How much does ‘reasoning’ matter for different models? It matters a lot for GPT-5 and less for models like Opus 4.1 and 4.0. From looking at the reasoning traces, models clearly ‘think’ differently: Opus and Sonnet tend to ‘plan’, laying out how it would solve the problem,

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