Learn how to create reliable AI-assisted workflows by grounding large language models (LLMs) with real-world execution feedback and tool orchestration in this 27-minute conference talk. Discover practical approaches to building infrastructure development workflows that leverage AI capabilities while maintaining reliability through concrete feedback mechanisms. Explore techniques for integrating LLMs with actual execution environments to ensure AI-generated solutions work effectively in real-world scenarios. Gain insights into tool orchestration strategies that enhance the reliability and effectiveness of AI-assisted infrastructure automation processes.