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Vulnerability Management

Continuous vulnerability management: the discovery-to-verification lifecycle

CISA's new BOD 26-04 gives federal agencies as little as 3 days to remediate the highest-risk flaws — a preview of the SLA pressure every engineering org now faces.

Jul 8, 20267 min read
Container Security

Securing Containerized AI Workloads: Base Images, GPU Drivers, and Runtime Policy

A CVSS 9.0 flaw in NVIDIA's Container Toolkit let any GPU container escape to the host — and its first patch didn't fully close it. Here's how to defend AI infrastructure.

Jul 8, 20265 min read
Container Security

Sigstore vs. Notary v2 vs. Docker Content Trust: signing containers in 2026

Docker retires Content Trust on December 8, 2026, while fewer than 0.05% of Hub pulls ever used it — here's how Sigstore and Notary v2 actually replaced it.

Jul 8, 20267 min read
Cloud Security

Common Configuration Scoring System (CCSS) explained

NIST published CCSS in December 2010 to score misconfigurations the way CVSS scores bugs — most cloud teams have never applied it.

Jul 8, 20266 min read
Application Security

Command injection in Python: subprocess, os.system, and safe-by-default patterns

os.system() and subprocess.run(shell=True) both hand a string straight to /bin/sh — one unescaped semicolon is enough to run arbitrary commands.

Jul 8, 20266 min read
Best Practices

The code-to-cloud AppSec checklist: unifying code, dependency, container, and config security

Log4Shell and the XZ Utils backdoor both proved the same thing: a flaw in one layer is only as contained as your weakest disconnected tool.

Jul 8, 20267 min read
AI Security

Code injection risks in GenAI-generated code

Nearly 40% of GitHub Copilot's suggested programs contain exploitable vulnerabilities, and 19.7% of AI-generated code samples reference packages that don't exist.

Jul 8, 20267 min read
Application Security

Python code injection: eval, exec, and pickle explained

eval(), exec(), and pickle.load() can each hand an attacker a Python interpreter — CVE-2020-1747 shows how one unsafe deserialization call became a real RCE.

Jul 8, 20265 min read
DevSecOps

Chaos engineering for security resilience testing

A one-hour Cloudflare R2 outage in March 2025 traced back to a mistyped deploy flag during credential rotation — exactly the failure a security chaos experiment is built to catch first.

Jul 8, 20267 min read

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