Decision models solve agent pipeline bottlenecks by picking from bounded option sets without generating text, avoiding slow and expensive frontier LLM APIs.

Autonomous systems that use large language models to plan, reason, and take actions — including browsing the web, writing code, calling APIs, and completing multi-step tasks with minimal human intervention.