{"writeback_id": "WB-fnb-DMPA-2026-05-25-0", "agent": "DMPA", "date": "2026-05-25", "forecast_class": "supply", "horizon_days": 7, "confidence": 0.94, "rm_impact_forecast": -323262, "notes": "DMPA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-DMPA-2026-05-24-1", "agent": "DMPA", "date": "2026-05-24", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.75, "rm_impact_forecast": 2532126, "notes": "DMPA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-DMPA-2026-05-23-2", "agent": "DMPA", "date": "2026-05-23", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.7, "rm_impact_forecast": 5937810, "notes": "DMPA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-DMPA-2026-05-22-3", "agent": "DMPA", "date": "2026-05-22", "forecast_class": "workforce", "horizon_days": 30, "confidence": 0.77, "rm_impact_forecast": 763514, "notes": "DMPA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-DMPA-2026-05-21-4", "agent": "DMPA", "date": "2026-05-21", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.92, "rm_impact_forecast": 3169426, "notes": "DMPA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-DMPA-2026-05-20-5", "agent": "DMPA", "date": "2026-05-20", "forecast_class": "demand", "horizon_days": 7, "confidence": 0.59, "rm_impact_forecast": 1820550, "notes": "DMPA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-DMPA-2026-05-19-6", "agent": "DMPA", "date": "2026-05-19", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.76, "rm_impact_forecast": 22017, "notes": "DMPA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-DMPA-2026-05-18-7", "agent": "DMPA", "date": "2026-05-18", "forecast_class": "asset", "horizon_days": 1, "confidence": 0.84, "rm_impact_forecast": 5036235, "notes": "DMPA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-DMPA-2026-05-17-8", "agent": "DMPA", "date": "2026-05-17", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.79, "rm_impact_forecast": 4871564, "notes": "DMPA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-DMPA-2026-05-16-9", "agent": "DMPA", "date": "2026-05-16", "forecast_class": "demand", "horizon_days": 7, "confidence": 0.59, "rm_impact_forecast": 6163205, "notes": "DMPA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-DMPA-2026-05-15-10", "agent": "DMPA", "date": "2026-05-15", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.87, "rm_impact_forecast": 2758465, "notes": "DMPA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-DMPA-2026-05-14-11", "agent": "DMPA", "date": "2026-05-14", "forecast_class": "workforce", "horizon_days": 30, "confidence": 0.78, "rm_impact_forecast": -772448, "notes": "DMPA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-IPLA-2026-05-25-0", "agent": "IPLA", "date": "2026-05-25", "forecast_class": "portfolio", "horizon_days": 30, "confidence": 0.9, "rm_impact_forecast": 5736496, "notes": "IPLA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-IPLA-2026-05-24-1", "agent": "IPLA", "date": "2026-05-24", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.74, "rm_impact_forecast": 2377844, "notes": "IPLA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-IPLA-2026-05-23-2", "agent": "IPLA", "date": "2026-05-23", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.65, "rm_impact_forecast": -157476, "notes": "IPLA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-IPLA-2026-05-22-3", "agent": "IPLA", "date": "2026-05-22", "forecast_class": "supply", "horizon_days": 7, "confidence": 0.64, "rm_impact_forecast": -294453, "notes": "IPLA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-IPLA-2026-05-21-4", "agent": "IPLA", "date": "2026-05-21", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.85, "rm_impact_forecast": 638848, "notes": "IPLA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-IPLA-2026-05-20-5", "agent": "IPLA", "date": "2026-05-20", "forecast_class": "supply", "horizon_days": 30, "confidence": 0.7, "rm_impact_forecast": -274066, "notes": "IPLA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-IPLA-2026-05-19-6", "agent": "IPLA", "date": "2026-05-19", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.91, "rm_impact_forecast": 1385038, "notes": "IPLA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-IPLA-2026-05-18-7", "agent": "IPLA", "date": "2026-05-18", "forecast_class": "asset", "horizon_days": 1, "confidence": 0.56, "rm_impact_forecast": 