We argue that this assumption is rarely verified in practice, as the recommendation process itself may impact the user's preferences.

Neural Information Processing Systems http://nips.cc/

Moreover,despiteanonymization efforts, privacy risks have been associated with publicly released user data [38].

AI agents are a risky business. Even when stuck inside the chatbox window, LLMs will make mistakes and behave badly. Once they have tools that they can use to interact with the outside world, such as web browsers and email addresses, the consequences of those mistakes become far more serious. That might explain why the first breakthrough LLM personal assistant came not from one of the major AI labs, which have to worry about reputation and liability, but from an independent software engineer, Peter Steinberger. In November of 2025, Steinberger uploaded his tool, now called OpenClaw, to GitHub, and in late January the project went viral.

I used the viral AI helper to order groceries, sort emails, and negotiate deals. Then it decided to scam me. OpenClaw, a powerful new agentic assistant, has a thing for guacamole. This is one of several things I discovered while using the viral artificial intelligence bot as my personal assistant this past week. Previously known as both Clawdbot and Moltbot, OpenClaw recently became a Silicon Valley darling, charming AI enthusiasts and investors eager to either embrace the bleeding edge or profit from it.