{"writeback_id": "WB-construction-TBPA-2026-05-25-0", "agent": "TBPA", "date": "2026-05-25", "forecast_class": "workforce", "horizon_days": 30, "confidence": 0.83, "rm_impact_forecast": -1946821, "notes": "TBPA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-TBPA-2026-05-24-1", "agent": "TBPA", "date": "2026-05-24", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.56, "rm_impact_forecast": 3138963, "notes": "TBPA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-TBPA-2026-05-23-2", "agent": "TBPA", "date": "2026-05-23", "forecast_class": "portfolio", "horizon_days": 7, "confidence": 0.85, "rm_impact_forecast": 5845941, "notes": "TBPA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-TBPA-2026-05-22-3", "agent": "TBPA", "date": "2026-05-22", "forecast_class": "supply", "horizon_days": 1, "confidence": 0.59, "rm_impact_forecast": -946979, "notes": "TBPA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-TBPA-2026-05-21-4", "agent": "TBPA", "date": "2026-05-21", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.68, "rm_impact_forecast": 477595, "notes": "TBPA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-TBPA-2026-05-20-5", "agent": "TBPA", "date": "2026-05-20", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.64, "rm_impact_forecast": 2097039, "notes": "TBPA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-TBPA-2026-05-19-6", "agent": "TBPA", "date": "2026-05-19", "forecast_class": "portfolio", "horizon_days": 7, "confidence": 0.66, "rm_impact_forecast": 4553518, "notes": "TBPA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-TBPA-2026-05-18-7", "agent": "TBPA", "date": "2026-05-18", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.76, "rm_impact_forecast": 3215686, "notes": "TBPA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-TBPA-2026-05-17-8", "agent": "TBPA", "date": "2026-05-17", "forecast_class": "asset", "horizon_days": 7, "confidence": 0.86, "rm_impact_forecast": -669270, "notes": "TBPA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-TBPA-2026-05-16-9", "agent": "TBPA", "date": "2026-05-16", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.75, "rm_impact_forecast": 2831035, "notes": "TBPA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-TBPA-2026-05-15-10", "agent": "TBPA", "date": "2026-05-15", "forecast_class": "asset", "horizon_days": 1, "confidence": 0.92, "rm_impact_forecast": 4774319, "notes": "TBPA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-TBPA-2026-05-14-11", "agent": "TBPA", "date": "2026-05-14", "forecast_class": "asset", "horizon_days": 7, "confidence": 0.64, "rm_impact_forecast": 5367452, "notes": "TBPA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-MSLA-2026-05-25-0", "agent": "MSLA", "date": "2026-05-25", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.71, "rm_impact_forecast": 966292, "notes": "MSLA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-MSLA-2026-05-24-1", "agent": "MSLA", "date": "2026-05-24", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.92, "rm_impact_forecast": 3930337, "notes": "MSLA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-MSLA-2026-05-23-2", "agent": "MSLA", "date": "2026-05-23", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.73, "rm_impact_forecast": -439427, "notes": "MSLA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-MSLA-2026-05-22-3", "agent": "MSLA", "date": "2026-05-22", "forecast_class": "supply", "horizon_days": 7, "confidence": 0.86, "rm_impact_forecast": 1465572, "notes": "MSLA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-MSLA-2026-05-21-4", "agent": "MSLA", "date": "2026-05-21", "forecast_class": "asset", "horizon_days": 30, "confidence": 0.61, "rm_impact_forecast": 3037103, "notes": "MSLA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-MSLA-2026-05-20-5", "agent": "MSLA", "date": "2026-05-20", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.9, "rm_impact_forecast": 1546919, "notes": "MSLA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-MSLA-2026-05-19-6", "agent": "MSLA", "date": "2026-05-19", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.6, "rm_impact_forecast": 2444042, "notes": "MSLA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-MSLA-2026-05-18-7", "agent": "MSLA", "date": "2026-05-18", "forecast_class": "demand", "horizon_days": 7, "confidence": 0.68, "rm_impact_forecast": 3676620, "notes": "MSLA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-MSLA-2026-05-17-8", "agent": "MSLA", "date": "2026-05-17", "forecast_class": "supply", "horizon_days": 