Agentic AI workflows coordinate multiple agents that reason, plan, and act across multi-step processes, and each step introduces challenges around cost, unpredictability, and failure handling. This post explains how AWS Lambda durable functions can address those challenges to build fault-tolerant multi-agent workflows.