Codex Jailbreak Bundle Hides Persistent Ads

Check Point Research · Medium sophistication
Last updated November 3, 2026

Check Point Research found the Haiou Codex jailbreak bundle on infrastructure used by a cybercrime actor. The bundle changes Codex instruction files so that simple greetings trigger a promotional response directing users to an LLM gateway website. Although the gateway was not confirmed as malicious, the package demonstrates how AI-agent configuration changes can persistently steer users toward third-party services.

Key findings

  • The Haiou bundle was found on a misconfigured server operated by a threat actor also using Cobalt Strike, Ladon, and VulnClaw.
  • Haiou uses role-play, refusal suppression, context reframing, and shortcut phrases to weaken AI safety controls for security-related requests.
  • The package persistently modifies global Codex instructions and injects an advertisement for zz.aiapi2025.top when users enter specified greeting or activation words.
  • The prompt files are delivered in encrypted archives, making their contents less visible to users inspecting the public repository.
  • The promoted LLM gateway was not confirmed as malicious, but the article notes that some gateways have been observed snooping on data, stealing secrets, or injecting tool calls.
  • The bundle is publicly distributed through GitHub and promoted through Chinese-language channels including Bilibili, QQ, and Codex-X.

Who’s being targeted

  • Commonly targeted roles: Developers, AI-assisted coding tool users, Security researchers, IT administrators, Engineering leaders, Procurement and vendor-risk teams.
  • Affected industries: Information technology, Software development, Cybersecurity, Professional services.
  • Attack channels: website.
  • Impersonated: Codex assistant using the Haiou “Seagull” persona.

Awareness takeaways

  • Treat AI-agent configuration packages as untrusted software: review what they change before installation, especially global instructions, Skills, and configuration files.
  • Do not follow unsolicited links or service recommendations generated by an AI assistant without independently verifying the destination and business need.
  • Avoid installing opaque AI jailbreak bundles, particularly packages that use encrypted payloads or hide their prompts from normal inspection.
  • Use approved AI services for sensitive work and do not route company prompts, code, credentials, or cloud keys through an unvetted third-party LLM gateway.

Red flags to watch for

  • An AI tool gives an unsolicited advertisement instead of answering a greeting.
  • A configuration bundle modifies global agent instruction files.
  • The promoted gateway is embedded in a forced, exact-response instruction triggered by ordinary words such as “hi” or “hello.”
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Read the video transcript

You type “hi” in Codex. It pitches you a website. The Haiou jailbreak bundle changes global Codex instructions. Its prompt files come in encrypted archives, and ordinary greetings trigger a forced reply from its “Seagull” persona. The reply says, “海鸥在线,” then promotes zz.aiapi2025.top. That’s the tell: a greeting became an ad. The gateway isn’t confirmed malicious, but it isn’t vetted for company data. Before installing any AI-agent bundle, check whether it changes global instructions. If you can’t inspect the prompts, don’t install it.

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