The Specialist's Edge

A comparison of fine-tuned Inception v3 against GPT-6 Astra and Claude Fable 5.1 on skin lesion diagnosis finds the decade-old CNN dramatically outperforms both frontier models on overall accuracy — 62% vs 42% — by being purpose-built for exactly this task. The result is a useful reminder that frontier capability and specialist capability remain different things.

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