{"writeback_id": "WB-startups-GMPA-2026-05-25-0", "agent": "GMPA", "date": "2026-05-25", "forecast_class": "supply", "horizon_days": 1, "confidence": 0.78, "rm_impact_forecast": -1877096, "notes": "GMPA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
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{"writeback_id": "WB-startups-GMPA-2026-05-23-2", "agent": "GMPA", "date": "2026-05-23", "forecast_class": "portfolio", "horizon_days": 30, "confidence": 0.65, "rm_impact_forecast": -415435, "notes": "GMPA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-GMPA-2026-05-22-3", "agent": "GMPA", "date": "2026-05-22", "forecast_class": "supply", "horizon_days": 7, "confidence": 0.62, "rm_impact_forecast": -2103775, "notes": "GMPA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-GMPA-2026-05-21-4", "agent": "GMPA", "date": "2026-05-21", "forecast_class": "asset", "horizon_days": 7, "confidence": 0.72, "rm_impact_forecast": 1165264, "notes": "GMPA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-GMPA-2026-05-20-5", "agent": "GMPA", "date": "2026-05-20", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.91, "rm_impact_forecast": 5516614, "notes": "GMPA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-GMPA-2026-05-19-6", "agent": "GMPA", "date": "2026-05-19", "forecast_class": "supply", "horizon_days": 1, "confidence": 0.7, "rm_impact_forecast": 3045000, "notes": "GMPA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-GMPA-2026-05-18-7", "agent": "GMPA", "date": "2026-05-18", "forecast_class": "asset", "horizon_days": 30, "confidence": 0.93, "rm_impact_forecast": -2276232, "notes": "GMPA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-GMPA-2026-05-17-8", "agent": "GMPA", "date": "2026-05-17", "forecast_class": "asset", "horizon_days": 30, "confidence": 0.85, "rm_impact_forecast": 2001814, "notes": "GMPA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-GMPA-2026-05-16-9", "agent": "GMPA", "date": "2026-05-16", "forecast_class": "portfolio", "horizon_days": 7, "confidence": 0.76, "rm_impact_forecast": 26373, "notes": "GMPA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-GMPA-2026-05-15-10", "agent": "GMPA", "date": "2026-05-15", "forecast_class": "portfolio", "horizon_days": 7, "confidence": 0.93, "rm_impact_forecast": -610719, "notes": "GMPA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-GMPA-2026-05-14-11", "agent": "GMPA", "date": "2026-05-14", "forecast_class": "supply", "horizon_days": 30, "confidence": 0.9, "rm_impact_forecast": 1223982, "notes": "GMPA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-PEDA-2026-05-25-0", "agent": "PEDA", "date": "2026-05-25", "forecast_class": "supply", "horizon_days": 1, "confidence": 0.84, "rm_impact_forecast": 1112179, "notes": "PEDA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-PEDA-2026-05-24-1", "agent": "PEDA", "date": "2026-05-24", "forecast_class": "supply", "horizon_days": 1, "confidence": 0.57, "rm_impact_forecast": 2002904, "notes": "PEDA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-PEDA-2026-05-23-2", "agent": "PEDA", "date": "2026-05-23", "forecast_class": "supply", "horizon_days": 7, "confidence": 0.89, "rm_impact_forecast": -170322, "notes": "PEDA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-PEDA-2026-05-22-3", "agent": "PEDA", "date": "2026-05-22", "forecast_class": "asset", "horizon_days": 1, "confidence": 0.91, "rm_impact_forecast": 2412999, "notes": "PEDA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-PEDA-2026-05-21-4", "agent": "PEDA", "date": "2026-05-21", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.7, "rm_impact_forecast": -1555027, "notes": "PEDA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-PEDA-2026-05-20-5", "agent": "PEDA", "date": "2026-05-20", "forecast_class": "demand", "horizon_days": 7, "confidence": 0.71, "rm_impact_forecast": -448720, "notes": "PEDA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-PEDA-2026-05-19-6", "agent": "PEDA", "date": "2026-05-19", "forecast_class": "asset", "horizon_days": 30, "confidence": 0.6, "rm_impact_forecast": 1797053, "notes": "PEDA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-PEDA-2026-05-18-7", "agent": "PEDA", "date": "2026-05-18", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.63, "rm_impact_forecast": -1216034, "notes": "PEDA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-PEDA-2026-05-17-8", "agent": "PEDA", "date": "2026-05-17", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.69, "rm_impact_forecast": -1622625, "notes": "PEDA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-PEDA-2026-05-16-9", "agent": "PEDA", "date": "2026-05-16", "forecast_class": "supply", "horizon_days": 