Large Language Models have completely redefined how we can build and orchestrate workflows. AI Agents can be dynamically dispatched to solve tasks with tools or choose what task to execute next. But there’s no free lunch: agentic workflows, while powerful, are notoriously hard to orchestrate, observe, and trust. In this talk, we’ll introduce ControlFlow - a framework powered by Prefect that makes it dead simple to build resilient and transparent AI workflows that are easy to trust.