AI Security
Glossary of AI Trust, Risk, and Security Management (AI T...
A glossary of AI trust risk security management concepts: the Gartner AI TRiSM framework, its four pillars, AI risk taxonomy, and adversarial threats.
Jul 30, 20268 min read
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Deep dives, practical guides, and incident analyses from engineers who build Safeguard. No fluff, no vendor FUD — just what you need to ship secure software.
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How to build an AI-specific incident response playbook
A step-by-step guide to building an AI incident response plan — covering scoping, escalation, detection, containment, and post-incident review for LLM and agent failures.
Jul 30, 20268 min read
AI Security
CoSAI Releases Model Signing and Incident Response Frameworks
The Coalition for Secure AI published two operational frameworks in November 2025: Signing ML Artifacts and AI Incident Response. We unpack what each contains and how to adopt them.
Jul 30, 20267 min read
AI Security
Prompt Injection Detection in Retrieval Systems
Indirect prompt injection arrives through your retrieval corpus, not your chat box. We cover the detection strategies that survive when attackers write your RAG content.
Jul 28, 20265 min read
AI Security
The Hugging Face Breach: What Changes When an AI Agent Runs the Intrusion
On 16 July 2026 Hugging Face disclosed that a malicious dataset gave an attacker code execution inside its data-processing pipeline, escalating to node-level access and internal cluster credentials over a single weekend — driven by an autonomous agent framework executing thousands of actions. Here's the anatomy, and what it means for anyone who treats a model registry as a trusted input.
Jul 28, 20266 min read
AI Security
vLLM CVE-2025-62164: Tensor Deserialization RCE
vLLM 0.10.2-0.11.0 deserialized user-supplied PyTorch tensors via torch.load() in the Completions API. Memory corruption, potential RCE.
Jul 26, 20265 min read
AI Security
Claude Opus 4.5 System Card: Defender Takeaways
Anthropic released Claude Opus 4.5 on November 24, 2025 with the most detailed safety section of any system card to date. We pull out what enterprise defenders should change.
Jul 26, 20267 min read
AI Security
AI Model Watermarking and Provenance
Watermarking and provenance are the two most confused terms in AI security. A practical breakdown of what each actually does, where the 2025 techniques break, and what to ship in the meantime.
Jul 25, 20267 min read
AI Security
vLLM CVE-2025-66448: Auto-Map RCE via Model Configs
A critical RCE in vLLM allows malicious model configs to bypass trust_remote_code=False. We analyze the bug, the patch, and what every vLLM operator should do.
Jul 24, 20267 min read
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