1, "confidence": 0.74, "rm_impact_forecast": 3022606, "notes": "PEDA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-PEDA-2026-05-15-10", "agent": "PEDA", "date": "2026-05-15", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.73, "rm_impact_forecast": -440295, "notes": "PEDA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-PEDA-2026-05-14-11", "agent": "PEDA", "date": "2026-05-14", "forecast_class": "asset", "horizon_days": 1, "confidence": 0.83, "rm_impact_forecast": 1726752, "notes": "PEDA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-TWFA-2026-05-25-0", "agent": "TWFA", "date": "2026-05-25", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.7, "rm_impact_forecast": -2097968, "notes": "TWFA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-TWFA-2026-05-24-1", "agent": "TWFA", "date": "2026-05-24", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.68, "rm_impact_forecast": 4855165, "notes": "TWFA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-TWFA-2026-05-23-2", "agent": "TWFA", "date": "2026-05-23", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.89, "rm_impact_forecast": -1114796, "notes": "TWFA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-TWFA-2026-05-22-3", "agent": "TWFA", "date": "2026-05-22", "forecast_class": "asset", "horizon_days": 30, "confidence": 0.94, "rm_impact_forecast": 448884, "notes": "TWFA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-TWFA-2026-05-21-4", "agent": "TWFA", "date": "2026-05-21", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.78, "rm_impact_forecast": 4134502, "notes": "TWFA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-TWFA-2026-05-20-5", "agent": "TWFA", "date": "2026-05-20", "forecast_class": "portfolio", "horizon_days": 30, "confidence": 0.91, "rm_impact_forecast": 2893753, "notes": "TWFA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-TWFA-2026-05-19-6", "agent": "TWFA", "date": "2026-05-19", "forecast_class": "asset", "horizon_days": 7, "confidence": 0.72, "rm_impact_forecast": 4729110, "notes": "TWFA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-TWFA-2026-05-18-7", "agent": "TWFA", "date": "2026-05-18", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.85, "rm_impact_forecast": 2420602, "notes": "TWFA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-TWFA-2026-05-17-8", "agent": "TWFA", "date": "2026-05-17", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.56, "rm_impact_forecast": -2210197, "notes": "TWFA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-TWFA-2026-05-16-9", "agent": "TWFA", "date": "2026-05-16", "forecast_class": "asset", "horizon_days": 7, "confidence": 0.88, "rm_impact_forecast": 4968865, "notes": "TWFA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-TWFA-2026-05-15-10", "agent": "TWFA", "date": "2026-05-15", "forecast_class": "supply", "horizon_days": 7, "confidence": 0.77, "rm_impact_forecast": 3008781, "notes": "TWFA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-TWFA-2026-05-14-11", "agent": "TWFA", "date": "2026-05-14", "forecast_class": "demand", "horizon_days": 7, "confidence": 0.93, "rm_impact_forecast": -894484, "notes": "TWFA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-FROA-2026-05-25-0", "agent": "FROA", "date": "2026-05-25", "forecast_class": "supply", "horizon_days": 1, "confidence": 0.74, "rm_impact_forecast": 136861, "notes": "FROA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-FROA-2026-05-24-1", "agent": "FROA", "date": "2026-05-24", "forecast_class": "demand", "horizon_days": 7, "confidence": 0.92, "rm_impact_forecast": 1940262, "notes": "FROA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-FROA-2026-05-23-2", "agent": "FROA", "date": "2026-05-23", "forecast_class": "asset", "horizon_days": 30, "confidence": 0.59, "rm_impact_forecast": 1360809, "notes": "FROA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-FROA-2026-05-22-3", "agent": "FROA", "date": "2026-05-22", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.84, "rm_impact_forecast": 3677091, "notes": "FROA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-FROA-2026-05-21-4", "agent": "FROA", "date": "2026-05-21", "forecast_class": "workforce", "horizon_days": 30, "confidence": 