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Defensive Techniques How to implement an AI Software Bill of Materials capturing base models, adapters, training datasets, and dependencies — and use it for supply chain risk and compliance.
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Research LLMs with large context windows can be reliably jailbroken by embedding hundreds of fictitious dialogues before the target request. The attack scales with context length.
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Vulnerabilities CVE-2026-31204: an SSRF vulnerability in Ollama allows local-network attackers to read arbitrary files and reach internal services via the model pull endpoint. All versions affected.
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Research Backdoor behaviours introduced into LLMs during fine-tuning can persist through subsequent safety alignment including RLHF and adversarial training, surviving standard red-teaming.
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Defensive Techniques A practical framework for implementing prompt injection detection at the API gateway layer: input sanitisation, context isolation, output filtering, and anomaly detection.