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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
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
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
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
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
Vulnerability Management

The CUPS RCE Chain: A Technical Breakdown of CVE-2024-47176

Four medium-severity CUPS bugs chained into unauthenticated RCE on UDP/631 — a masterclass in why CVSS scores per-CVE miss the real risk of a vulnerability chain.

Jul 8, 20266 min read
Vulnerability Management

Inside CVE-2023-38545: the libcurl SOCKS5 heap overflow

A single off-by-length check in curl's SOCKS5 handshake, live for over three years across libcurl 7.69.0–8.3.x, earned a 9.8 CVSS score and a CWE-787 out-of-bounds write.

Jul 8, 20266 min read
Open Source Security

What the curl CVE disclosures teach about patching embedded C libraries

curl.se lists 206 published CVEs across two decades — two 2023 disclosures show why transitive C-library patching needs its own discipline.

Jul 8, 20267 min read
Vulnerability Management

CVSS 4.0 vs. 3.1: what actually changed, and why your priority list should too

CVSS 4.0 killed the Scope metric, added Attack Requirements, and split scoring into CVSS-B/BT/BE/BTE labels — here's what that means for triage.

Jul 8, 20266 min read
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