{"data":{"id":"67499160-63d6-4867-8bb4-5316aea73791","title":"Free the Model, Sell the Gateway: Prompt Adware hidden in Jailbreak Bundles","summary":"Check Point Research analyzed the Haiou jailbreak bundle, a Chinese-language prompt package targeting OpenAI Codex that weakens model guardrails for hacking-related tasks. The bundle installs security-focused Skills and modifies Codex configuration files so that advertisements for the author's paid, OpenAI-compatible LLM gateway are injected into subsequent agent responses, which Check Point classifies as prompt adware. Researchers also observed the bundle on a misconfigured webserver alongside Cobalt Strike, the Ladon framework and the VulnClaw agent, used by a cybercrime actor.","solution":"N/A -- no mitigation discussed in source.","labels":["security","safety"],"sourceUrl":"https://research.checkpoint.com/2026/free-the-model-sell-the-gateway-prompt-adware-hidden-in-jailbreak-bundles/","publishedAt":"2026-11-03T13:57:04.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"medium","attackType":["jailbreak","prompt_injection"],"issueType":"news","affectedPackages":null,"affectedPackageNames":null,"affectedPackageRefs":null,"affectedVendors":["OpenAI"],"affectedVendorsRaw":["OpenAI Codex","Haiou jailbreak bundle","VulnClaw agent","Ladon framework","Cobalt Strike"],"classifierModel":"claude-haiku-5-5","classifierPromptVersion":"v4","summaryPromptVersion":"v2","headline":null,"headlinePromptVersion":null,"cvssVector":null,"attackVector":null,"attackComplexity":null,"privilegesRequired":null,"userInteraction":null,"exploitMaturity":null,"epssScore":null,"epssCheckedAt":null,"kevDateAdded":null,"advisoryAliases":null,"affectedPackagesSource":null,"affectedPackagesCheckedAt":null,"patchAvailable":null,"disclosureDate":"2026-11-03T13:57:04.000Z","fixReleasedAt":null,"daysToFix":null,"fixCheckedAt":null,"capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":["integrity","safety"],"aiComponentTargeted":"agent","llmSpecific":true,"classifierConfidence":0.9,"researchCategory":null,"atlasIds":["AML.T0051","AML.T0054"]}}