Newer models need a different prompting style, and old tricks can make outputs worse

emollick · x · 2026-07-21

A reply says using newer, more capable systems requires a step change in how you prompt them—similar to the jump from GPT-4o to GPT-5/o3.

It adds that there is still little accumulated know-how or clear research on prompting these stronger models, and that habits which worked on older models can actually make outputs worse on Fable and Sol.

Related event: Claude Code System Prompt Reduced by 80%(4 posts)→

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