{"slug": "tell-hn-claude-is-completely-unusable-for-biology", "title": "Tell HN: Claude is completely unusable for biology", "summary": "A user on Hacker News reports that Anthropic's Claude AI assistant frequently flags legitimate biology research questions, making it nearly unusable for immunology queries. The user notes that the same guardrails can be bypassed by using software tools like Claude Code with molecular design models, highlighting an inconsistency in safety measures.", "body_md": "I've found that doing basic biology research with Claude has become extremely difficult. I'm not talking about anything remotely related to developing a bioweapon, just straightforward immunology questions that almost always end up being flagged.\n\nI completely understand the need for guardrails, but in practice they can significantly reduce the tool's usefulness for legitimate scientific research. It sometimes feels like the model is better suited for \"vibe coding\" than for serving as a serious research assistant.\n\nWhat's more funny is that you can use claude code together with molecular design models like RFdiffusion and Alphafold to develop a real bioweapon, but since this is in the realm of software, the prompts do not get flagged at all. Those models can even run on consumer GPUs so the limit of access is almost not there.\n\nHas anyone else had a similar experience?\n\nComments URL: [https://news.ycombinator.com/item?id=48538686](https://news.ycombinator.com/item?id=48538686)\n\nPoints: 2\n\n# Comments: 0", "url": "https://wpnews.pro/news/tell-hn-claude-is-completely-unusable-for-biology", "canonical_source": "https://news.ycombinator.com/item?id=48538686", "published_at": "2026-06-15 09:17:41+00:00", "updated_at": "2026-06-15 09:42:28.834294+00:00", "lang": "en", "topics": ["ai-safety", "ai-policy", "large-language-models", "ai-ethics"], "entities": ["Claude", "Anthropic", "RFdiffusion", "AlphaFold", "Hacker News"], "alternates": {"html": "https://wpnews.pro/news/tell-hn-claude-is-completely-unusable-for-biology", "markdown": "https://wpnews.pro/news/tell-hn-claude-is-completely-unusable-for-biology.md", "text": "https://wpnews.pro/news/tell-hn-claude-is-completely-unusable-for-biology.txt", "jsonld": "https://wpnews.pro/news/tell-hn-claude-is-completely-unusable-for-biology.jsonld"}}