{"writeback_id": "WB-agencies-NBPA-2026-05-25-0", "agent": "NBPA", "date": "2026-05-25", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.86, "rm_impact_forecast": -1400250, "notes": "NBPA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-NBPA-2026-05-24-1", "agent": "NBPA", "date": "2026-05-24", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.6, "rm_impact_forecast": -895132, "notes": "NBPA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-NBPA-2026-05-23-2", "agent": "NBPA", "date": "2026-05-23", "forecast_class": "supply", "horizon_days": 7, "confidence": 0.86, "rm_impact_forecast": 1094056, "notes": "NBPA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-NBPA-2026-05-22-3", "agent": "NBPA", "date": "2026-05-22", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.75, "rm_impact_forecast": 489768, "notes": "NBPA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-NBPA-2026-05-21-4", "agent": "NBPA", "date": "2026-05-21", "forecast_class": "supply", "horizon_days": 7, "confidence": 0.76, "rm_impact_forecast": -2199484, "notes": "NBPA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-NBPA-2026-05-20-5", "agent": "NBPA", "date": "2026-05-20", "forecast_class": "asset", "horizon_days": 1, "confidence": 0.77, "rm_impact_forecast": 141901, "notes": "NBPA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-NBPA-2026-05-19-6", "agent": "NBPA", "date": "2026-05-19", "forecast_class": "workforce", "horizon_days": 30, "confidence": 0.73, "rm_impact_forecast": 6124968, "notes": "NBPA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-NBPA-2026-05-18-7", "agent": "NBPA", "date": "2026-05-18", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.57, "rm_impact_forecast": 5216802, "notes": "NBPA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-NBPA-2026-05-17-8", "agent": "NBPA", "date": "2026-05-17", "forecast_class": "supply", "horizon_days": 7, "confidence": 0.93, "rm_impact_forecast": 5056851, "notes": "NBPA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-NBPA-2026-05-16-9", "agent": "NBPA", "date": "2026-05-16", "forecast_class": "supply", "horizon_days": 7, "confidence": 0.59, "rm_impact_forecast": 2392109, "notes": "NBPA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-NBPA-2026-05-15-10", "agent": "NBPA", "date": "2026-05-15", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.85, "rm_impact_forecast": 1232992, "notes": "NBPA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-NBPA-2026-05-14-11", "agent": "NBPA", "date": "2026-05-14", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.92, "rm_impact_forecast": -1219492, "notes": "NBPA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-DPMA-2026-05-25-0", "agent": "DPMA", "date": "2026-05-25", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.64, "rm_impact_forecast": 1391956, "notes": "DPMA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-DPMA-2026-05-24-1", "agent": "DPMA", "date": "2026-05-24", "forecast_class": "asset", "horizon_days": 30, "confidence": 0.6, "rm_impact_forecast": 4363500, "notes": "DPMA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-DPMA-2026-05-23-2", "agent": "DPMA", "date": "2026-05-23", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.59, "rm_impact_forecast": 3159944, "notes": "DPMA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-DPMA-2026-05-22-3", "agent": "DPMA", "date": "2026-05-22", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.62, "rm_impact_forecast": 5278396, "notes": "DPMA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-DPMA-2026-05-21-4", "agent": "DPMA", "date": "2026-05-21", "forecast_class": "portfolio", "horizon_days": 30, "confidence": 0.7, "rm_impact_forecast": 832591, "notes": "DPMA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-DPMA-2026-05-20-5", "agent": "DPMA", "date": "2026-05-20", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.66, "rm_impact_forecast": 1502565, "notes": "DPMA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-DPMA-2026-05-19-6", "agent": "DPMA", "date": "2026-05-19", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.67, "rm_impact_forecast": -2088106, "notes": "DPMA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-DPMA-2026-05-18-7", "agent": "DPMA", "date": "2026-05-18", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.59, "rm_impact_forecast": 3750985, "notes": "DPMA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-DPMA-2026-05-17-8", "agent": "DPMA", "date": "2026-05-17", "forecast_class": "supply", "horizon_days": 