Why Agents Fail at Long Tasks

By C.W. Jameson · Published 20 April 2026 · Last reviewed 1 May 2026

Most agents fail before the 30-minute mark. The reasons are structural, not just model limitations.

A systematic breakdown of why LLM agents struggle to complete tasks over 20 minutes: context drift, tool errors, and goal confusion.