Agent failure modes are the recurring ways agents break in production. Common examples include wrong tool selection, invalid tool arguments, missing context, bad planning, retrieval failure, policy violation, loops, unsafe actions, and poor final answers.
Agent failures are often multi-step. The final output may look like the problem, but the root cause may be earlier in the trace. That is why trajectory evaluation and span-level debugging matter.