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Application Security

CTF writeup patterns: serialization and cryptographic puzzles, decoded

CVE-2013-0156 let attackers RCE Rails by feeding YAML into a parameter parser — the same insecure-deserialization pattern CTF players train on every weekend.

Jul 8, 20267 min read
Container Security

CTF Writeup: Container SETUID Escape Techniques

A container-local root shell is not the flag. CVE-2019-5736 and CVE-2021-4034 both show how a SETUID binary inside a container can become a host compromise.

Jul 8, 20266 min read
Vulnerability Management

Inside CVE-2023-46233: How crypto-js Shipped a 1.3-Million-Times-Weaker Key Derivation

crypto-js versions before 4.2.0 defaulted PBKDF2 to SHA1 with a single iteration — NVD calls it 1,300,000 times weaker than modern standards. Here's the fix.

Jul 8, 20266 min read
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

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