TypeSafe AI introduced Jev, a specialized 'System One' model designed for fast, bounded decisions in production systems. Unlike general-purpose LLMs, Jev outputs typed probabilistic decisions directly rather than generating text, achieving significantly lower latency and cost for operational tasks like incident routing and severity assessment.