{"writeback_id": "WB-professional-services-PIPA-2026-05-25-0", "agent": "PIPA", "date": "2026-05-25", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.8, "rm_impact_forecast": 1986301, "notes": "PIPA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-PIPA-2026-05-24-1", "agent": "PIPA", "date": "2026-05-24", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.84, "rm_impact_forecast": 1163732, "notes": "PIPA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-PIPA-2026-05-23-2", "agent": "PIPA", "date": "2026-05-23", "forecast_class": "asset", "horizon_days": 30, "confidence": 0.83, "rm_impact_forecast": 1024030, "notes": "PIPA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-PIPA-2026-05-22-3", "agent": "PIPA", "date": "2026-05-22", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.83, "rm_impact_forecast": 5853251, "notes": "PIPA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-PIPA-2026-05-21-4", "agent": "PIPA", "date": "2026-05-21", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.7, "rm_impact_forecast": -2386658, "notes": "PIPA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-PIPA-2026-05-20-5", "agent": "PIPA", "date": "2026-05-20", "forecast_class": "asset", "horizon_days": 1, "confidence": 0.94, "rm_impact_forecast": -1691544, "notes": "PIPA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-PIPA-2026-05-19-6", "agent": "PIPA", "date": "2026-05-19", "forecast_class": "asset", "horizon_days": 1, "confidence": 0.8, "rm_impact_forecast": 4573427, "notes": "PIPA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-PIPA-2026-05-18-7", "agent": "PIPA", "date": "2026-05-18", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.71, "rm_impact_forecast": 5606646, "notes": "PIPA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-PIPA-2026-05-17-8", "agent": "PIPA", "date": "2026-05-17", "forecast_class": "asset", "horizon_days": 7, "confidence": 0.8, "rm_impact_forecast": -62139, "notes": "PIPA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-PIPA-2026-05-16-9", "agent": "PIPA", "date": "2026-05-16", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.76, "rm_impact_forecast": 4530028, "notes": "PIPA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-PIPA-2026-05-15-10", "agent": "PIPA", "date": "2026-05-15", "forecast_class": "portfolio", "horizon_days": 7, "confidence": 0.59, "rm_impact_forecast": 3767265, "notes": "PIPA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-PIPA-2026-05-14-11", "agent": "PIPA", "date": "2026-05-14", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.92, "rm_impact_forecast": 305774, "notes": "PIPA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-DEPA-2026-05-25-0", "agent": "DEPA", "date": "2026-05-25", "forecast_class": "asset", "horizon_days": 7, "confidence": 0.72, "rm_impact_forecast": 2837843, "notes": "DEPA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-DEPA-2026-05-24-1", "agent": "DEPA", "date": "2026-05-24", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.89, "rm_impact_forecast": -258933, "notes": "DEPA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-DEPA-2026-05-23-2", "agent": "DEPA", "date": "2026-05-23", "forecast_class": "supply", "horizon_days": 7, "confidence": 0.74, "rm_impact_forecast": 1949905, "notes": "DEPA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-DEPA-2026-05-22-3", "agent": "DEPA", "date": "2026-05-22", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.8, "rm_impact_forecast": 5693087, "notes": "DEPA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-DEPA-2026-05-21-4", "agent": "DEPA", "date": "2026-05-21", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.65, "rm_impact_forecast": 4373967, "notes": "DEPA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-DEPA-2026-05-20-5", "agent": "DEPA", "date": "2026-05-20", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.59, "rm_impact_forecast": -965665, "notes": "DEPA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-DEPA-2026-05-19-6", "agent": "DEPA", "date": "2026-05-19", "forecast_class": "asset", "horizon_days": 7, "confidence": 0.62, "rm_impact_forecast": 189066, "notes": "DEPA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-DEPA-2026-05-18-7", "agent": "DEPA", "date": "2026-05-18", "forecast_class": "asset", "horizon_days": 7, "confidence": 0.58, "rm_impact_forecast": 5237345, "notes": "DEPA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-DEPA-2026-05-17-8", "agent": "DEPA", "date": "2026-05-17", "forecast_class": "portfolio", "horizon_days": 