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Thursday, February 26, 2026

This AI Agent Is Designed to Not Go Rogue


AI brokers like OpenClaw have not too long ago exploded in recognition exactly as a result of they will take the reins of your digital life. Whether or not you desire a customized morning information digest, a proxy that may battle together with your cable firm’s customer support, or a to-do checklist auditor that can do some duties for you and prod you to resolve the remaining, agentic assistants are constructed to entry your digital accounts and perform your instructions. That is useful—however has additionally induced loads of chaos. The bots are on the market mass-deleting emails they have been instructed to protect, writing hit items over perceived snubs, and launching phishing assaults towards their homeowners.

Watching the pandemonium unfold in current weeks, longtime safety engineer and researcher Niels Provos determined to strive one thing new. Right this moment he’s launching an open supply, safe AI assistant known as IronCurtain designed so as to add a essential layer of management. As an alternative of the agent straight interacting with the consumer’s programs and accounts, it runs in an remoted digital machine. And its capability to take any motion is mediated by a coverage—you possibly can even consider it as a structure—that the proprietor writes to manipulate the system. Crucially, IronCurtain can also be designed to obtain these overarching insurance policies in plain English after which runs them by way of a multistep course of that makes use of a big language mannequin (LLM) to transform the pure language into an enforceable safety coverage.

“Providers like OpenClaw are at peak hype proper now, however my hope is that there’s a chance to say, ‘Effectively, that is most likely not how we need to do it,’” Provos says. “As an alternative, let’s develop one thing that also offers you very excessive utility, however is just not going to enter these utterly uncharted, generally damaging, paths.”

IronCurtain’s capability to take intuitive, easy statements and switch them into enforceable, deterministic—or predictable—purple traces is important, Provos says, as a result of LLMs are famously “stochastic” and probabilistic. In different phrases, they do not essentially at all times generate the identical content material or give the identical data in response to the identical immediate. This creates challenges for AI guardrails, as a result of AI programs can evolve over time such that they revise how they interpret a management or constraint mechanism, which can lead to rogue exercise.

An IronCurtain coverage, Provos says, may very well be so simple as: “The agent could learn all my e mail. It might ship e mail to individuals in my contacts with out asking. For anybody else, ask me first. By no means delete something completely.”

IronCurtain takes these directions, turns them into an enforceable coverage, after which mediates between the assistant agent within the digital machine and what’s generally known as the mannequin context protocol server that offers LLMs entry to knowledge and different digital companies to hold out duties. With the ability to constrain an agent this fashion provides an vital part of entry management that internet platforms like e mail suppliers do not presently supply as a result of they weren’t constructed for the situation the place each a human proprietor and AI agent bots are all utilizing one account.

Provos notes that IronCurtain is designed to refine and enhance every consumer’s “structure” over time because the system encounters edge instances and asks for human enter about proceed. The system, which is model-independent and can be utilized with any LLM, can also be designed to take care of an audit log of all coverage choices over time.

IronCurtain is a analysis prototype, not a client product, and Provos hopes that individuals will contribute to the undertaking to discover and assist it evolve. Dino Dai Zovi, a well known cybersecurity researcher who has been experimenting with early variations of IronCurtain, says that the conceptual method the undertaking takes aligns together with his personal instinct about how agentic AI must be constrained.

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