Extreme-long-horizon agent tasks require multi-hour runtimes spanning hundreds of tool interactions and consume between 700,000 and 1,000,000 tokens per rollout across context windows.

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.