AI Security
AI Chip Architecture: A Security Guide for Accelerated Compute
AI chip architecture shapes the security surface of accelerated compute. Here is how GPUs, TPUs, and NPUs are built and where the real risks live.
Apr 21, 20266 min read
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Supply Chain Security, in plain English.
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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Line Jumping: How MCP Tool Descriptions Attack Before Tools Are Called
Trail of Bits coined 'line jumping' for prompt injection delivered through MCP tool descriptions on connection. It bypasses every tool-invocation guardrail by design.
Apr 21, 20266 min read
AI Security
OpenAI Preparedness Framework v2: April 2025 Update
OpenAI released Preparedness Framework v2 on April 15, 2025 with sharper thresholds, an AI self-improvement category, and clearer disclosure requirements. We unpack the operational changes.
Apr 20, 20267 min read
AI Security
Zero-Day Discovery With LLM-Augmented Reachability: A Safeguard Engine Walkthrough
Pattern-matching scanners miss zero-days by definition. An engine that follows taint across package boundaries plus a model that hypothesizes exploit conditions can find what either would miss alone. Here is how that pipeline works end to end.
Apr 19, 20268 min read
AI Security
MCP Security
MCP is standardizing how AI agents call tools, and attackers are already exploiting tool poisoning, rug pulls, and shadowing. Here's what MCP security actually requires.
Apr 17, 20267 min read
AI Security
Protecting GenAI: OWASP Top 10 for LLMs
OWASP's Top 10 for LLM Applications reframes AI risk around prompt injection, data poisoning, and supply chain gaps that container-only tools like Aqua can't reach.
Apr 17, 20268 min read
AI Security
Total Cost of Ownership: Griffin AI vs Mythos
List price is the easiest number to compare and the least interesting one. TCO over three years is where Griffin AI vs Mythos-class platforms actually diverge.
Apr 16, 20265 min read
AI Security
Frontier LLM Vendors Are Not Your Supply Chain Security Vendor
Coding agents from OpenAI, Anthropic, and Google are excellent tools. They are also not supply chain security platforms, and the assumption that they can replace one is already producing expensive gaps.
Apr 16, 20267 min read
AI Security
What a Container Security Platform Should Actually Do
A container security platform has to cover images, registries, and running workloads. Here is what real coverage looks like and how to evaluate one.
Apr 16, 20266 min read
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