What are common failure modes of LLM agents?

Common agent failures include infinite loops where the agent never terminates, hallucinated tool calls with wrong arguments, getting stuck on impossible subtasks, losing track of the original goal, and runaway costs from too many LLM calls. Production agents need step limits, cost ceilings, timeout handling, and clear stopping criteria.