1, "confidence": 0.8, "rm_impact_forecast": -341783, "notes": "MSLA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-MSLA-2026-05-16-9", "agent": "MSLA", "date": "2026-05-16", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.75, "rm_impact_forecast": -1068938, "notes": "MSLA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-MSLA-2026-05-15-10", "agent": "MSLA", "date": "2026-05-15", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.74, "rm_impact_forecast": 5595335, "notes": "MSLA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-MSLA-2026-05-14-11", "agent": "MSLA", "date": "2026-05-14", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.65, "rm_impact_forecast": 523717, "notes": "MSLA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-SCWFA-2026-05-25-0", "agent": "SCWFA", "date": "2026-05-25", "forecast_class": "supply", "horizon_days": 30, "confidence": 0.59, "rm_impact_forecast": -1128418, "notes": "SCWFA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-SCWFA-2026-05-24-1", "agent": "SCWFA", "date": "2026-05-24", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.94, "rm_impact_forecast": -1782605, "notes": "SCWFA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-SCWFA-2026-05-23-2", "agent": "SCWFA", "date": "2026-05-23", "forecast_class": "asset", "horizon_days": 7, "confidence": 0.56, "rm_impact_forecast": 2108923, "notes": "SCWFA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-SCWFA-2026-05-22-3", "agent": "SCWFA", "date": "2026-05-22", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.66, "rm_impact_forecast": -638949, "notes": "SCWFA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-SCWFA-2026-05-21-4", "agent": "SCWFA", "date": "2026-05-21", "forecast_class": "demand", "horizon_days": 7, "confidence": 0.84, "rm_impact_forecast": 2386531, "notes": "SCWFA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-SCWFA-2026-05-20-5", "agent": "SCWFA", "date": "2026-05-20", "forecast_class": "supply", "horizon_days": 30, "confidence": 0.92, "rm_impact_forecast": -2212327, "notes": "SCWFA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-SCWFA-2026-05-19-6", "agent": "SCWFA", "date": "2026-05-19", "forecast_class": "asset", "horizon_days": 7, "confidence": 0.86, "rm_impact_forecast": -436162, "notes": "SCWFA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-SCWFA-2026-05-18-7", "agent": "SCWFA", "date": "2026-05-18", "forecast_class": "asset", "horizon_days": 7, "confidence": 0.6, "rm_impact_forecast": -2109398, "notes": "SCWFA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-SCWFA-2026-05-17-8", "agent": "SCWFA", "date": "2026-05-17", "forecast_class": "portfolio", "horizon_days": 7, "confidence": 0.78, "rm_impact_forecast": -1353039, "notes": "SCWFA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-SCWFA-2026-05-16-9", "agent": "SCWFA", "date": "2026-05-16", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.76, "rm_impact_forecast": -773132, "notes": "SCWFA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-SCWFA-2026-05-15-10", "agent": "SCWFA", "date": "2026-05-15", "forecast_class": "asset", "horizon_days": 1, "confidence": 0.76, "rm_impact_forecast": 2882446, "notes": "SCWFA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-SCWFA-2026-05-14-11", "agent": "SCWFA", "date": "2026-05-14", "forecast_class": "supply", "horizon_days": 1, "confidence": 0.74, "rm_impact_forecast": 1699928, "notes": "SCWFA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-APMA-2026-05-25-0", "agent": "APMA", "date": "2026-05-25", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.59, "rm_impact_forecast": 4561499, "notes": "APMA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-APMA-2026-05-24-1", "agent": "APMA", "date": "2026-05-24", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.73, "rm_impact_forecast": 4829447, "notes": "APMA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-APMA-2026-05-23-2", "agent": "APMA", "date": "2026-05-23", "forecast_class": "workforce", "horizon_days": 30, "confidence": 0.8, "rm_impact_forecast": -760414, "notes": "APMA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-APMA-2026-05-22-3", "agent": "APMA", "date": "2026-05-22", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.79, "rm_impact_forecast": 6070027, "notes": "APMA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-APMA-2026-05-21-4", "agent": "APMA", "date": "2026-05-21", "forecast_class": "asset", "horizon_days": 