{"writeback_id": "WB-real-estate-DPPA-2026-05-25-0", "agent": "DPPA", "date": "2026-05-25", "forecast_class": "supply", "horizon_days": 1, "confidence": 0.69, "rm_impact_forecast": -971240, "notes": "DPPA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-DPPA-2026-05-24-1", "agent": "DPPA", "date": "2026-05-24", "forecast_class": "asset", "horizon_days": 1, "confidence": 0.55, "rm_impact_forecast": -1053761, "notes": "DPPA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-DPPA-2026-05-23-2", "agent": "DPPA", "date": "2026-05-23", "forecast_class": "portfolio", "horizon_days": 30, "confidence": 0.72, "rm_impact_forecast": 2303267, "notes": "DPPA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-DPPA-2026-05-22-3", "agent": "DPPA", "date": "2026-05-22", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.67, "rm_impact_forecast": 3596190, "notes": "DPPA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-DPPA-2026-05-21-4", "agent": "DPPA", "date": "2026-05-21", "forecast_class": "asset", "horizon_days": 30, "confidence": 0.57, "rm_impact_forecast": 6017069, "notes": "DPPA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-DPPA-2026-05-20-5", "agent": "DPPA", "date": "2026-05-20", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.65, "rm_impact_forecast": 1389371, "notes": "DPPA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-DPPA-2026-05-19-6", "agent": "DPPA", "date": "2026-05-19", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.77, "rm_impact_forecast": 3900909, "notes": "DPPA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-DPPA-2026-05-18-7", "agent": "DPPA", "date": "2026-05-18", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.85, "rm_impact_forecast": 6000471, "notes": "DPPA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-DPPA-2026-05-17-8", "agent": "DPPA", "date": "2026-05-17", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.86, "rm_impact_forecast": -2349323, "notes": "DPPA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-DPPA-2026-05-16-9", "agent": "DPPA", "date": "2026-05-16", "forecast_class": "asset", "horizon_days": 30, "confidence": 0.8, "rm_impact_forecast": 2331899, "notes": "DPPA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-DPPA-2026-05-15-10", "agent": "DPPA", "date": "2026-05-15", "forecast_class": "portfolio", "horizon_days": 7, "confidence": 0.73, "rm_impact_forecast": 6149924, "notes": "DPPA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-DPPA-2026-05-14-11", "agent": "DPPA", "date": "2026-05-14", "forecast_class": "asset", "horizon_days": 7, "confidence": 0.91, "rm_impact_forecast": 320919, "notes": "DPPA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-PSCA-2026-05-25-0", "agent": "PSCA", "date": "2026-05-25", "forecast_class": "asset", "horizon_days": 1, "confidence": 0.73, "rm_impact_forecast": 5288896, "notes": "PSCA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-PSCA-2026-05-24-1", "agent": "PSCA", "date": "2026-05-24", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.91, "rm_impact_forecast": 499292, "notes": "PSCA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-PSCA-2026-05-23-2", "agent": "PSCA", "date": "2026-05-23", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.57, "rm_impact_forecast": -471264, "notes": "PSCA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-PSCA-2026-05-22-3", "agent": "PSCA", "date": "2026-05-22", "forecast_class": "workforce", "horizon_days": 30, "confidence": 0.66, "rm_impact_forecast": 3064893, "notes": "PSCA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-PSCA-2026-05-21-4", "agent": "PSCA", "date": "2026-05-21", "forecast_class": "supply", "horizon_days": 7, "confidence": 0.6, "rm_impact_forecast": -2144909, "notes": "PSCA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-PSCA-2026-05-20-5", "agent": "PSCA", "date": "2026-05-20", "forecast_class": "workforce", "horizon_days": 30, "confidence": 0.68, "rm_impact_forecast": 645565, "notes": "PSCA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-PSCA-2026-05-19-6", "agent": "PSCA", "date": "2026-05-19", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.61, "rm_impact_forecast": 5073914, "notes": "PSCA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-PSCA-2026-05-18-7", "agent": "PSCA", "date": "2026-05-18", "forecast_class": "asset", "horizon_days": 30, "confidence": 0.91, "rm_impact_forecast": -501248, "notes": "PSCA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-PSCA-2026-05-17-8", "agent": "PSCA", "date": "2026-05-17", "forecast_class": "workforce", "horizon_days": 