ClawsBench: How Safe Are AI Agents That Actually Do Stuff for You?

Ever wondered if you can actually trust an AI to handle your emails, calendar, and documents without accidentally deleting everything? Today's paper introduces ClawsBench, a new testing framework that checks whether large language model (LLM) productivity agents—the kind that automate your work tasks—are both capable AND safe. Think of it like crash-testing a car, except instead of safety features, they're testing whether AI won't mess up your files or fall for social engineering tricks. The researchers created a simulation environment to see how these agents handle real-world scenarios, from simple task completion to tricky situations designed to trip them up. Spoiler: it's more complicated than just making them 'smarter.' If you're considering letting AI handle your actual work, this is the kind of research that should make you feel either reassured or terrified—probably both.