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MLOps Academy · Lesson

Version Prompts and Evaluate Outputs

Track prompt changes and score responses.

Prompts Are Code

A reworded prompt can change behavior overnight. So you treat each prompt as a versioned artifact, with history, review, and the ability to roll back. 📝

Store Prompts, Not Strings

Hard-coded strings scattered in code are impossible to track. Keep prompts in a registry or files so every change is visible and diffable.

prompts/summarize_ticket.v2.txt
prompts/summarize_ticket.v3.txt

All lessons in this course

  1. How LLMOps Differs from Classic MLOps
  2. Version Prompts and Evaluate Outputs
  3. Trace and Monitor LLM Calls
  4. Guardrails and RAG Evaluation
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