Your agent does whatever it reasoned it should do. Sometimes that means finishing the task. Sometimes it means reading a poisoned web page and deciding the page is the boss. If you're wiring an LLM into a browser, a toolchain, or somebody's inbox, you box that behavior in before you ship. Not after the audit log fills up.




The failure...