30, "confidence": 0.79, "rm_impact_forecast": 5945684, "notes": "PSCA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-PSCA-2026-05-16-9", "agent": "PSCA", "date": "2026-05-16", "forecast_class": "portfolio", "horizon_days": 30, "confidence": 0.95, "rm_impact_forecast": 4966991, "notes": "PSCA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-PSCA-2026-05-15-10", "agent": "PSCA", "date": "2026-05-15", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.67, "rm_impact_forecast": 4608696, "notes": "PSCA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-PSCA-2026-05-14-11", "agent": "PSCA", "date": "2026-05-14", "forecast_class": "workforce", "horizon_days": 30, "confidence": 0.88, "rm_impact_forecast": -1140614, "notes": "PSCA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-SFWA-2026-05-25-0", "agent": "SFWA", "date": "2026-05-25", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.75, "rm_impact_forecast": 2802510, "notes": "SFWA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-SFWA-2026-05-24-1", "agent": "SFWA", "date": "2026-05-24", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.94, "rm_impact_forecast": 1244360, "notes": "SFWA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-SFWA-2026-05-23-2", "agent": "SFWA", "date": "2026-05-23", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.87, "rm_impact_forecast": 219536, "notes": "SFWA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-SFWA-2026-05-22-3", "agent": "SFWA", "date": "2026-05-22", "forecast_class": "asset", "horizon_days": 30, "confidence": 0.68, "rm_impact_forecast": 2192638, "notes": "SFWA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-SFWA-2026-05-21-4", "agent": "SFWA", "date": "2026-05-21", "forecast_class": "portfolio", "horizon_days": 7, "confidence": 0.93, "rm_impact_forecast": 808522, "notes": "SFWA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-SFWA-2026-05-20-5", "agent": "SFWA", "date": "2026-05-20", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.75, "rm_impact_forecast": 4801097, "notes": "SFWA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-SFWA-2026-05-19-6", "agent": "SFWA", "date": "2026-05-19", "forecast_class": "portfolio", "horizon_days": 7, "confidence": 0.81, "rm_impact_forecast": -1823016, "notes": "SFWA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-SFWA-2026-05-18-7", "agent": "SFWA", "date": "2026-05-18", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.66, "rm_impact_forecast": 1521997, "notes": "SFWA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-SFWA-2026-05-17-8", "agent": "SFWA", "date": "2026-05-17", "forecast_class": "portfolio", "horizon_days": 7, "confidence": 0.61, "rm_impact_forecast": 3800633, "notes": "SFWA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-SFWA-2026-05-16-9", "agent": "SFWA", "date": "2026-05-16", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.76, "rm_impact_forecast": 2002187, "notes": "SFWA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-SFWA-2026-05-15-10", "agent": "SFWA", "date": "2026-05-15", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.94, "rm_impact_forecast": 1301082, "notes": "SFWA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-SFWA-2026-05-14-11", "agent": "SFWA", "date": "2026-05-14", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.72, "rm_impact_forecast": 3840241, "notes": "SFWA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-AFOA-2026-05-25-0", "agent": "AFOA", "date": "2026-05-25", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.9, "rm_impact_forecast": -1031697, "notes": "AFOA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-AFOA-2026-05-24-1", "agent": "AFOA", "date": "2026-05-24", "forecast_class": "workforce", "horizon_days": 30, "confidence": 0.58, "rm_impact_forecast": 2092320, "notes": "AFOA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-AFOA-2026-05-23-2", "agent": "AFOA", "date": "2026-05-23", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.72, "rm_impact_forecast": 47567, "notes": "AFOA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-AFOA-2026-05-22-3", "agent": "AFOA", "date": "2026-05-22", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.8, "rm_impact_forecast": 4467827, "notes": "AFOA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-AFOA-2026-05-21-4", "agent": "AFOA", "date": "2026-05-21", "forecast_class": "portfolio", "horizon_days": 