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DevSecOps

Python itsdangerous: Signing Data Safely and Avoiding Key Leaks

The Python itsdangerous library signs data so tampering is detectable. Getting it right depends on how you handle the secret key and key rotation.

Jun 15, 20266 min read
Application Security

How Snyk Code suppressions and in-file ignore annotations...

How Snyk Code's in-file ignore annotations and UI-based suppressions work mechanically, from fingerprinting to Consistent Ignores, and where governance gaps appear.

Jun 15, 20267 min read
Application Security

How Snyk Code's incremental scanning speeds up repeated s...

Snyk Code speeds up repeat SAST scans on large codebases by re-analyzing only changed files instead of the whole repository each time.

Jun 15, 20267 min read
Application Security

How Snyk Agent Fix uses dynamic few-shot prompting to gen...

How Snyk Agent Fix uses dynamic few-shot prompting and a 35,000-example database to generate, validate, and iteratively repair AI-generated code fixes.

Jun 15, 20267 min read
AI Security

How Snyk Agent Fix's agentic retry loop self-corrects fai...

A technical look at how Snyk's Agent Fix uses a bounded, feedback-driven retry loop to validate and self-correct AI-generated vulnerability fixes before they reach a pull request.

Jun 15, 20268 min read
Open Source

npm copyfiles: A Security Review and Safe Usage Guide

copyfiles is a tiny cross-platform file-copy CLI that a lot of build scripts rely on. Here is its security profile and how to use the npm copyfiles package carefully.

Jun 15, 20265 min read
Security

nginx 1.22.1 Vulnerabilities: What Actually Affects You

Worried about nginx 1.22.1 vulnerabilities? Here is what genuinely affects this release, what does not, and how to decide whether you need to upgrade.

Jun 15, 20265 min read
Vulnerabilities

Squidbleed (CVE-2026-47729): A 1997 Default Comes Back to Bite Squid

A one-line FTP-parsing bug from 1997 lets any user of a shared Squid proxy read other people's cleartext HTTP requests. We break down the root cause, why ancient defaults survive, and how to remediate.

Jun 15, 20267 min read
Industry Events

Black Hat USA 2026 Preview: Agentic AI Security Takes Mandalay Bay

A preview of Black Hat USA 2026 at Mandalay Bay, Aug 1-6. Why agentic AI security, the software supply chain, and post-quantum readiness are the threads to watch before the briefings begin.

Jun 15, 20267 min read

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