Anthropic 的可解释性研究让 Claude 的思维过程透明化，做 AI 安全或模型调试的开发者值得关注。对齐团队的智能体对齐研究对构建可靠 AI 代理的团队有直接参考价值。
Anthropic 更新了其研究页面，展示了多个团队的最新成果。可解释性团队发布了自然语言自编码器，能将 Claude 的内部思维转化为人类可读文本。对齐团队研究了如何减少智能体对齐失败。社会影响团队发布了基于 81,000 名用户反馈的 AI 使用研究。前沿红队分析了前沿模型在网络安全、生物安全和自主系统方面的影响。这些工作共同推动了更安全、更透明的 AI 发展。
Research \ Anthropic
Research Our research teams investigate the safety, inner workings, and societal impacts of AI models – so that artificial intelligence has a positive impact as it becomes increasingly capable. Research teams: Alignment Economic Research Interpretability Societal Impacts Interpretability The mission of the Interpretability team is to discover and understand how large language models work internally, as a foundation for AI safety and positive outcomes. Alignment The Alignment team works to understand the risks of AI models and develop ways to ensure that future ones remain helpful, honest, and harmless. Societal Impacts Working closely with the Anthropic Policy and Safeguards teams, Societal Impacts is a technical research team that explores how AI is used in the real world. Frontier Red Team The Frontier Red Team analyzes the implications of frontier AI models for cybersecurity, biosecurity, and autonomous systems. Natural Language Autoencoders: Turning Claude’s thoughts into text Interpretability May 7, 2026 AI models like Claude talk in words but think in numbers. In this study we train Claude to translate its thoughts into human-readable text. Alignment May 8, 2026 Teaching Claude why New research on how we've reduced agentic misalignment. Research Apr 24, 2026 Project Deal We created a marketplace for employees in our San Francisco office, with one big twist. We tasked Claude with buying, selling and negotiating on our colleagues’ behalf. Societal Impacts Mar 18, 2026 What 81,000 people want from AI We invited Claude.ai users to share how they use AI, what they dream it could make possible, and what they fear it might do. Nearly 81,000 people participated—the largest and most multilingual qualitative study of its kind. Here's what we found. Policy Dec 18, 2025 Project Vend: Phase two In June, we revealed that we’d set up a small shop in our San Francisco office lunchroom, run by an AI shopkeeper. It was part of Project Vend, a free-form experiment exploring how well AIs could do on complex, real-world tasks. How has Claude's business been since we last wrote? Publications Search Date Category Title May 8, 2026 Alignment Teaching Claude why May 7, 2026 Interpretability Natural Language Autoencoders: Turning Claude’s thoughts into text May 7, 2026 Alignment Donating our open-source alignment tool May 7, 2026 Policy Focus areas for The Anthropic Institute Apr 30, 2026 Societal Impacts How people ask Claude for personal guidance Apr 29, 2026 Science Evaluating Claude’s bioinformatics research capabilities with BioMysteryBench Apr 22, 2026 Economic Research Announcing the Anthropic Economic Index Survey Apr 22, 2026 Economic Research What 81,000 people told us about the economics of AI Apr 14, 2026 Alignment Automated Alignment Researchers: Using large language models to scale scalable oversight Apr 9, 2026 Policy Trustworthy agents in practice See more Join the Research team See open roles