A dermatologist evaluating frontier large language models for skin cancer diagnosis found that advanced systems like GPT-6 Astra and Claude Fable 5.1 were surprisingly inaccurate. In contrast, a decade-old convolutional neural network significantly outperformed these modern AI models in correctly identifying the disease.