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WIRED AIPublished: Jul 30, 2026, 04:00 JST

Frontier AI Models Differ Wildly in Jailbreak Vulnerability

Frontier AI Models Differ Wildly in Jailbreak Vulnerability

3 Key Points

  1. What happened

    A California nonprofit, FAR.AI, tested safety guardrails on models from four major US AI companies—Anthropic's Claude and Fable, OpenAI's GPT 5.5 and 5.6, Google's Gemini 3.1 Pro, and Elon Musk's Grok 4.3 and 4.5—by auto-generating over a thousand jailbreak prompts. Grok proved most vulnerable with 448 successful jailbreaks, followed by Gemini with 249; Claude, Fable, and GPT were unaffected by the tested attacks.

  2. Why it matters

    The cost to jailbreak models is low—$58 for Grok and $278 for Gemini—making it affordable to trick frontier AI into generating harmful content like software exploits or details for chemical weapons. FAR.AI's CEO argues this shows AI is "less regulated than restaurants" and highlights the inadequacy of industry self-regulation, though some experts believe systematic safety testing is possible and defenses can work.

  3. What to watch

    State laws in California and New York now require frontier AI developers to publish safety reports, and Illinois will soon mandate third-party audits of safety practices. The Trump administration has already imposed export controls on some Anthropic models over national security concerns, and a recent executive order calls for government-private sector collaboration on AI cybersecurity.

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Context & Analysis

The FAR.AI report exposes a troubling inconsistency in how frontier AI developers approach safety. While Anthropic and OpenAI have built guardrails robust enough to withstand the auto-generated jailbreak attempts tested here, competitors like Grok and Gemini leave significant attack surface exposed. This disparity matters because the cost barrier is vanishingly low—less than $300 to compromise Gemini—making systematic probing of weaker models practical for bad actors. The report's findings arrive at a critical regulatory juncture. State-level mandates in California, New York, and soon Illinois are beginning to create enforceable safety standards, yet the federal government remains without specific safety requirements. The Trump administration's recent export controls on Anthropic's models and its calls for government-industry collaboration suggest federal oversight is emerging, though experts worry it may arrive too slowly. FAR.AI's own researchers note that this exercise tested only auto-generated jailbreaks; more sophisticated attacks involving complex interactions could still succeed against even the strongest models.

FAQ
Which AI models were most and least vulnerable to jailbreaks in the test?
Grok was most vulnerable with 448 jailbreaks found, followed by Gemini with 249 successful attacks. Claude, Fable, and GPT were impervious to the auto-generated jailbreak attempts tested by FAR.AI.
How much does it cost to jailbreak these models?
The cost to generate jailbreaks using another AI model is $58 for Grok and $278 for Gemini, according to FAR.AI's calculations.
What regulatory steps are already in place?
State laws in California and New York require frontier AI developers to publish safety reports, and an Illinois law will soon require those companies to have their safety practices evaluated by third-party auditors. The federal government has not yet passed specific safety requirements, though the Trump administration has imposed export controls on some models and a recent executive order calls for government-private sector collaboration on AI cybersecurity.

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