7, "confidence": 0.93, "rm_impact_forecast": 6151872, "notes": "DPMA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-DPMA-2026-05-16-9", "agent": "DPMA", "date": "2026-05-16", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.64, "rm_impact_forecast": 4068669, "notes": "DPMA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-DPMA-2026-05-15-10", "agent": "DPMA", "date": "2026-05-15", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.59, "rm_impact_forecast": 2594198, "notes": "DPMA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-DPMA-2026-05-14-11", "agent": "DPMA", "date": "2026-05-14", "forecast_class": "portfolio", "horizon_days": 30, "confidence": 0.76, "rm_impact_forecast": 3103810, "notes": "DPMA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-CWFA-2026-05-25-0", "agent": "CWFA", "date": "2026-05-25", "forecast_class": "asset", "horizon_days": 30, "confidence": 0.76, "rm_impact_forecast": 3896347, "notes": "CWFA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-CWFA-2026-05-24-1", "agent": "CWFA", "date": "2026-05-24", "forecast_class": "portfolio", "horizon_days": 30, "confidence": 0.84, "rm_impact_forecast": 13381, "notes": "CWFA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-CWFA-2026-05-23-2", "agent": "CWFA", "date": "2026-05-23", "forecast_class": "supply", "horizon_days": 30, "confidence": 0.66, "rm_impact_forecast": 327011, "notes": "CWFA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-CWFA-2026-05-22-3", "agent": "CWFA", "date": "2026-05-22", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.94, "rm_impact_forecast": -1492678, "notes": "CWFA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-CWFA-2026-05-21-4", "agent": "CWFA", "date": "2026-05-21", "forecast_class": "asset", "horizon_days": 30, "confidence": 0.63, "rm_impact_forecast": 3965368, "notes": "CWFA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-CWFA-2026-05-20-5", "agent": "CWFA", "date": "2026-05-20", "forecast_class": "demand", "horizon_days": 7, "confidence": 0.82, "rm_impact_forecast": 2849008, "notes": "CWFA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-CWFA-2026-05-19-6", "agent": "CWFA", "date": "2026-05-19", "forecast_class": "portfolio", "horizon_days": 7, "confidence": 0.69, "rm_impact_forecast": 2986839, "notes": "CWFA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-CWFA-2026-05-18-7", "agent": "CWFA", "date": "2026-05-18", "forecast_class": "portfolio", "horizon_days": 7, "confidence": 0.63, "rm_impact_forecast": 1273517, "notes": "CWFA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-CWFA-2026-05-17-8", "agent": "CWFA", "date": "2026-05-17", "forecast_class": "supply", "horizon_days": 7, "confidence": 0.72, "rm_impact_forecast": -1153815, "notes": "CWFA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-CWFA-2026-05-16-9", "agent": "CWFA", "date": "2026-05-16", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.68, "rm_impact_forecast": 4248364, "notes": "CWFA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-CWFA-2026-05-15-10", "agent": "CWFA", "date": "2026-05-15", "forecast_class": "asset", "horizon_days": 7, "confidence": 0.63, "rm_impact_forecast": 5534530, "notes": "CWFA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-CWFA-2026-05-14-11", "agent": "CWFA", "date": "2026-05-14", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.91, "rm_impact_forecast": 2734888, "notes": "CWFA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-TSTA-2026-05-25-0", "agent": "TSTA", "date": "2026-05-25", "forecast_class": "supply", "horizon_days": 30, "confidence": 0.94, "rm_impact_forecast": 2805456, "notes": "TSTA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-TSTA-2026-05-24-1", "agent": "TSTA", "date": "2026-05-24", "forecast_class": "asset", "horizon_days": 30, "confidence": 0.92, "rm_impact_forecast": 4629568, "notes": "TSTA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-TSTA-2026-05-23-2", "agent": "TSTA", "date": "2026-05-23", "forecast_class": "supply", "horizon_days": 1, "confidence": 0.81, "rm_impact_forecast": 5993897, "notes": "TSTA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-TSTA-2026-05-22-3", "agent": "TSTA", "date": "2026-05-22", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.7, "rm_impact_forecast": 687525, "notes": "TSTA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-TSTA-2026-05-21-4", "agent": "TSTA", "date": "2026-05-21", "forecast_class": "supply", "horizon_days": 