Agents in the Wild: 40% Failure Rates, Context Blowouts, and the Memory Systems That Might Fix It

As agent deployments scale, practitioners are documenting the real failure modes — context overflow crashes, 40% first-attempt failure rates in coding tasks, and the emergent behaviors that arise when agents get persistent memory.