30, "confidence": 0.7, "rm_impact_forecast": 4464687, "notes": "DEPA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-DEPA-2026-05-16-9", "agent": "DEPA", "date": "2026-05-16", "forecast_class": "asset", "horizon_days": 30, "confidence": 0.7, "rm_impact_forecast": -571755, "notes": "DEPA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-DEPA-2026-05-15-10", "agent": "DEPA", "date": "2026-05-15", "forecast_class": "asset", "horizon_days": 30, "confidence": 0.65, "rm_impact_forecast": 4838859, "notes": "DEPA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-DEPA-2026-05-14-11", "agent": "DEPA", "date": "2026-05-14", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.69, "rm_impact_forecast": 4434996, "notes": "DEPA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-TWPA-2026-05-25-0", "agent": "TWPA", "date": "2026-05-25", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.75, "rm_impact_forecast": 3924903, "notes": "TWPA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-TWPA-2026-05-24-1", "agent": "TWPA", "date": "2026-05-24", "forecast_class": "asset", "horizon_days": 1, "confidence": 0.67, "rm_impact_forecast": 5355616, "notes": "TWPA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-TWPA-2026-05-23-2", "agent": "TWPA", "date": "2026-05-23", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.87, "rm_impact_forecast": 3905908, "notes": "TWPA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-TWPA-2026-05-22-3", "agent": "TWPA", "date": "2026-05-22", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.75, "rm_impact_forecast": -602557, "notes": "TWPA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-TWPA-2026-05-21-4", "agent": "TWPA", "date": "2026-05-21", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.82, "rm_impact_forecast": 4357234, "notes": "TWPA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-TWPA-2026-05-20-5", "agent": "TWPA", "date": "2026-05-20", "forecast_class": "portfolio", "horizon_days": 7, "confidence": 0.66, "rm_impact_forecast": 3068370, "notes": "TWPA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-TWPA-2026-05-19-6", "agent": "TWPA", "date": "2026-05-19", "forecast_class": "portfolio", "horizon_days": 30, "confidence": 0.66, "rm_impact_forecast": 5467783, "notes": "TWPA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-TWPA-2026-05-18-7", "agent": "TWPA", "date": "2026-05-18", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.75, "rm_impact_forecast": 1889058, "notes": "TWPA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-TWPA-2026-05-17-8", "agent": "TWPA", "date": "2026-05-17", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.57, "rm_impact_forecast": -1885891, "notes": "TWPA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-TWPA-2026-05-16-9", "agent": "TWPA", "date": "2026-05-16", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.56, "rm_impact_forecast": 1023085, "notes": "TWPA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-TWPA-2026-05-15-10", "agent": "TWPA", "date": "2026-05-15", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.93, "rm_impact_forecast": 27850, "notes": "TWPA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-TWPA-2026-05-14-11", "agent": "TWPA", "date": "2026-05-14", "forecast_class": "demand", "horizon_days": 7, "confidence": 0.93, "rm_impact_forecast": 1529117, "notes": "TWPA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-TKMA-2026-05-25-0", "agent": "TKMA", "date": "2026-05-25", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.61, "rm_impact_forecast": -2137598, "notes": "TKMA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-TKMA-2026-05-24-1", "agent": "TKMA", "date": "2026-05-24", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.8, "rm_impact_forecast": 1227139, "notes": "TKMA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-TKMA-2026-05-23-2", "agent": "TKMA", "date": "2026-05-23", "forecast_class": "demand", "horizon_days": 7, "confidence": 0.55, "rm_impact_forecast": 4624936, "notes": "TKMA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-TKMA-2026-05-22-3", "agent": "TKMA", "date": "2026-05-22", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.93, "rm_impact_forecast": -1376435, "notes": "TKMA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-TKMA-2026-05-21-4", "agent": "TKMA", "date": "2026-05-21", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.62, "rm_impact_forecast": 