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Security · High impactFan score 43 · Tier B3 sources

Microsoft Researchers Show AI Agents Can Be Backdoored by Editing Fewer Than 10 Neurons

The Hacker News ·

Microsoft Researchers Show AI Agents Can Be Backdoored by Editing Fewer Than 10 Neurons

The Brief · written from 3 sources

  • Microsoft Research describes a backdoor technique, called Lazarus, that edits fewer than 10 rarely used neurons in an AI model without retraining it.
  • When a chosen trigger appears, the model outputs an attacker's command, which an agent using the model would run with the agent's privileges.
  • The sleeper agent passes all evaluations until the trigger appears, which makes ordinary testing unlikely to catch it.

Why it matters

AI agents with tool or shell access could execute attacker-chosen commands while appearing normal in testing, so teams need to consider model integrity as part of their threat model.

Who’s affected

  • Teams building AI agents with tool or shell access
  • Developers running third-party or fine-tuned AI models

An AI model can be given a hidden backdoor by editing fewer than 10 of its rarely used neurons, without retraining the model, Microsoft researchers have shown. When a chosen trigger appears, the model outputs an attacker's command, which an agent using that model would run with…

Timeline

  1. Microsoft Research publishes the Lazarus dormant-neuron backdoor research

  2. Microsoft Research

    Lazare, veni foras: Reprogramming Dormant Neurons to Backdoor AI Agents

  3. Microsoft Security Blog

    Detecting sleeper agents hiding in AI model neurons

  4. Microsoft Security Blog and The Hacker News cover the research

  5. The Hacker News

    Microsoft Researchers Show AI Agents Can Be Backdoored by Editing Fewer Than 10 Neurons

Full coverage · 3 sources

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    Microsoft Researchers Show AI Agents Can Be Backdoored by Editing Fewer Than 10 Neurons – The Morning Dev