Worked Walkthrough: Turn Messy Conversations Into Training Data
Transform raw conversation logs into reviewed fine-tuning examples without baking in bad habits.
You have thousands of historical service chats, but the current policy and tone standards are tighter than the historical logs reflect. Rewrite raw logs into current-standard demonstrations and separate changing facts from stable behavioral patterns. The shortcut is to treat old transcripts as self-evidently good. That locks yesterday’s policy wording, filler habits, and overconfident answers into tomorrow’s model. 1. Filter for the target task Pull only the transcript slices that match the stable behavior you want to teach. A broad export mixes multiple jobs into one confusing dataset. 2. Separate policy from behavior Mark which lines depend on changing facts…
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