Porting a Prompt Suite Across Vendors: Claude to GPT to Gemini Without Regressions
1Key Takeaways
- Originally published on AI Tech Connect .
- Why a prompt that works does not travel A prompt that has been in production for a year is not a piece of text.
- It is a negotiated settlement between what you wanted and how one specific model behaves: every clause in it exists because somebody observed a failure and added a sentence to stop it.
- Move that prompt to a different model and roughly half those clauses now solve a problem the new model never had, while a set of problems you never encountered….
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3Why it matters
Coding AI shifts how fast software ships and how much human review each change needs. DEV — ML reports that originally published on AI Tech Connect .
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