{ "model_name": "Open-SystemOne-2B-Next-Ideal", "base_model": "Qwen/Qwen3.5-2B", "bidirectional_state": true, "readout_head": "SetPointerHead (Permutation Equivariant)", "risk_gating": "ActEscalateHead (Chow's Rejection Rule)", "loss": "ProperScoring (CrossEntropy + BrierScore + RiskInterception)", "dataset_size": 95000, "val_size": 5000, "val_accuracy": 94.68380462724936, "val_brier": 0.027066525813077363, "act_purity": 97.27252650176679, "completed_at": "2026-09-19 21:10:13" }