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Articles

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AppSec

Website Scanner: How It Works and What to Use

A website scanner probes a live site for security flaws like injection, misconfiguration, and known CVEs. Here is how the different scanner types work and when each one fits.

Jun 5, 20266 min read
Concepts

What is Patch Latency

Patch latency is the gap between a fix existing and the fix running in production. Here's how to measure it honestly, why it balloons, and how teams get it under 30 days.

Jun 5, 20267 min read
AI Security

Zero-day risk in third-party AI model dependencies

Malicious Hugging Face models, a trojanized Ultralytics PyPI release, and a torch.load bypass show AI model dependencies now carry real zero-day risk.

Jun 5, 20266 min read
Product

How the Snyk CLI's authentication flow issues and stores ...

A technical walkthrough of how Snyk's CLI authenticates via `snyk auth`, where it stores API tokens locally, and why that plaintext credential file is worth protecting.

Jun 5, 20268 min read
AI Security

Sonatype Guide: Securing Agentic AI Development

Sonatype's new guide reframes AI dependency risk, but its scanner-based model can't govern agents that install packages and call MCP tools on their own. Here's the gap and how to close it.

Jun 5, 20269 min read
DevSecOps

How Snyk CLI's --severity-threshold and --fail-on flags g...

How Snyk CLI severity-threshold and fail-on flags filter and gate vulnerability findings, plus exit codes and common CI/CD misconfigurations.

Jun 5, 20267 min read
AI Security

Mapping AI-generated code risks to the CWE Top 25

45% of AI-generated code fails security tests. Here's how CWE Top 25 weaknesses like XSS, SQLi, and broken auth map to specific LLM coding habits.

Jun 5, 20267 min read
Industry Analysis

How the Snyk CLI's JSON output format supports custom too...

A technical look at how Snyk CLI's --json and --sarif output structure vulnerability data, its exit-code quirks, and the official tools that turn it into reports.

Jun 5, 20267 min read
Regulatory Compliance

Open Source License Compliance Management

Open source license compliance is now a continuous, automated discipline. Here's what Sonatype gets right, where it falls short, and how Safeguard unifies license risk with vulnerability management.

Jun 5, 20268 min read

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