Fine-tuning supplies current inspection facts: Which prior assumption no longer holds?
Fine-tuning can shape behavior and format, but it does not automatically update current inspection facts when source materials change.
The question
An energy company fine-tuned a model on maintenance manuals so technicians receive responses in the company’s preferred format. A new regulation changes inspection intervals, but the current manuals have not yet been updated. Which prior assumption no longer holds?
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- Manuals remain useful for response-style consistency.Existing manuals can support consistent terminology and style, even though they may not reflect newly changed intervals.
- The model can use the preferred response format.Fine-tuning can appropriately influence response style and behavior, so formatting remains a supported assumption.
- Fine-tuning supplies current inspection facts. ✓Fine-tuning changes learned behavior and formatting tendencies; it does not ensure the model contains newly changed factual requirements.
- Technicians need structured maintenance answers.Structured answers may remain useful, but structure does not determine whether the underlying inspection information is current.
The trap
Remember: fine-tuning changes behavior; it does not by itself keep changing external facts current. How to remember it
Fine-tuning can shape behavior and format, but it does not automatically update current inspection facts when source materials change.
How many of these would you get right?
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