AI Security
Copilot Code Review Security: What It Misses
Copilot's code review is useful. It is also not a security review, and treating it as one is how vulnerabilities ship. Here is what it actually catches.
Feb 13, 20267 min read
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.
Copilot's code review is useful. It is also not a security review, and treating it as one is how vulnerabilities ship. Here is what it actually catches.
Operation Cronos disrupted LockBit's infrastructure but not the underlying affiliate economy. Here is what actually changed and what defenders should take from it into 2026.
The Gold Registry now carries 6,000+ curated zero-CVE packages and images across ten ecosystems. Here is what is in it, how it is built, and how to use it.
A phishing campaign against a prolific npm maintainer poisoned chalk, debug, and several other packages with a Web3 hijacker. Here is the full breakdown.
Cursor's 2026 security model introduces privacy modes, indexing controls, and agent sandboxes. Here is the enterprise-ready view of what works.
Every release risks making the model worse. Griffin AI's regression gates block bad builds before they ship. Mythos-class tools rarely describe a gate process at all.
Stored, reflected, DOM, mutation, and template-injection XSS each live in a different part of the application and demand a different analysis. Griffin's engine understands template contexts, framework escaping rules, and client-side sinks; Mythos reads HTML and hopes. The difference shows up the moment you leave textbook territory.
Reka's multimodal models are interesting for specific security workflows. The question is whether multimodal is the binding constraint, and usually it isn't.
An anonymized account of how a mid-sized European SaaS vendor prepared for the EU Cyber Resilience Act using a focused 12-week Safeguard.sh readiness sprint.
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