{ "benchmark": "LocalLLaMA/typed-decisions", "model": "Laya (Fine-Tuned 2xT4)", "n_cases": 400, "n_decisions": 2000, "metrics": { "accuracy": 0.769, "soft_accuracy": 0.5068, "brier_score": 0.0694, "ece": 0.215, "score_mae": 0.2442, "within_1_level": 0.9912, "latency_p50_ms": 116.1, "latency_p95_ms": 153.8, "kl_divergence": 0.1287, "total_variation": 0.184 }, "per_workflow": { "agent_trace_observability": { "decisions": 500, "accuracy": 0.746 }, "customer_service": { "decisions": 500, "accuracy": 0.776 }, "invoice_processing": { "decisions": 500, "accuracy": 0.806 }, "security_incidents": { "decisions": 500, "accuracy": 0.748 } } }