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LLMOps & ProductionVery Hard· Prompt Engineering· Model Migration· Evaluation

Your team spent two weeks tuning the context template f...

It is important to distinguish between the artifact and the asset when migrating between models. The tuned template string is essentially a fitted parameter of the original model; when you change the underlying model, that parameter is likely no longer optimal. The actual intellectual property and value created during the two-week tuning process reside in the grammar, the search harness, and the held-out evaluation split. These components should be preserved and used to re-tune or validate the template for the new frontier model.

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