code-review
Safeguard articles tagged "code-review" — guides, analysis, and best practices for software supply chain and application security.
59 articles
GenAI Code Review Tools: A 2025 Field Test
We field-tested five GenAI code review tools against 240 seeded security defects to see which catch real issues and which hallucinate findings.
How 'Vibe Coding' Culture Is Reshaping Application Securi...
AI-assisted "vibe coding" is reshaping how much code ships and how little of it gets truly reviewed. Here's what the data shows and how AppSec teams should respond.
Do Code Review Practices Need to Change When Half the Cod...
AI now writes up to half of production code. Here is why traditional code review breaks down on AI output, and what teams need to change.
Code Guide Buzzardcoding: How to Read and Review Code for Security
A good code guide teaches you to read code, not just write it. This walkthrough covers how to review code for the security flaws that automated tools and casual readers miss.
The False Sense of Security Effect in AI-Assisted Develop...
AI coding assistants make developers write faster and trust more — even when the code is less secure. Here's what the data shows, and how to close the gap.
How to Check Code for Security Bugs Before You Ship
Learning to check code for security issues means layering the right tools in the right order. Here is a practical workflow that catches real bugs without drowning you in noise.
The Generational Divide in Attitudes Toward AI-Assisted C...
Younger developers trust AI-generated code far more than senior engineers do. That gap decides who reviews a PR before a vulnerability ships — and it's already showing up in real breaches.
What Are the Benefits of Using SAST Tools During Code Review?
SAST tools turn code review into a consistent security checkpoint by flagging vulnerable patterns automatically, so reviewers can focus on judgment instead of pattern-matching.
PCI DSS requirements for application security programs
PCI DSS v4.0.1 Requirement 6 sets hard deadlines and evidence rules for AppSec — here's what 6.2.3, 6.3.1–6.3.3 actually demand.
Everybody's shipping code they can't read (AI-generated c...
AI coding assistants ship code fast, but studies show nearly half contains vulnerabilities, hallucinated packages, and leaked secrets nobody reviewed.
Fix My Java Code: A Practical Guide to Finding and Fixing Security Bugs
"Fix my Java code" usually means a security or dependency problem. Here is a repeatable way to find the real fault, fix it, and stop it from returning.
How to Git Fetch a Branch (and Why It Matters for Security)
How to git fetch a specific branch, the difference between fetch and pull, and why fetch-then-review is the safer default for teams handling untrusted code.
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