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Corpus poisoning attacks against RAG-based cybersecurity/IoT threat-intelligence assistants, with a lightweight, edge-deployable provenance defense. Evaluated on TF-IDF and dense-embedding retrievers over a CVE/MITRE ATT&CK/vendor-advisory knowledge base.