4610597, "notes": "IPLA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-IPLA-2026-05-17-8", "agent": "IPLA", "date": "2026-05-17", "forecast_class": "supply", "horizon_days": 30, "confidence": 0.7, "rm_impact_forecast": -290524, "notes": "IPLA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-IPLA-2026-05-16-9", "agent": "IPLA", "date": "2026-05-16", "forecast_class": "supply", "horizon_days": 7, "confidence": 0.7, "rm_impact_forecast": 3857466, "notes": "IPLA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-IPLA-2026-05-15-10", "agent": "IPLA", "date": "2026-05-15", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.81, "rm_impact_forecast": 4384223, "notes": "IPLA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-IPLA-2026-05-14-11", "agent": "IPLA", "date": "2026-05-14", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.94, "rm_impact_forecast": 3839667, "notes": "IPLA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-CWFA-2026-05-25-0", "agent": "CWFA", "date": "2026-05-25", "forecast_class": "workforce", "horizon_days": 30, "confidence": 0.76, "rm_impact_forecast": -521274, "notes": "CWFA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-CWFA-2026-05-24-1", "agent": "CWFA", "date": "2026-05-24", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.84, "rm_impact_forecast": 2288374, "notes": "CWFA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-CWFA-2026-05-23-2", "agent": "CWFA", "date": "2026-05-23", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.65, "rm_impact_forecast": -805463, "notes": "CWFA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-CWFA-2026-05-22-3", "agent": "CWFA", "date": "2026-05-22", "forecast_class": "asset", "horizon_days": 30, "confidence": 0.63, "rm_impact_forecast": -1420440, "notes": "CWFA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-CWFA-2026-05-21-4", "agent": "CWFA", "date": "2026-05-21", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.89, "rm_impact_forecast": 3152499, "notes": "CWFA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-CWFA-2026-05-20-5", "agent": "CWFA", "date": "2026-05-20", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.57, "rm_impact_forecast": 3041849, "notes": "CWFA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-CWFA-2026-05-19-6", "agent": "CWFA", "date": "2026-05-19", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.58, "rm_impact_forecast": 2119172, "notes": "CWFA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-CWFA-2026-05-18-7", "agent": "CWFA", "date": "2026-05-18", "forecast_class": "supply", "horizon_days": 7, "confidence": 0.85, "rm_impact_forecast": 5873542, "notes": "CWFA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-CWFA-2026-05-17-8", "agent": "CWFA", "date": "2026-05-17", "forecast_class": "demand", "horizon_days": 7, "confidence": 0.68, "rm_impact_forecast": 768416, "notes": "CWFA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-CWFA-2026-05-16-9", "agent": "CWFA", "date": "2026-05-16", "forecast_class": "demand", "horizon_days": 7, "confidence": 0.64, "rm_impact_forecast": 4681458, "notes": "CWFA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-CWFA-2026-05-15-10", "agent": "CWFA", "date": "2026-05-15", "forecast_class": "supply", "horizon_days": 30, "confidence": 0.8, "rm_impact_forecast": 2109663, "notes": "CWFA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-CWFA-2026-05-14-11", "agent": "CWFA", "date": "2026-05-14", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.68, "rm_impact_forecast": -160359, "notes": "CWFA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-EOQA-2026-05-25-0", "agent": "EOQA", "date": "2026-05-25", "forecast_class": "asset", "horizon_days": 30, "confidence": 0.71, "rm_impact_forecast": 3039043, "notes": "EOQA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-EOQA-2026-05-24-1", "agent": "EOQA", "date": "2026-05-24", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.83, "rm_impact_forecast": -1526573, "notes": "EOQA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-EOQA-2026-05-23-2", "agent": "EOQA", "date": "2026-05-23", "forecast_class": "asset", "horizon_days": 7, "confidence": 0.93, "rm_impact_forecast": 3170062, "notes": "EOQA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-EOQA-2026-05-22-3", "agent": "EOQA", "date": "2026-05-22", "forecast_class": "portfolio", "horizon_days": 7, "confidence": 0.68, "rm_impact_forecast": 