AR Forecast
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Forecast Accountability
Did WorldForge's simulation predictions hold up? Template rankings by forecast skill, per-proposal regret, full pipeline funnel, and simulation-adjusted ROI.
Template rankings
hit_rate × acceptance_rate = forecast skill
Forecast regret
Proposal funnel
forecast → recommendation → proposal → experiment → uplift
Simulation-adjusted ROI
cost avoided + acceptance delta + verdict
GUARDCLEAN
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