AI Agents Fail More Than Half the Time, and Smarter Models Won’t Fix It

AI agents fail more than half the time on complex tasks, and upgrading to a smarter model does not help. The real problem is orchestration. Each agent step is a routing decision, and its failures compound fast. Teams that succeed start narrow, build deep observability, and treat every decision point as a place where things will break.