AI agent failure modes are recurring ways autonomous AI systems can produce incorrect, unsafe, unauthorized, incomplete, or costly outcomes. The major enterprise risks include goal drift, hallucination, tool misuse, prompt injection, excessive agency, memory poisoning, runaway loops, partial execution, multi-agent cascades, integration drift, and evaluation gaps. Executive Summary AI agents introduce a different class of enterprise risk because they do more than generate responses. They