🎯 Every prediction is an obligation to check

Each opportunity emits machine-readable predictions with a horizon. The worker checks them at 7/30/60/90/180/365-day marks and scores itself — absolute error for numbers, Brier for probabilities. First checkpoints resolve as horizons arrive.

Open predictions (soonest due first)