Anthropic推出隐私保护的数据分析工具，让研究者能分析AI使用模式而不泄露个人隐私。
Anthropic将其内部研究项目CLIO重新命名为Anthropic Insights，用于分析使用数据。该系统通过Claude提供多层隐私保护，包括随机采样对话、移除个人细节、提取指定属性并生成群体级统计信息。Anthropic已启动独立研究者试点项目，并完成了隐私审计。
the original and internal name for LangSmith Insights was CLIO, which was Anthropics name for the re...
the original and internal name for LangSmith Insights was CLIO, which was Anthropics name for the research they did that inspired us to build Insights now Anthropic has rebranded CLIO as Anthropic Insights 🤝 docs.langchain.com/langsmith/insi… J Saffron Huang @saffronhuang Hi twitter, here is a lil explainer of Anthropic Insights, which is how we analyze usage data in a privacy-protective way. We just launched an exciting pilot enabling independent researchers to run studies with it ( t.co/suLJcARAu1 ) and have understandably gotten questions about how it works without exposing individual chats. (also generally a good time to think about how third party assessments might work!) Anthropic Insights lets us distill population-level patterns without inspecting individual conversations, so that we can equip the public/policymakers with info on how AI is changing life and work. It leans on Claude to provide multiple layers of privacy safeguards -- 1) First we take a random sample of conversations, and Claude removes names and personal details. 2) Claude reduces each convo to a handful of specified attributes, like topic, language, and length. 3) Claude creates groupings of similar attributes and generates descriptions of those groups to create broad, population-level stats. E.g. a topic group might read: "Professional email drafting" or "Create, automate, and publish social media content" 4) Narrow themes get filtered out -- clusters with too few conversations / from too few accounts get removed. Basically it's like Google Trends but for Claude usage, showing aggregated usage patterns that we can see change over time. This is the system we use to study societal & economic impacts, affective use, and more at Anthropic. It’s also now how we can enable independent research on AI’s impacts outside the lab. With the independent research pilot we also did a privacy audit with a group of AI security researchers from Imperial College, who were unable to re-identify any users. More technical details about Anthropic Insights here: t.co/X82ttb7f4b + happy to answer additional q's. 🔗 View Quoted Tweet 💬 0 🔄 0 ❤️ 1 👀 684 ⚡