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Application Security

Preventing SSRF in Node.js applications

A single unvalidated URL in a fetch or axios call can let an attacker reach 169.254.169.254 and steal cloud credentials — as the 2019 Capital One breach showed.

Jul 7, 20266 min read
Application Security

Securing Python Virtual Environments

A single sudo pip install can overwrite files an OS package manager owns — PEP 668 exists because that anti-pattern was common enough to break Linux distros.

Jul 7, 20267 min read
Application Security

The Python pickle security model, explained

Python's own docs warn that unpickling can execute arbitrary code — yet pickle is still the default weight format behind millions of ML model downloads.

Jul 7, 20266 min read
Application Security

Can an LLM find the same bug twice? What repeatability benchmarking reveals

In a 300-run benchmark, the best LLM scanner hit 75.4% F1 while a deterministic SAST baseline hit 100% — but the real story is in what varies between runs.

Jul 7, 20266 min read
Application Security

Post-Quantum Cryptography Migration for Application Security

NIST finalized PQC standards in 2024, but most companies can't even inventory where RSA and ECC live in their stack. Here's a realistic migration roadmap for AppSec teams.

Jul 6, 20266 min read
Application Security

What Is Application Security (AppSec) 101

AppSec used to mean scanning code for known bugs. Here's why that's no longer enough, what CVE-matching tools like Snyk miss, and what a real supply chain security program requires.

Jul 5, 20267 min read
Application Security

CodeQL default setup vs advanced setup for code scanning

CodeQL's default setup is fast but limited; advanced setup adds control but more YAML to maintain. Here's how the two compare, and where Safeguard fits in.

Jul 4, 20267 min read
Application Security

Secret scanning coverage: GHAS's ~200 patterns vs broader...

GHAS matches secrets against ~200 partner patterns. We break down where that coverage ends and how Safeguard's layered detection catches what pattern lists miss.

Jul 3, 20268 min read
Application Security

GitHub Secret Protection deep dive: push protection, cust...

How GitHub Secret Protection's push protection, custom patterns, and validity checks actually work post-GHAS split, and where the coverage gaps still leave secrets exposed.

Jul 2, 20267 min read
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