{"writeback_id": "WB-manufacturing-OFPA-2026-05-25-0", "agent": "OFPA", "date": "2026-05-25", "forecast_class": "asset", "horizon_days": 7, "confidence": 0.93, "rm_impact_forecast": 1369994, "notes": "OFPA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-OFPA-2026-05-24-1", "agent": "OFPA", "date": "2026-05-24", "forecast_class": "asset", "horizon_days": 7, "confidence": 0.75, "rm_impact_forecast": -1756219, "notes": "OFPA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-OFPA-2026-05-23-2", "agent": "OFPA", "date": "2026-05-23", "forecast_class": "supply", "horizon_days": 1, "confidence": 0.88, "rm_impact_forecast": 5121390, "notes": "OFPA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-OFPA-2026-05-22-3", "agent": "OFPA", "date": "2026-05-22", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.64, "rm_impact_forecast": 1843511, "notes": "OFPA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-OFPA-2026-05-21-4", "agent": "OFPA", "date": "2026-05-21", "forecast_class": "demand", "horizon_days": 7, "confidence": 0.64, "rm_impact_forecast": 5181496, "notes": "OFPA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-OFPA-2026-05-20-5", "agent": "OFPA", "date": "2026-05-20", "forecast_class": "demand", "horizon_days": 7, "confidence": 0.8, "rm_impact_forecast": 5624607, "notes": "OFPA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-OFPA-2026-05-19-6", "agent": "OFPA", "date": "2026-05-19", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.89, "rm_impact_forecast": 29086, "notes": "OFPA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-OFPA-2026-05-18-7", "agent": "OFPA", "date": "2026-05-18", "forecast_class": "asset", "horizon_days": 30, "confidence": 0.9, "rm_impact_forecast": 4901706, "notes": "OFPA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-OFPA-2026-05-17-8", "agent": "OFPA", "date": "2026-05-17", "forecast_class": "asset", "horizon_days": 30, "confidence": 0.59, "rm_impact_forecast": 2897152, "notes": "OFPA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-OFPA-2026-05-16-9", "agent": "OFPA", "date": "2026-05-16", "forecast_class": "supply", "horizon_days": 7, "confidence": 0.77, "rm_impact_forecast": 3781331, "notes": "OFPA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-OFPA-2026-05-15-10", "agent": "OFPA", "date": "2026-05-15", "forecast_class": "workforce", "horizon_days": 30, "confidence": 0.84, "rm_impact_forecast": -61738, "notes": "OFPA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-OFPA-2026-05-14-11", "agent": "OFPA", "date": "2026-05-14", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.69, "rm_impact_forecast": -506285, "notes": "OFPA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-MMSA-2026-05-25-0", "agent": "MMSA", "date": "2026-05-25", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.89, "rm_impact_forecast": 4351352, "notes": "MMSA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-MMSA-2026-05-24-1", "agent": "MMSA", "date": "2026-05-24", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.77, "rm_impact_forecast": 620249, "notes": "MMSA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-MMSA-2026-05-23-2", "agent": "MMSA", "date": "2026-05-23", "forecast_class": "demand", "horizon_days": 7, "confidence": 0.59, "rm_impact_forecast": -74490, "notes": "MMSA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-MMSA-2026-05-22-3", "agent": "MMSA", "date": "2026-05-22", "forecast_class": "asset", "horizon_days": 1, "confidence": 0.55, "rm_impact_forecast": 4432683, "notes": "MMSA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-MMSA-2026-05-21-4", "agent": "MMSA", "date": "2026-05-21", "forecast_class": "demand", "horizon_days": 7, "confidence": 0.62, "rm_impact_forecast": 2035931, "notes": "MMSA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-MMSA-2026-05-20-5", "agent": "MMSA", "date": "2026-05-20", "forecast_class": "supply", "horizon_days": 30, "confidence": 0.63, "rm_impact_forecast": -57381, "notes": "MMSA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-MMSA-2026-05-19-6", "agent": "MMSA", "date": "2026-05-19", "forecast_class": "supply", "horizon_days": 1, "confidence": 0.56, "rm_impact_forecast": 1151416, "notes": "MMSA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-MMSA-2026-05-18-7", "agent": "MMSA", "date": "2026-05-18", "forecast_class": "workforce", "horizon_days": 30, "confidence": 0.72, "rm_impact_forecast": 