Snyk VulnBench: benchmarking LLMs on repeat vulnerability discovery
Snyk's VulnBench JS 1.0 ran 300 repeated LLM scans and found half of non-reference findings vanish on rerun—raising the bar for AI security tooling.
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.
Snyk's VulnBench JS 1.0 ran 300 repeated LLM scans and found half of non-reference findings vanish on rerun—raising the bar for AI security tooling.
A SQL injection test proves whether user input can reach your database as code. Here is how to test your own applications responsibly, read the results, and fix what you find.
A practical framework for evaluating software supply chain security vendors on verifiable dimensions—SBOM support, provenance, deployment model—rather than analyst labels alone.
The jose npm package is a well-regarded library for JWT, JWS, and JWE across JavaScript runtimes. It gives you the right primitives; using them securely still comes down to how you verify tokens.
jqwik 1.10.0 hid a prompt injection telling AI coding agents to delete tests. Here's how it worked, why it's protestware, and how to catch it.
How Snyk's AI-BOM keeps model and dataset inventories current through continuous refresh, and why that differs mechanically from a point-in-time static SBOM export.
AI coding agents now choose dependencies — and attackers are exploiting hallucinated packages and MCP backdoors that legacy SCA tools like Sonatype's were never built to catch.
How Snyk's AI-BOM uses code-level analysis, not manifest parsing, to surface shadow AI models, agent frameworks, and MCP servers security teams don't know are running.
Governments banned DeepSeek and other AI models in 2025 within days. Here's the security supply-chain risk teams face and how to find and fix it fast.
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