": "2026-05-24", "forecast_class": "asset", "horizon_days": 30, "confidence": 0.83, "rm_impact_forecast": 951965, "notes": "SPPA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-SPPA-2026-05-23-2", "agent": "SPPA", "date": "2026-05-23", "forecast_class": "workforce", "horizon_days": 30, "confidence": 0.94, "rm_impact_forecast": 2837336, "notes": "SPPA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-SPPA-2026-05-22-3", "agent": "SPPA", "date": "2026-05-22", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.75, "rm_impact_forecast": 2811905, "notes": "SPPA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-SPPA-2026-05-21-4", "agent": "SPPA", "date": "2026-05-21", "forecast_class": "asset", "horizon_days": 30, "confidence": 0.57, "rm_impact_forecast": -571558, "notes": "SPPA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-SPPA-2026-05-20-5", "agent": "SPPA", "date": "2026-05-20", "forecast_class": "supply", "horizon_days": 7, "confidence": 0.94, "rm_impact_forecast": 4551245, "notes": "SPPA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-SPPA-2026-05-19-6", "agent": "SPPA", "date": "2026-05-19", "forecast_class": "portfolio", "horizon_days": 30, "confidence": 0.82, "rm_impact_forecast": 3443407, "notes": "SPPA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-SPPA-2026-05-18-7", "agent": "SPPA", "date": "2026-05-18", "forecast_class": "workforce", "horizon_days": 30, "confidence": 0.68, "rm_impact_forecast": -2145154, "notes": "SPPA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-SPPA-2026-05-17-8", "agent": "SPPA", "date": "2026-05-17", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.67, "rm_impact_forecast": 4214286, "notes": "SPPA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-SPPA-2026-05-16-9", "agent": "SPPA", "date": "2026-05-16", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.93, "rm_impact_forecast": -1732205, "notes": "SPPA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-SPPA-2026-05-15-10", "agent": "SPPA", "date": "2026-05-15", "forecast_class": "demand", "horizon_days": 7, "confidence": 0.76, "rm_impact_forecast": 6052874, "notes": "SPPA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-retail-SPPA-2026-05-14-11", "agent": "SPPA", "date": "2026-05-14", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.76, "rm_impact_forecast": 1092661, "notes": "SPPA writeback for Convenience-Retail Chain: forecast vs actual delta logged for nightly CSOA retraining."}