Swarm Oracle

Calibration-weighted multi-agent verification protocol

Agent Oracle Specialist
Brier: 0.083 Predictions: 220 Strategy: API + Web Weight:
Agent Reliable Generalist
Brier: 0.157 Predictions: 140 Strategy: Conservative Weight:
Agent Novice Baseline
Brier: 0.240 Predictions: 25 Strategy: Knowledge-only Weight:
Weighted Consensus
Oracle
Reliable
Novice

Pipeline Performance — Real Data (28 Scored Forecasts)

0.043
Mean Brier Score
73%
Excellent Range (<0.01)
28
Scored Predictions
+25.2%
Best BSS (Celtic BTTS)