7, "confidence": 0.9, "rm_impact_forecast": -2303185, "notes": "TSTA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-TSTA-2026-05-20-5", "agent": "TSTA", "date": "2026-05-20", "forecast_class": "supply", "horizon_days": 7, "confidence": 0.66, "rm_impact_forecast": -2160102, "notes": "TSTA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-TSTA-2026-05-19-6", "agent": "TSTA", "date": "2026-05-19", "forecast_class": "portfolio", "horizon_days": 30, "confidence": 0.87, "rm_impact_forecast": 1654641, "notes": "TSTA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-TSTA-2026-05-18-7", "agent": "TSTA", "date": "2026-05-18", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.86, "rm_impact_forecast": -555986, "notes": "TSTA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-TSTA-2026-05-17-8", "agent": "TSTA", "date": "2026-05-17", "forecast_class": "supply", "horizon_days": 30, "confidence": 0.78, "rm_impact_forecast": 2027530, "notes": "TSTA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-TSTA-2026-05-16-9", "agent": "TSTA", "date": "2026-05-16", "forecast_class": "supply", "horizon_days": 7, "confidence": 0.62, "rm_impact_forecast": 2342018, "notes": "TSTA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-TSTA-2026-05-15-10", "agent": "TSTA", "date": "2026-05-15", "forecast_class": "supply", "horizon_days": 30, "confidence": 0.84, "rm_impact_forecast": -476434, "notes": "TSTA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-TSTA-2026-05-14-11", "agent": "TSTA", "date": "2026-05-14", "forecast_class": "asset", "horizon_days": 1, "confidence": 0.84, "rm_impact_forecast": 3759485, "notes": "TSTA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-APPA-2026-05-25-0", "agent": "APPA", "date": "2026-05-25", "forecast_class": "supply", "horizon_days": 7, "confidence": 0.78, "rm_impact_forecast": 230227, "notes": "APPA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-APPA-2026-05-24-1", "agent": "APPA", "date": "2026-05-24", "forecast_class": "supply", "horizon_days": 1, "confidence": 0.89, "rm_impact_forecast": 4416601, "notes": "APPA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-APPA-2026-05-23-2", "agent": "APPA", "date": "2026-05-23", "forecast_class": "supply", "horizon_days": 1, "confidence": 0.74, "rm_impact_forecast": 4076574, "notes": "APPA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-APPA-2026-05-22-3", "agent": "APPA", "date": "2026-05-22", "forecast_class": "workforce", "horizon_days": 30, "confidence": 0.89, "rm_impact_forecast": 5514091, "notes": "APPA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-APPA-2026-05-21-4", "agent": "APPA", "date": "2026-05-21", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.56, "rm_impact_forecast": -943045, "notes": "APPA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-APPA-2026-05-20-5", "agent": "APPA", "date": "2026-05-20", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.7, "rm_impact_forecast": -2258910, "notes": "APPA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-APPA-2026-05-19-6", "agent": "APPA", "date": "2026-05-19", "forecast_class": "asset", "horizon_days": 30, "confidence": 0.92, "rm_impact_forecast": -1876506, "notes": "APPA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-APPA-2026-05-18-7", "agent": "APPA", "date": "2026-05-18", "forecast_class": "supply", "horizon_days": 1, "confidence": 0.8, "rm_impact_forecast": 405894, "notes": "APPA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-APPA-2026-05-17-8", "agent": "APPA", "date": "2026-05-17", "forecast_class": "demand", "horizon_days": 7, "confidence": 0.75, "rm_impact_forecast": 3479992, "notes": "APPA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-APPA-2026-05-16-9", "agent": "APPA", "date": "2026-05-16", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.6, "rm_impact_forecast": -908213, "notes": "APPA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-APPA-2026-05-15-10", "agent": "APPA", "date": "2026-05-15", "forecast_class": "asset", "horizon_days": 7, "confidence": 0.57, "rm_impact_forecast": 3896077, "notes": "APPA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-agencies-APPA-2026-05-14-11", "agent": "APPA", "date": "2026-05-14", "forecast_class": "asset", "horizon_days": 30, "confidence": 0.78, "rm_impact_forecast": 2484803, "notes": "APPA writeback for Marketing & Creative Agency: forecast vs actual delta logged for nightly CSOA retraining."}