15. LLM Ops Tutorial: Prompt Engineering, Versioning, and Dynamic Generation

In a production LLM system, a prompt is not just a string—it is a versioned artifact. If you want to build reliable AI, you must be able to trace exactly how a change in your prompt affects your model’s behavior. In this video, we explore why prompt versioning is a cornerstone of LLM Ops and how to implement a system that treats prompts with the same rigor as source code. What we cover in this code walkthrough: 1. Prompts as Artifacts: Why moving prompts out of your main logic and into versioned templates is essential for debugging and consistency. 2. Config-Driven Prompts: How our system use…