{"writeback_id": "WB-fmcg-DDPA-2026-05-25-0", "agent": "DDPA", "date": "2026-05-25", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.63, "rm_impact_forecast": -1881362, "notes": "DDPA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-DDPA-2026-05-24-1", "agent": "DDPA", "date": "2026-05-24", "forecast_class": "supply", "horizon_days": 7, "confidence": 0.87, "rm_impact_forecast": 2844538, "notes": "DDPA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-DDPA-2026-05-23-2", "agent": "DDPA", "date": "2026-05-23", "forecast_class": "asset", "horizon_days": 30, "confidence": 0.76, "rm_impact_forecast": -1657163, "notes": "DDPA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-DDPA-2026-05-22-3", "agent": "DDPA", "date": "2026-05-22", "forecast_class": "workforce", "horizon_days": 30, "confidence": 0.83, "rm_impact_forecast": 3643002, "notes": "DDPA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-DDPA-2026-05-21-4", "agent": "DDPA", "date": "2026-05-21", "forecast_class": "portfolio", "horizon_days": 30, "confidence": 0.92, "rm_impact_forecast": -314545, "notes": "DDPA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-DDPA-2026-05-20-5", "agent": "DDPA", "date": "2026-05-20", "forecast_class": "supply", "horizon_days": 1, "confidence": 0.6, "rm_impact_forecast": 1065936, "notes": "DDPA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-DDPA-2026-05-19-6", "agent": "DDPA", "date": "2026-05-19", "forecast_class": "asset", "horizon_days": 1, "confidence": 0.81, "rm_impact_forecast": -338466, "notes": "DDPA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-DDPA-2026-05-18-7", "agent": "DDPA", "date": "2026-05-18", "forecast_class": "asset", "horizon_days": 30, "confidence": 0.67, "rm_impact_forecast": 3191847, "notes": "DDPA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-DDPA-2026-05-17-8", "agent": "DDPA", "date": "2026-05-17", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.66, "rm_impact_forecast": 3163242, "notes": "DDPA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-DDPA-2026-05-16-9", "agent": "DDPA", "date": "2026-05-16", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.81, "rm_impact_forecast": 4922526, "notes": "DDPA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-DDPA-2026-05-15-10", "agent": "DDPA", "date": "2026-05-15", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.6, "rm_impact_forecast": 3269761, "notes": "DDPA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-DDPA-2026-05-14-11", "agent": "DDPA", "date": "2026-05-14", "forecast_class": "workforce", "horizon_days": 30, "confidence": 0.73, "rm_impact_forecast": 2365665, "notes": "DDPA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-MILA-2026-05-25-0", "agent": "MILA", "date": "2026-05-25", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.56, "rm_impact_forecast": 4187228, "notes": "MILA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-MILA-2026-05-24-1", "agent": "MILA", "date": "2026-05-24", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.77, "rm_impact_forecast": -1399106, "notes": "MILA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-MILA-2026-05-23-2", "agent": "MILA", "date": "2026-05-23", "forecast_class": "supply", "horizon_days": 1, "confidence": 0.66, "rm_impact_forecast": 5400314, "notes": "MILA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-MILA-2026-05-22-3", "agent": "MILA", "date": "2026-05-22", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.82, "rm_impact_forecast": 5080611, "notes": "MILA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-MILA-2026-05-21-4", "agent": "MILA", "date": "2026-05-21", "forecast_class": "portfolio", "horizon_days": 30, "confidence": 0.76, "rm_impact_forecast": -1768047, "notes": "MILA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-MILA-2026-05-20-5", "agent": "MILA", "date": "2026-05-20", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.55, "rm_impact_forecast": 2305330, "notes": "MILA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-MILA-2026-05-19-6", "agent": "MILA", "date": "2026-05-19", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.68, "rm_impact_forecast": 4150749, "notes": "MILA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-MILA-2026-05-18-7", "agent": "MILA", "date": "2026-05-18", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.66, "rm_impact_forecast": 