1766819, "notes": "EOQA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-EOQA-2026-05-21-4", "agent": "EOQA", "date": "2026-05-21", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.72, "rm_impact_forecast": 4015192, "notes": "EOQA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-EOQA-2026-05-20-5", "agent": "EOQA", "date": "2026-05-20", "forecast_class": "demand", "horizon_days": 7, "confidence": 0.75, "rm_impact_forecast": 5559513, "notes": "EOQA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-EOQA-2026-05-19-6", "agent": "EOQA", "date": "2026-05-19", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.55, "rm_impact_forecast": -2142875, "notes": "EOQA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-EOQA-2026-05-18-7", "agent": "EOQA", "date": "2026-05-18", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.81, "rm_impact_forecast": 1127041, "notes": "EOQA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-EOQA-2026-05-17-8", "agent": "EOQA", "date": "2026-05-17", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.68, "rm_impact_forecast": 6130127, "notes": "EOQA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-EOQA-2026-05-16-9", "agent": "EOQA", "date": "2026-05-16", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.8, "rm_impact_forecast": 4307257, "notes": "EOQA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-EOQA-2026-05-15-10", "agent": "EOQA", "date": "2026-05-15", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.83, "rm_impact_forecast": 3752258, "notes": "EOQA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-EOQA-2026-05-14-11", "agent": "EOQA", "date": "2026-05-14", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.61, "rm_impact_forecast": 3939385, "notes": "EOQA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-OPPA-2026-05-25-0", "agent": "OPPA", "date": "2026-05-25", "forecast_class": "asset", "horizon_days": 7, "confidence": 0.76, "rm_impact_forecast": 640043, "notes": "OPPA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-OPPA-2026-05-24-1", "agent": "OPPA", "date": "2026-05-24", "forecast_class": "supply", "horizon_days": 1, "confidence": 0.67, "rm_impact_forecast": 2773273, "notes": "OPPA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-OPPA-2026-05-23-2", "agent": "OPPA", "date": "2026-05-23", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.86, "rm_impact_forecast": -912051, "notes": "OPPA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-OPPA-2026-05-22-3", "agent": "OPPA", "date": "2026-05-22", "forecast_class": "supply", "horizon_days": 7, "confidence": 0.59, "rm_impact_forecast": -952057, "notes": "OPPA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-OPPA-2026-05-21-4", "agent": "OPPA", "date": "2026-05-21", "forecast_class": "asset", "horizon_days": 1, "confidence": 0.58, "rm_impact_forecast": 1602962, "notes": "OPPA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-OPPA-2026-05-20-5", "agent": "OPPA", "date": "2026-05-20", "forecast_class": "asset", "horizon_days": 30, "confidence": 0.94, "rm_impact_forecast": -2037739, "notes": "OPPA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-OPPA-2026-05-19-6", "agent": "OPPA", "date": "2026-05-19", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.63, "rm_impact_forecast": 3998706, "notes": "OPPA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-OPPA-2026-05-18-7", "agent": "OPPA", "date": "2026-05-18", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.78, "rm_impact_forecast": -1730256, "notes": "OPPA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-OPPA-2026-05-17-8", "agent": "OPPA", "date": "2026-05-17", "forecast_class": "asset", "horizon_days": 1, "confidence": 0.92, "rm_impact_forecast": 4528856, "notes": "OPPA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-OPPA-2026-05-16-9", "agent": "OPPA", "date": "2026-05-16", "forecast_class": "portfolio", "horizon_days": 7, "confidence": 0.75, "rm_impact_forecast": 6060393, "notes": "OPPA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-OPPA-2026-05-15-10", "agent": "OPPA", "date": "2026-05-15", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.92, "rm_impact_forecast": 6153003, "notes": "OPPA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-fnb-OPPA-2026-05-14-11", "agent": "OPPA", "date": "2026-05-14", "forecast_class": "supply", "horizon_days": 30, "confidence": 0.94, "rm_impact_forecast": 3428947, "notes": "OPPA writeback for Food & Beverage Chain: forecast vs actual delta logged for nightly CSOA retraining."}