Revision Prompting improves industrial LLM processes
Summary
Revision Prompting is a technique for industrial prompting that uses input-output revisions to patch outputs when inputs change, making updates faster and cheaper while preserving consistency. It explains why naive re-runs waste time and cost and outlines formats like diff and JSON Patch for efficient updates, with practical examples.