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The Closed Quorum: Inside the first reported autonomous AI C2 implant

Cisco Talos documented CLOSEDQUORUM, a Windows implant it describes as the first publicly reported autonomous AI command-and-control (C2) malware, discovered via its CAIRN project. The binary delegates its next-action decisions to a quorum of up to four commercial LLMs (DeepSeek, Qwen, Mistral, and Google Gemini) queried in sequence, executing their chosen actions to harvest credentials and crypto wallets without a human operator or dedicated C2 server; Talos has no confirmation of in-the-wild deployment but linked the developer to carding forum postings.

autonomous-agent · ai-c2 · malware · data-exfiltration · tool-abuse
llm · ai-agents · windows

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The Injection Paradox: Brand-Level Suppression in Safety-Trained LLM Recommendations via RAG Context Injection

An ICML 2026 workshop paper by Hyunseok Paeng, "The Injection Paradox," reports a reproducible failure mode in RAG-based LLM recommendation where prompt injections embedded in retrieved documents backfire, suppressing the injected brand below baseline in safety-trained Claude models (Claude Opus 4.6 dropped the target brand from a 54% baseline to zero top-2 recommendations). The suppression propagates to unmodified documents of the same brand, while GPT models showed the opposite effect, raising a reverse-attack scenario where an adversary poisons a competitor's documents to suppress that competitor's brand. Details →
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