2746732, "notes": "MILA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-MILA-2026-05-17-8", "agent": "MILA", "date": "2026-05-17", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.66, "rm_impact_forecast": 5413273, "notes": "MILA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-MILA-2026-05-16-9", "agent": "MILA", "date": "2026-05-16", "forecast_class": "asset", "horizon_days": 7, "confidence": 0.76, "rm_impact_forecast": -1968744, "notes": "MILA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-MILA-2026-05-15-10", "agent": "MILA", "date": "2026-05-15", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.87, "rm_impact_forecast": 3185519, "notes": "MILA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-MILA-2026-05-14-11", "agent": "MILA", "date": "2026-05-14", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.81, "rm_impact_forecast": -391821, "notes": "MILA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-TWFA-2026-05-25-0", "agent": "TWFA", "date": "2026-05-25", "forecast_class": "demand", "horizon_days": 7, "confidence": 0.61, "rm_impact_forecast": 4279381, "notes": "TWFA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-TWFA-2026-05-24-1", "agent": "TWFA", "date": "2026-05-24", "forecast_class": "asset", "horizon_days": 1, "confidence": 0.66, "rm_impact_forecast": -2012127, "notes": "TWFA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-TWFA-2026-05-23-2", "agent": "TWFA", "date": "2026-05-23", "forecast_class": "workforce", "horizon_days": 30, "confidence": 0.9, "rm_impact_forecast": 892322, "notes": "TWFA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-TWFA-2026-05-22-3", "agent": "TWFA", "date": "2026-05-22", "forecast_class": "portfolio", "horizon_days": 30, "confidence": 0.92, "rm_impact_forecast": -409202, "notes": "TWFA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-TWFA-2026-05-21-4", "agent": "TWFA", "date": "2026-05-21", "forecast_class": "workforce", "horizon_days": 30, "confidence": 0.6, "rm_impact_forecast": -1021997, "notes": "TWFA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-TWFA-2026-05-20-5", "agent": "TWFA", "date": "2026-05-20", "forecast_class": "asset", "horizon_days": 30, "confidence": 0.56, "rm_impact_forecast": -1298243, "notes": "TWFA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-TWFA-2026-05-19-6", "agent": "TWFA", "date": "2026-05-19", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.73, "rm_impact_forecast": 5343236, "notes": "TWFA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-TWFA-2026-05-18-7", "agent": "TWFA", "date": "2026-05-18", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.95, "rm_impact_forecast": 5316607, "notes": "TWFA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-TWFA-2026-05-17-8", "agent": "TWFA", "date": "2026-05-17", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.58, "rm_impact_forecast": 1118807, "notes": "TWFA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-TWFA-2026-05-16-9", "agent": "TWFA", "date": "2026-05-16", "forecast_class": "portfolio", "horizon_days": 30, "confidence": 0.79, "rm_impact_forecast": 1803220, "notes": "TWFA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-TWFA-2026-05-15-10", "agent": "TWFA", "date": "2026-05-15", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.77, "rm_impact_forecast": -1921328, "notes": "TWFA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-TWFA-2026-05-14-11", "agent": "TWFA", "date": "2026-05-14", "forecast_class": "portfolio", "horizon_days": 30, "confidence": 0.95, "rm_impact_forecast": 4961671, "notes": "TWFA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-APMA-2026-05-25-0", "agent": "APMA", "date": "2026-05-25", "forecast_class": "supply", "horizon_days": 1, "confidence": 0.8, "rm_impact_forecast": 4419958, "notes": "APMA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-APMA-2026-05-24-1", "agent": "APMA", "date": "2026-05-24", "forecast_class": "supply", "horizon_days": 1, "confidence": 0.76, "rm_impact_forecast": 4026118, "notes": "APMA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-APMA-2026-05-23-2", "agent": "APMA", "date": "2026-05-23", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.94, "rm_impact_forecast": 2639627, "notes": "APMA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-APMA-2026-05-22-3", "agent": "APMA", "date": "2026-05-22", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.8, "rm_impact_forecast": 