3723700, "notes": "MMSA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-MMSA-2026-05-17-8", "agent": "MMSA", "date": "2026-05-17", "forecast_class": "portfolio", "horizon_days": 30, "confidence": 0.64, "rm_impact_forecast": -415279, "notes": "MMSA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-MMSA-2026-05-16-9", "agent": "MMSA", "date": "2026-05-16", "forecast_class": "portfolio", "horizon_days": 30, "confidence": 0.92, "rm_impact_forecast": -2266268, "notes": "MMSA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-MMSA-2026-05-15-10", "agent": "MMSA", "date": "2026-05-15", "forecast_class": "portfolio", "horizon_days": 30, "confidence": 0.59, "rm_impact_forecast": 2398998, "notes": "MMSA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-MMSA-2026-05-14-11", "agent": "MMSA", "date": "2026-05-14", "forecast_class": "demand", "horizon_days": 7, "confidence": 0.84, "rm_impact_forecast": 6192489, "notes": "MMSA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-OWFA-2026-05-25-0", "agent": "OWFA", "date": "2026-05-25", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.61, "rm_impact_forecast": 4924663, "notes": "OWFA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-OWFA-2026-05-24-1", "agent": "OWFA", "date": "2026-05-24", "forecast_class": "asset", "horizon_days": 7, "confidence": 0.61, "rm_impact_forecast": 5209242, "notes": "OWFA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-OWFA-2026-05-23-2", "agent": "OWFA", "date": "2026-05-23", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.61, "rm_impact_forecast": 3867543, "notes": "OWFA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-OWFA-2026-05-22-3", "agent": "OWFA", "date": "2026-05-22", "forecast_class": "workforce", "horizon_days": 30, "confidence": 0.65, "rm_impact_forecast": -368976, "notes": "OWFA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-OWFA-2026-05-21-4", "agent": "OWFA", "date": "2026-05-21", "forecast_class": "demand", "horizon_days": 7, "confidence": 0.8, "rm_impact_forecast": 3347286, "notes": "OWFA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-OWFA-2026-05-20-5", "agent": "OWFA", "date": "2026-05-20", "forecast_class": "workforce", "horizon_days": 30, "confidence": 0.78, "rm_impact_forecast": 899832, "notes": "OWFA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-OWFA-2026-05-19-6", "agent": "OWFA", "date": "2026-05-19", "forecast_class": "workforce", "horizon_days": 30, "confidence": 0.66, "rm_impact_forecast": 6036824, "notes": "OWFA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-OWFA-2026-05-18-7", "agent": "OWFA", "date": "2026-05-18", "forecast_class": "asset", "horizon_days": 1, "confidence": 0.59, "rm_impact_forecast": 5982594, "notes": "OWFA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-OWFA-2026-05-17-8", "agent": "OWFA", "date": "2026-05-17", "forecast_class": "portfolio", "horizon_days": 7, "confidence": 0.91, "rm_impact_forecast": 1165798, "notes": "OWFA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-OWFA-2026-05-16-9", "agent": "OWFA", "date": "2026-05-16", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.56, "rm_impact_forecast": 3129913, "notes": "OWFA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-OWFA-2026-05-15-10", "agent": "OWFA", "date": "2026-05-15", "forecast_class": "supply", "horizon_days": 7, "confidence": 0.57, "rm_impact_forecast": 5784592, "notes": "OWFA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-OWFA-2026-05-14-11", "agent": "OWFA", "date": "2026-05-14", "forecast_class": "asset", "horizon_days": 1, "confidence": 0.74, "rm_impact_forecast": 3177623, "notes": "OWFA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-APMA-2026-05-25-0", "agent": "APMA", "date": "2026-05-25", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.86, "rm_impact_forecast": 832614, "notes": "APMA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-APMA-2026-05-24-1", "agent": "APMA", "date": "2026-05-24", "forecast_class": "supply", "horizon_days": 30, "confidence": 0.93, "rm_impact_forecast": -265086, "notes": "APMA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-APMA-2026-05-23-2", "agent": "APMA", "date": "2026-05-23", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.77, "rm_impact_forecast": 4948763, "notes": "APMA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-APMA-2026-05-22-3", "agent": "APMA", "date": "2026-05-22", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.6, "rm_impact_forecast": 5139971, "notes": "APMA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-APMA-2026-05-21-4", "agent": "APMA", "date": "2026-05-21", "forecast_class": "asset", "horizon_days": 