EVERY SIGNAL, SORTED.

United States, Open Models, Decision Systems, Calibration, Benchmarks, Risk and Model Evaluation

H2O's 4B decision model topped a leaderboard. Small models still need a failure map

H2O-Lightning-4B led an October JevBench composite by balancing probability calibration, speed and estimated cost. The overall score is useful, but deployment decisions belong to the cases it gets wrong, the groups affected and the threshold that sends a person into the loop.