0.73, "rm_impact_forecast": 2684288, "notes": "FROA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-FROA-2026-05-20-5", "agent": "FROA", "date": "2026-05-20", "forecast_class": "workforce", "horizon_days": 30, "confidence": 0.6, "rm_impact_forecast": 333061, "notes": "FROA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-FROA-2026-05-19-6", "agent": "FROA", "date": "2026-05-19", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.61, "rm_impact_forecast": -73097, "notes": "FROA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-FROA-2026-05-18-7", "agent": "FROA", "date": "2026-05-18", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.7, "rm_impact_forecast": -673963, "notes": "FROA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-FROA-2026-05-17-8", "agent": "FROA", "date": "2026-05-17", "forecast_class": "asset", "horizon_days": 30, "confidence": 0.88, "rm_impact_forecast": -782779, "notes": "FROA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-FROA-2026-05-16-9", "agent": "FROA", "date": "2026-05-16", "forecast_class": "supply", "horizon_days": 7, "confidence": 0.82, "rm_impact_forecast": 2160794, "notes": "FROA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-FROA-2026-05-15-10", "agent": "FROA", "date": "2026-05-15", "forecast_class": "demand", "horizon_days": 7, "confidence": 0.76, "rm_impact_forecast": 3374061, "notes": "FROA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-FROA-2026-05-14-11", "agent": "FROA", "date": "2026-05-14", "forecast_class": "workforce", "horizon_days": 1, "confidence": 0.89, "rm_impact_forecast": 6070869, "notes": "FROA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-CPPA-2026-05-25-0", "agent": "CPPA", "date": "2026-05-25", "forecast_class": "asset", "horizon_days": 1, "confidence": 0.94, "rm_impact_forecast": 3423106, "notes": "CPPA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-CPPA-2026-05-24-1", "agent": "CPPA", "date": "2026-05-24", "forecast_class": "supply", "horizon_days": 30, "confidence": 0.85, "rm_impact_forecast": 353479, "notes": "CPPA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-CPPA-2026-05-23-2", "agent": "CPPA", "date": "2026-05-23", "forecast_class": "asset", "horizon_days": 1, "confidence": 0.74, "rm_impact_forecast": 5185587, "notes": "CPPA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-CPPA-2026-05-22-3", "agent": "CPPA", "date": "2026-05-22", "forecast_class": "supply", "horizon_days": 30, "confidence": 0.82, "rm_impact_forecast": -1354535, "notes": "CPPA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-CPPA-2026-05-21-4", "agent": "CPPA", "date": "2026-05-21", "forecast_class": "demand", "horizon_days": 1, "confidence": 0.77, "rm_impact_forecast": 4319788, "notes": "CPPA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-CPPA-2026-05-20-5", "agent": "CPPA", "date": "2026-05-20", "forecast_class": "workforce", "horizon_days": 7, "confidence": 0.68, "rm_impact_forecast": -403730, "notes": "CPPA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-CPPA-2026-05-19-6", "agent": "CPPA", "date": "2026-05-19", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.94, "rm_impact_forecast": 3445434, "notes": "CPPA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-CPPA-2026-05-18-7", "agent": "CPPA", "date": "2026-05-18", "forecast_class": "portfolio", "horizon_days": 30, "confidence": 0.74, "rm_impact_forecast": 5589103, "notes": "CPPA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-CPPA-2026-05-17-8", "agent": "CPPA", "date": "2026-05-17", "forecast_class": "demand", "horizon_days": 30, "confidence": 0.89, "rm_impact_forecast": 2002674, "notes": "CPPA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-CPPA-2026-05-16-9", "agent": "CPPA", "date": "2026-05-16", "forecast_class": "portfolio", "horizon_days": 1, "confidence": 0.84, "rm_impact_forecast": 645630, "notes": "CPPA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-CPPA-2026-05-15-10", "agent": "CPPA", "date": "2026-05-15", "forecast_class": "asset", "horizon_days": 7, "confidence": 0.68, "rm_impact_forecast": 4673446, "notes": "CPPA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}
{"writeback_id": "WB-startups-CPPA-2026-05-14-11", "agent": "CPPA", "date": "2026-05-14", "forecast_class": "asset", "horizon_days": 1, "confidence": 0.92, "rm_impact_forecast": 4411211, "notes": "CPPA writeback for Series A / B B2B SaaS Startup: forecast vs actual delta logged for nightly CSOA retraining."}