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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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AI Security

How to Mitigate Supply Chain Attacks: A Practical Playbook

To mitigate supply chain attacks, you secure everything you did not write: dependencies, build systems, and the pipeline that ships your code. Here is how.

Apr 22, 20266 min read
AI Security

AI in Network Security: Where It Actually Helps Today

AI in network security earns its keep in anomaly detection and alert triage today, not in autonomous response — here's the honest split between what's proven and what's still marketing.

Apr 22, 20265 min read
AI Security

Container Security and Gartner: Reading the CNAPP Market Guide

When people search for container security Gartner coverage, they usually mean the CNAPP Market Guide. Here is what Gartner's framing says about securing containers.

Apr 22, 20265 min read
AI Security

What Is AI Jailbreaking? A Defender's Security Guide

To jailbreak AI means to bypass a model's safety guardrails with crafted prompts. Here is how the technique works and, more usefully, how to defend against it.

Apr 22, 20267 min read
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
AI Security

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
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