…Hundreds of millions of users rely on it daily, and browser vulnerabilities are particularly dangerous because users routinely encounter untrusted content and depend on the browser to keep them safe. Our first…
…This means that users don’t need to explain things to it from scratch over and over again. And Claude can even automatically learn from other Slack channels and data sources, if…
…For example, we have speculated that Claude’s underlying training as a helpful assistant made it far too willing to immediately accede to user requests (such as for discounts). This issue could…
…By following these principles, you can create agents that are not only powerful but also reliable, maintainable, and trusted by their users. Acknowledgements Written by Erik S. and Barry Zhang. This work…
…But token cost isn't the only issue. The most common failures are wrong tool selection and incorrect parameters, especially when tools have similar names like notification-send-user vs. notification-send…
…container, but because that container often also held user data, that approach essentially meant we lacked the ability to debug. A second issue was that the harness assumed that whatever Claude worked…
…Moving the agent loop outside of the VM, while keeping code execution inside of it, allowed Claude to still respond to the user and help debug issues rather than freeze on an…
…Second, our Claude Code data suggests that experienced users tend to grant the tool more independence, and complex tasks may disproportionately come from experienced users. While we cannot directly measure user tenure…
…A user asked to "clean up old branches." The agent listed remote branches, constructed a pattern match, and issued a delete. This would be blocked since the request was vague, the action…
…And on 21 Windows kernel patches—where the source code is not available—it produced 8 full exploit chains that escalated a low privilege user all the way to full SYSTEM control…