Novice instruction methods severely hinder experts
The expertise reversal effect proves that detailed instructions are completely toxic to advanced processors. Providing step-by-step guidance to an expert actively disrupts their highly optimized internal shortcuts. The extra data merely clogs their established algorithms, causing drastic reductions in output efficiency.

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