30, "confidence": 0.8, "rm_impact_forecast": 4405857, "notes": "AFOA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-AFOA-2026-05-20-5", "agent": "AFOA", "date": "2026-05-20", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.73, "rm_impact_forecast": -1213725, "notes": "AFOA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-AFOA-2026-05-19-6", "agent": "AFOA", "date": "2026-05-19", "forecast_class": "portfolio", "horizon_days": 30, "confidence": 0.57, "rm_impact_forecast": 4167738, "notes": "AFOA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-AFOA-2026-05-18-7", "agent": "AFOA", "date": "2026-05-18", "forecast_class": "workforce", "horizon_days": 30, "confidence": 0.65, "rm_impact_forecast": 1520120, "notes": "AFOA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-AFOA-2026-05-17-8", "agent": "AFOA", "date": "2026-05-17", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.9, "rm_impact_forecast": 4109177, "notes": "AFOA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-AFOA-2026-05-16-9", "agent": "AFOA", "date": "2026-05-16", "forecast_class": "workforce", "horizon_days": 30, "confidence": 0.78, "rm_impact_forecast": 75283, "notes": "AFOA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-AFOA-2026-05-15-10", "agent": "AFOA", "date": "2026-05-15", "forecast_class": "portfolio", "horizon_days": 7, "confidence": 0.89, "rm_impact_forecast": 4660117, "notes": "AFOA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-AFOA-2026-05-14-11", "agent": "AFOA", "date": "2026-05-14", "forecast_class": "asset", "horizon_days": 7, "confidence": 0.71, "rm_impact_forecast": 4831164, "notes": "AFOA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-PPPA-2026-05-25-0", "agent": "PPPA", "date": "2026-05-25", "forecast_class": "supply", "horizon_days": 30, "confidence": 0.72, "rm_impact_forecast": 2511613, "notes": "PPPA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-PPPA-2026-05-24-1", "agent": "PPPA", "date": "2026-05-24", "forecast_class": "demand", "horizon_days": 7, "confidence": 0.56, "rm_impact_forecast": -1952478, "notes": "PPPA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-PPPA-2026-05-23-2", "agent": "PPPA", "date": "2026-05-23", "forecast_class": "supply", "horizon_days": 1, "confidence": 0.79, "rm_impact_forecast": 3803714, "notes": "PPPA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-PPPA-2026-05-22-3", "agent": "PPPA", "date": "2026-05-22", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.6, "rm_impact_forecast": 4007687, "notes": "PPPA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-PPPA-2026-05-21-4", "agent": "PPPA", "date": "2026-05-21", "forecast_class": "portfolio", "horizon_days": 30, "confidence": 0.89, "rm_impact_forecast": 4721445, "notes": "PPPA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-PPPA-2026-05-20-5", "agent": "PPPA", "date": "2026-05-20", "forecast_class": "supply", "horizon_days": 30, "confidence": 0.55, "rm_impact_forecast": 4419606, "notes": "PPPA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-PPPA-2026-05-19-6", "agent": "PPPA", "date": "2026-05-19", "forecast_class": "workforce", "horizon_days": 30, "confidence": 0.82, "rm_impact_forecast": 4292246, "notes": "PPPA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-PPPA-2026-05-18-7", "agent": "PPPA", "date": "2026-05-18", "forecast_class": "supply", "horizon_days": 30, "confidence": 0.59, "rm_impact_forecast": 3101133, "notes": "PPPA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-PPPA-2026-05-17-8", "agent": "PPPA", "date": "2026-05-17", "forecast_class": "supply", "horizon_days": 1, "confidence": 0.65, "rm_impact_forecast": 4830955, "notes": "PPPA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-PPPA-2026-05-16-9", "agent": "PPPA", "date": "2026-05-16", "forecast_class": "portfolio", "horizon_days": 7, "confidence": 0.69, "rm_impact_forecast": 3513091, "notes": "PPPA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-PPPA-2026-05-15-10", "agent": "PPPA", "date": "2026-05-15", "forecast_class": "demand", "horizon_days": 7, "confidence": 0.87, "rm_impact_forecast": 2269770, "notes": "PPPA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-real-estate-PPPA-2026-05-14-11", "agent": "PPPA", "date": "2026-05-14", "forecast_class": "demand", "horizon_days": 7, "confidence": 0.63, "rm_impact_forecast": 1789960, "notes": "PPPA writeback for Property Developer: forecast vs actual delta logged for nightly CSOA retraining."}