3122826, "notes": "APMA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-APMA-2026-05-21-4", "agent": "APMA", "date": "2026-05-21", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.75, "rm_impact_forecast": -1272374, "notes": "APMA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-APMA-2026-05-20-5", "agent": "APMA", "date": "2026-05-20", "forecast_class": "supply", "horizon_days": 1, "confidence": 0.89, "rm_impact_forecast": 5094646, "notes": "APMA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-APMA-2026-05-19-6", "agent": "APMA", "date": "2026-05-19", "forecast_class": "workforce", "horizon_days": 30, "confidence": 0.94, "rm_impact_forecast": 2529177, "notes": "APMA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-APMA-2026-05-18-7", "agent": "APMA", "date": "2026-05-18", "forecast_class": "supply", "horizon_days": 7, "confidence": 0.64, "rm_impact_forecast": -1035413, "notes": "APMA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-APMA-2026-05-17-8", "agent": "APMA", "date": "2026-05-17", "forecast_class": "demand", "horizon_days": 7, "confidence": 0.82, "rm_impact_forecast": 5984903, "notes": "APMA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-APMA-2026-05-16-9", "agent": "APMA", "date": "2026-05-16", "forecast_class": "portfolio", "horizon_days": 30, "confidence": 0.86, "rm_impact_forecast": 5994511, "notes": "APMA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-APMA-2026-05-15-10", "agent": "APMA", "date": "2026-05-15", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.77, "rm_impact_forecast": 1799695, "notes": "APMA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-APMA-2026-05-14-11", "agent": "APMA", "date": "2026-05-14", "forecast_class": "demand", "horizon_days": 7, "confidence": 0.79, "rm_impact_forecast": -68541, "notes": "APMA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-BPPA-2026-05-25-0", "agent": "BPPA", "date": "2026-05-25", "forecast_class": "demand", "horizon_days": 7, "confidence": 0.84, "rm_impact_forecast": 5043875, "notes": "BPPA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-BPPA-2026-05-24-1", "agent": "BPPA", "date": "2026-05-24", "forecast_class": "asset", "horizon_days": 7, "confidence": 0.65, "rm_impact_forecast": 2129397, "notes": "BPPA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-BPPA-2026-05-23-2", "agent": "BPPA", "date": "2026-05-23", "forecast_class": "supply", "horizon_days": 1, "confidence": 0.93, "rm_impact_forecast": -34995, "notes": "BPPA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-BPPA-2026-05-22-3", "agent": "BPPA", "date": "2026-05-22", "forecast_class": "supply", "horizon_days": 30, "confidence": 0.57, "rm_impact_forecast": 2692615, "notes": "BPPA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-BPPA-2026-05-21-4", "agent": "BPPA", "date": "2026-05-21", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.74, "rm_impact_forecast": 573853, "notes": "BPPA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-BPPA-2026-05-20-5", "agent": "BPPA", "date": "2026-05-20", "forecast_class": "asset", "horizon_days": 7, "confidence": 0.9, "rm_impact_forecast": 83085, "notes": "BPPA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-BPPA-2026-05-19-6", "agent": "BPPA", "date": "2026-05-19", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.92, "rm_impact_forecast": 2705061, "notes": "BPPA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-BPPA-2026-05-18-7", "agent": "BPPA", "date": "2026-05-18", "forecast_class": "workforce", "horizon_days": 30, "confidence": 0.71, "rm_impact_forecast": 5355792, "notes": "BPPA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-BPPA-2026-05-17-8", "agent": "BPPA", "date": "2026-05-17", "forecast_class": "portfolio", "horizon_days": 30, "confidence": 0.85, "rm_impact_forecast": 5697898, "notes": "BPPA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-BPPA-2026-05-16-9", "agent": "BPPA", "date": "2026-05-16", "forecast_class": "supply", "horizon_days": 30, "confidence": 0.7, "rm_impact_forecast": 4158636, "notes": "BPPA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-BPPA-2026-05-15-10", "agent": "BPPA", "date": "2026-05-15", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.92, "rm_impact_forecast": 339182, "notes": "BPPA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fmcg-BPPA-2026-05-14-11", "agent": "BPPA", "date": "2026-05-14", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.77, "rm_impact_forecast": 3589534, "notes": "BPPA writeback for FMCG Brand Owner: forecast vs actual delta logged for nightly CSOA retraining."}