To make LLMs reliable at executing plans, you need to enforce structure through explicit control constructs, validate outputs against derived constraints at each step, and dynamically route to the best execution method (reasoning, tools, or code).
RunAgent is a system that helps AI agents execute multi-step plans written in natural language by converting them into a structured format with explicit control flow (like IF statements and loops).