7, "confidence": 0.67, "rm_impact_forecast": 4662946, "notes": "APMA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-APMA-2026-05-20-5", "agent": "APMA", "date": "2026-05-20", "forecast_class": "demand", "horizon_days": 7, "confidence": 0.66, "rm_impact_forecast": 4408810, "notes": "APMA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-APMA-2026-05-19-6", "agent": "APMA", "date": "2026-05-19", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.56, "rm_impact_forecast": 1735980, "notes": "APMA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-APMA-2026-05-18-7", "agent": "APMA", "date": "2026-05-18", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.61, "rm_impact_forecast": 2125963, "notes": "APMA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-APMA-2026-05-17-8", "agent": "APMA", "date": "2026-05-17", "forecast_class": "asset", "horizon_days": 30, "confidence": 0.73, "rm_impact_forecast": -1750860, "notes": "APMA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-APMA-2026-05-16-9", "agent": "APMA", "date": "2026-05-16", "forecast_class": "workforce", "horizon_days": 30, "confidence": 0.87, "rm_impact_forecast": 1688925, "notes": "APMA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-APMA-2026-05-15-10", "agent": "APMA", "date": "2026-05-15", "forecast_class": "asset", "horizon_days": 1, "confidence": 0.79, "rm_impact_forecast": 623534, "notes": "APMA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-APMA-2026-05-14-11", "agent": "APMA", "date": "2026-05-14", "forecast_class": "portfolio", "horizon_days": 7, "confidence": 0.84, "rm_impact_forecast": 5405912, "notes": "APMA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-PPPA-2026-05-25-0", "agent": "PPPA", "date": "2026-05-25", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.65, "rm_impact_forecast": 2132916, "notes": "PPPA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-PPPA-2026-05-24-1", "agent": "PPPA", "date": "2026-05-24", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.66, "rm_impact_forecast": 6113358, "notes": "PPPA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-PPPA-2026-05-23-2", "agent": "PPPA", "date": "2026-05-23", "forecast_class": "asset", "horizon_days": 1, "confidence": 0.56, "rm_impact_forecast": 5008315, "notes": "PPPA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-PPPA-2026-05-22-3", "agent": "PPPA", "date": "2026-05-22", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.79, "rm_impact_forecast": -332463, "notes": "PPPA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-PPPA-2026-05-21-4", "agent": "PPPA", "date": "2026-05-21", "forecast_class": "asset", "horizon_days": 7, "confidence": 0.83, "rm_impact_forecast": -1599986, "notes": "PPPA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-PPPA-2026-05-20-5", "agent": "PPPA", "date": "2026-05-20", "forecast_class": "asset", "horizon_days": 1, "confidence": 0.72, "rm_impact_forecast": -1928618, "notes": "PPPA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-PPPA-2026-05-19-6", "agent": "PPPA", "date": "2026-05-19", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.65, "rm_impact_forecast": 5984943, "notes": "PPPA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-PPPA-2026-05-18-7", "agent": "PPPA", "date": "2026-05-18", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.91, "rm_impact_forecast": 5502400, "notes": "PPPA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-PPPA-2026-05-17-8", "agent": "PPPA", "date": "2026-05-17", "forecast_class": "asset", "horizon_days": 7, "confidence": 0.61, "rm_impact_forecast": -1356204, "notes": "PPPA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-PPPA-2026-05-16-9", "agent": "PPPA", "date": "2026-05-16", "forecast_class": "asset", "horizon_days": 30, "confidence": 0.9, "rm_impact_forecast": 31675, "notes": "PPPA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-PPPA-2026-05-15-10", "agent": "PPPA", "date": "2026-05-15", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.8, "rm_impact_forecast": 227074, "notes": "PPPA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-construction-PPPA-2026-05-14-11", "agent": "PPPA", "date": "2026-05-14", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.89, "rm_impact_forecast": -1614135, "notes": "PPPA writeback for Construction & EPC Contractor: forecast vs actual delta logged for nightly CSOA retraining."}