AI Security
AI Code Review for Security: How Effective Is It Really?
AI-powered code review tools promise to catch vulnerabilities faster than humans. We tested the claims against reality.
Feb 10, 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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How to Choose a Container Scanning Tool That Actually Helps
A practitioner's guide to picking a container scanning tool: what it should detect, where it fits in the pipeline, and how to avoid drowning in false positives.
Feb 10, 20266 min read
AI Security
Griffin AI vs Mythos: The Security Platform Comparison
A senior engineer's side-by-side look at Griffin AI and Mythos — why engine-grounded reasoning beats pure-LLM security intuition when the audit clock starts.
Feb 10, 20266 min read
AI Security
Griffin AI vs Claude Agent Skills for Security
Anthropic's Claude Agent Skills let you package tools and context for Claude. Here's how that primitive compares to Griffin's security-specific workflow scaffolding.
Feb 10, 20267 min read
AI Security
Benchmark Contamination Concerns In Security Evals
When the test set is in the training set, the benchmark is broken. Security eval contamination is widespread and the mitigations are specific.
Feb 10, 20262 min read
AI Security
AI Security Solutions: A Buyer's Guide for 2026
AI security solutions now span two very different categories — securing AI systems and using AI to secure everything else — and buyers who conflate them end up with the wrong tool.
Feb 10, 20265 min read
AI Security
Best AI Tool for Resume: What to Check Before You Trust One
The best AI tool for resume building is the one that improves your document without quietly harvesting the personal data on it. Here is how to judge these tools on privacy and security, not just polish.
Feb 10, 20265 min read
AI Security
Autonomous Security Remediation: The Promise and Peril of Self-Healing Software
Automated vulnerability patching sounds ideal until you consider what happens when the automation gets it wrong. Here's a realistic look at autonomous remediation.
Feb 10, 20266 min read
AI Security
Evaluating Security-Specific Reasoning Models
Reasoning models have arrived in security tooling. Evaluating them requires different methodology from evaluating classification or generation models. Here is what good evaluation looks like.
Feb 9, 20267 min read
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