7, "confidence": 0.88, "rm_impact_forecast": 1930523, "notes": "APMA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-APMA-2026-05-20-5", "agent": "APMA", "date": "2026-05-20", "forecast_class": "asset", "horizon_days": 30, "confidence": 0.67, "rm_impact_forecast": 3714465, "notes": "APMA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-APMA-2026-05-19-6", "agent": "APMA", "date": "2026-05-19", "forecast_class": "portfolio", "horizon_days": 30, "confidence": 0.89, "rm_impact_forecast": -35107, "notes": "APMA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-APMA-2026-05-18-7", "agent": "APMA", "date": "2026-05-18", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.73, "rm_impact_forecast": -1748302, "notes": "APMA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-APMA-2026-05-17-8", "agent": "APMA", "date": "2026-05-17", "forecast_class": "portfolio", "horizon_days": 30, "confidence": 0.56, "rm_impact_forecast": 4528069, "notes": "APMA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-APMA-2026-05-16-9", "agent": "APMA", "date": "2026-05-16", "forecast_class": "supply", "horizon_days": 7, "confidence": 0.91, "rm_impact_forecast": 861434, "notes": "APMA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-APMA-2026-05-15-10", "agent": "APMA", "date": "2026-05-15", "forecast_class": "demand", "horizon_days": 7, "confidence": 0.67, "rm_impact_forecast": 4228243, "notes": "APMA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-APMA-2026-05-14-11", "agent": "APMA", "date": "2026-05-14", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.56, "rm_impact_forecast": 2647957, "notes": "APMA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-PPLA-2026-05-25-0", "agent": "PPLA", "date": "2026-05-25", "forecast_class": "portfolio", "horizon_days": 7, "confidence": 0.72, "rm_impact_forecast": 5839212, "notes": "PPLA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-PPLA-2026-05-24-1", "agent": "PPLA", "date": "2026-05-24", "forecast_class": "asset", "horizon_days": 30, "confidence": 0.92, "rm_impact_forecast": -950156, "notes": "PPLA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-PPLA-2026-05-23-2", "agent": "PPLA", "date": "2026-05-23", "forecast_class": "supply", "horizon_days": 30, "confidence": 0.71, "rm_impact_forecast": 418120, "notes": "PPLA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-PPLA-2026-05-22-3", "agent": "PPLA", "date": "2026-05-22", "forecast_class": "supply", "horizon_days": 1, "confidence": 0.68, "rm_impact_forecast": 771362, "notes": "PPLA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-PPLA-2026-05-21-4", "agent": "PPLA", "date": "2026-05-21", "forecast_class": "portfolio", "horizon_days": 7, "confidence": 0.74, "rm_impact_forecast": 3992920, "notes": "PPLA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-PPLA-2026-05-20-5", "agent": "PPLA", "date": "2026-05-20", "forecast_class": "supply", "horizon_days": 1, "confidence": 0.72, "rm_impact_forecast": -2305851, "notes": "PPLA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-PPLA-2026-05-19-6", "agent": "PPLA", "date": "2026-05-19", "forecast_class": "asset", "horizon_days": 7, "confidence": 0.85, "rm_impact_forecast": 5394585, "notes": "PPLA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-PPLA-2026-05-18-7", "agent": "PPLA", "date": "2026-05-18", "forecast_class": "portfolio", "horizon_days": 7, "confidence": 0.84, "rm_impact_forecast": 5969638, "notes": "PPLA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-PPLA-2026-05-17-8", "agent": "PPLA", "date": "2026-05-17", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.74, "rm_impact_forecast": 3878594, "notes": "PPLA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-PPLA-2026-05-16-9", "agent": "PPLA", "date": "2026-05-16", "forecast_class": "asset", "horizon_days": 1, "confidence": 0.6, "rm_impact_forecast": -2399136, "notes": "PPLA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-PPLA-2026-05-15-10", "agent": "PPLA", "date": "2026-05-15", "forecast_class": "supply", "horizon_days": 30, "confidence": 0.79, "rm_impact_forecast": 342607, "notes": "PPLA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-manufacturing-PPLA-2026-05-14-11", "agent": "PPLA", "date": "2026-05-14", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.56, "rm_impact_forecast": -1420017, "notes": "PPLA writeback for Tier-2 EMS Manufacturer: forecast vs actual delta logged for nightly CSOA retraining."}