Prompting regime is back: scaffolding and context now separate vastly different results from same models

Afinetheorem · x · 2026-11-15

Kelsey Tuoc observes we may be (briefly?) back in a regime where prompting skill plus stored tools, context and examples produce vastly different results from the same models. Afinetheorem agrees, citing an AI-made Beethoven movie with none of the "look at camera, say 5 words" slop: with the right scaffold, context and human intervention, design, writing, video and coding all improve dramatically. Single-prompt chatbot use has fundamental limits — workflow determines quality.

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