AI is shipping code faster than security was built to handle
AI coding tools have done something nobody planned for: they've made the security review cycle the bottleneck. Not CI. Not deployment. Security. Snyk'…
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The Invisible Breach: Why Modern Web Frameworks Aren't Immune to LFI
Introduction: The Comfortable Lie There's a comfortable story developers tell themselves: "I'm using a modern framework. It handles all that low-level…
Platform Lockdowns Will Doom Your Business
The Problem We Were Actually Solving At first glance, it seemed simple: we wanted to add PayPal as a payment option to our e-commerce platform. Our us…
The 26-Dimensional Feature Vector: How a Machine Learns to Recognise a Secret
hen my secrets detector evaluates a candidate string, it doesn't see code. It sees a vector of 26 numbers. That vector is the bridge between human int…
We scanned 50+ MCP servers and found HIGH-severity bugs in Atlassian, GitHub, Cloudflare, and Microsoft — here's what we learned
MCPSafe (mcpsafe.io) runs automated security scans of Model Context Protocol (MCP) server repositories using a five-model LLM judge panel and a purpos…
Why I Built an ML-Powered Secrets Detector Instead of Just Using Regex
ost secrets scanners work the same way. They maintain a list of regex patterns — one for AWS access keys, one for GitHub personal access tokens, one f…
Writing Custom SAST Rules for Vulnerabilities Your Scanner Doesn't Cover
Every SAST tool ships with a default ruleset. And every default ruleset has gaps. Sometimes the gap is a framework-specific vulnerability that the too…
SnowFROC 2026: Secure Defaults, Real Trust, and a Better Layer on Top
Denver likes a good origin story. The city still keeps a marker for Louis Ballast and the Humpty Dumpty Barrel, the local spot tied to the cheeseburge…
From a Single IP to Exfiltrated Passwords in a PNG: My First Freelance Pentest Engagement
Disclaimer: This article describes a security research activity carried out in a controlled context , with educational goals and the aim of improving …