1439191, "notes": "TKMA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-TKMA-2026-05-20-5", "agent": "TKMA", "date": "2026-05-20", "forecast_class": "supply", "horizon_days": 1, "confidence": 0.74, "rm_impact_forecast": 4829520, "notes": "TKMA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-TKMA-2026-05-19-6", "agent": "TKMA", "date": "2026-05-19", "forecast_class": "asset", "horizon_days": 1, "confidence": 0.82, "rm_impact_forecast": 18170, "notes": "TKMA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-TKMA-2026-05-18-7", "agent": "TKMA", "date": "2026-05-18", "forecast_class": "portfolio", "horizon_days": 7, "confidence": 0.63, "rm_impact_forecast": 247409, "notes": "TKMA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-TKMA-2026-05-17-8", "agent": "TKMA", "date": "2026-05-17", "forecast_class": "supply", "horizon_days": 30, "confidence": 0.8, "rm_impact_forecast": 2049458, "notes": "TKMA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-TKMA-2026-05-16-9", "agent": "TKMA", "date": "2026-05-16", "forecast_class": "supply", "horizon_days": 30, "confidence": 0.78, "rm_impact_forecast": -1541638, "notes": "TKMA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-TKMA-2026-05-15-10", "agent": "TKMA", "date": "2026-05-15", "forecast_class": "asset", "horizon_days": 7, "confidence": 0.64, "rm_impact_forecast": -1260070, "notes": "TKMA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-TKMA-2026-05-14-11", "agent": "TKMA", "date": "2026-05-14", "forecast_class": "asset", "horizon_days": 1, "confidence": 0.95, "rm_impact_forecast": 3550622, "notes": "TKMA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-CPPA-2026-05-25-0", "agent": "CPPA", "date": "2026-05-25", "forecast_class": "supply", "horizon_days": 1, "confidence": 0.68, "rm_impact_forecast": 4327646, "notes": "CPPA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-CPPA-2026-05-24-1", "agent": "CPPA", "date": "2026-05-24", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.73, "rm_impact_forecast": 2867949, "notes": "CPPA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-CPPA-2026-05-23-2", "agent": "CPPA", "date": "2026-05-23", "forecast_class": "supply", "horizon_days": 30, "confidence": 0.84, "rm_impact_forecast": 5187174, "notes": "CPPA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-CPPA-2026-05-22-3", "agent": "CPPA", "date": "2026-05-22", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.57, "rm_impact_forecast": -1132969, "notes": "CPPA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-CPPA-2026-05-21-4", "agent": "CPPA", "date": "2026-05-21", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.57, "rm_impact_forecast": 550339, "notes": "CPPA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-CPPA-2026-05-20-5", "agent": "CPPA", "date": "2026-05-20", "forecast_class": "asset", "horizon_days": 30, "confidence": 0.6, "rm_impact_forecast": 3061797, "notes": "CPPA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-CPPA-2026-05-19-6", "agent": "CPPA", "date": "2026-05-19", "forecast_class": "asset", "horizon_days": 1, "confidence": 0.94, "rm_impact_forecast": 5193806, "notes": "CPPA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-CPPA-2026-05-18-7", "agent": "CPPA", "date": "2026-05-18", "forecast_class": "asset", "horizon_days": 1, "confidence": 0.75, "rm_impact_forecast": -2201734, "notes": "CPPA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-CPPA-2026-05-17-8", "agent": "CPPA", "date": "2026-05-17", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.6, "rm_impact_forecast": 2917783, "notes": "CPPA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-CPPA-2026-05-16-9", "agent": "CPPA", "date": "2026-05-16", "forecast_class": "supply", "horizon_days": 7, "confidence": 0.62, "rm_impact_forecast": -661763, "notes": "CPPA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-CPPA-2026-05-15-10", "agent": "CPPA", "date": "2026-05-15", "forecast_class": "portfolio", "horizon_days": 7, "confidence": 0.92, "rm_impact_forecast": 3905143, "notes": "CPPA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-professional-services-CPPA-2026-05-14-11", "agent": "CPPA", "date": "2026-05-14", "forecast_class": "portfolio", "horizon_days": 7, "confidence": 0.76, "rm_impact_forecast": 1061509, "notes": "CPPA writeback for Professional Services Firm: forecast vs actual delta logged for nightly CSOA retraining."}