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Researchers say a criminal group used Claude and Grok agents to attack 400+ Latin American banks

Security firm Straiker says CyberCartel built a multi-agent attack system on commercial AI models, and got past their safety rules by framing the work as authorized testing. Here's what it means for businesses using agents.

What happened

On October 21, AI security firm Straiker published research on CARLIY0S, a system it says the CyberCartel group used to coordinate attacks on banks and payment providers across Latin America (Straiker). Straiker’s main claims:

  • The group attacked “over 400 financial targets in a matter of months,” using commercial models including Claude Sonnet and Opus, xAI’s Grok and Kimi models, built on the open-source PentAGI framework.
  • Four Claude-based roles debated targets and attack options, and an “arbiter” model returned one decision. Five “Grok miners” collected stolen credentials.
  • To get past safety refusals, the operators described the work as an authorized red-team engagement or an academic penetration test. When fallback models refused, the system switched to pre-written attack code.
  • On September 24, Straiker accessed a snapshot of the group’s stolen-credential database with 4,493 records, including passwords and API keys.

All of the above is from Straiker’s report. How much money was stolen, and how Anthropic and xAI responded, is unknown: the report doesn’t say.

Our take

This doesn’t mean Claude or Grok is unsafe for you to use. It does show that safety rules inside a model can be talked around with a believable story, so they can’t be your only protection.

Who should care: anyone who has given an AI agent access to email, banking, payment tools or API keys, which is most businesses using agents seriously.

What to do now: treat your own agents the way the attackers’ targets should have treated theirs. Never paste API keys or passwords into a chat. Use the agent’s secure credential prompts where they exist. Keep payments and outgoing messages behind your approval. Give each agent only the connectors it needs. If you’re a finance or fintech business, ask your security provider directly whether they test for AI-driven attacks.

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