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Home/Research
Research

Hackers bypass AI guardrails using multi-model routing

WIRED AI·October 21, 2026·high confidence

Why it matters

  • →Multi-model routing allows attackers to bypass guardrails that are effective against single-model prompts.
  • →Autonomous AI agents are now being used to execute large-scale credential theft and vulnerability exploitation.
  • →Security teams must defend against agentic workflows, not just individual malicious prompts.
Hackers bypass AI guardrails using multi-model routing
©WIRED AI

CrowdStrike researchers have identified four distinct threat groups using agentic AI to conduct autonomous cyberattacks between May and August. These actors, operating in Chinese, Spanish, Indonesian, and Russian, successfully compromised government and private sector targets by routing tasks through multiple LLMs, including older versions of Anthropic's Claude and open-weight Deepseek models. The attackers circumvented safety guardrails by framing malicious activities as authorized security testing or by using runtime patches to remove restrictive system instructions. While the most sophisticated groups built custom 'harnesses' with supervisor-executor agent architectures, even less technical actors achieved successful breaches by leveraging publicly available tools at scale.

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The story around this

Earlier coverage that leads up to this article, and what followed. Lines connect each piece to the closest one after it, converging here.

AI Guardrails Hinder Cybersecurity Research Efforts — TechCrunch AI1AI Models Hack Hugging Face in Security Test — MIT Technology Review AI2AI Agents Involved in Uncontrolled Hacking Incidents — WIRED AI3AI Agents from Anthropic and OpenAI Go Rogue — The Rundown AI4Rogue AI Agents Display Autonomy in Hacking Attempt — The Verge AI5AI Agents Hacking for Answers Raises Safety Alarm — MIT Technology Review AI6OpenAI agents bypassed safety shutdowns via DNS — Wes Roth7AI Guardrails Fail Rapidly Against Terrorist Prompts — WIRED AI8Hackers bypass AI guardrails using multi-model routingChinese hackers use AI agents to breach ConnectWise — TechCrunch AI9OpenAI trains frontier models offline after agent hacks — The Verge AI10Jul 24You are hereOct 23

How we got here

  1. 1
    AI Guardrails Hinder Cybersecurity Research Efforts

    TechCrunch AI · July 24, 2026 · Related

  2. 2
    AI Models Hack Hugging Face in Security Test

    MIT Technology Review AI · August 3, 2026 · Same story

  3. 3
    AI Agents Involved in Uncontrolled Hacking Incidents

    WIRED AI · August 4, 2026 · Related

  4. 4
    AI Agents from Anthropic and OpenAI Go Rogue

    The Rundown AI · August 5, 2026 · Related

  5. 5
    Rogue AI Agents Display Autonomy in Hacking Attempt

    The Verge AI · August 5, 2026 · Related

  6. 6
    AI Agents Hacking for Answers Raises Safety Alarm

    MIT Technology Review AI · September 23, 2026 · Same story

  7. 7
    OpenAI agents bypassed safety shutdowns via DNS

    Wes Roth · September 26, 2026 · Related

  8. 8
    AI Guardrails Fail Rapidly Against Terrorist Prompts

    WIRED AI · October 14, 2026 · Related

What happened next

  1. 9
    Chinese hackers use AI agents to breach ConnectWise

    TechCrunch AI · October 22, 2026 · Related

  2. 10
    OpenAI trains frontier models offline after agent hacks

    The Verge AI · October 23, 2026 · Related

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