{"type":"post","id":"a-10-year-old-cnn-outperforms-frontier-llms-7e50e0","slug":"a-10-year-old-cnn-outperforms-frontier-llms-7e50e0","title":"A 10-year-old CNN outperforms frontier LLMs for skin cancer diagnosis (5 minute read)","description":"Dermatologist Magnus Lynch compared GPT-6 Astra and Claude Fable 5.1 with a fine-tuned Inception v3 convolutional neural network on 200 biopsy-proven skin lesions.","retrieval_nugget":"Dermatologist Magnus Lynch compared GPT-6 Astra and Claude Fable 5.1 with a fine-tuned Inception v3 convolutional neural network on 200 biopsy-proven skin lesions.","published_at":"2026-10-26","updated_at":"2026-10-26","record_date":"2026-10-26","date_kind":"published_at","topics":["claude"],"entities":["Lynch Lab","Magnus Lynch","GPT-6 Astra","Claude Fable 5.1","Inception v3","ISIC Archive","MILK10k"],"related_patterns":[],"novelty_label":"new_angle","what_changed":"It highlights that a decade-old, briefly fine-tuned CNN beat frontier LLMs on a skin-cancer image test, extending the archive’s broader comparisons of specialized AI with general models.","prior_refs":["memory:181e51e5-3e26-8b39-a558-4f086337de8d","memory:e11d1818-d6c6-8f01-a208-979f107f4b60"],"source_url":"https://lynchlab.net/llm-skin-cancer","source_urls":["https://lynchlab.net/llm-skin-cancer"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:a-10-year-old-cnn-outperforms-frontier-llms-7e50e0","status":"published","visuals":[],"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/posts/a-10-year-old-cnn-outperforms-frontier-llms-7e50e0/","markdown":"https://newruntime.com/posts/a-10-year-old-cnn-outperforms-frontier-llms-7e50e0.md","json":"https://newruntime.com/posts/a-10-year-old-cnn-outperforms-frontier-llms-7e50e0.json"},"next_reads":[{"type":"topic","path":"/topics/claude/","url":"https://newruntime.com/topics/claude/","title":"Claude","reason":"Explore the claude topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/claude.md","json_url":"https://newruntime.com/topics/claude.json"},{"type":"collection","path":"/posts/","url":"https://newruntime.com/posts/","title":"Field Notes","reason":"Open the latest editorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/posts.json"},{"type":"collection","path":"/source-ledger.json","url":"https://newruntime.com/source-ledger.json","title":"Source Ledger","reason":"Inspect the public source evidence graph.","media_type":"application/json"}]}