Culture Magazine

Prompt Repetition Improves Non-reasoning LLMs

By Bbenzon @bbenzon

LLMs process text from left to right — each token can only look back at what came before it, never forward. This means that when you write a long prompt with context at the beginning and a question at the end, the model answers the question having "seen" the context, but the… pic.twitter.com/qwxt7R7RIG

— BURKOV (@burkov) February 17, 2026

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