code-review
Safeguard articles tagged "code-review" — guides, analysis, and best practices for software supply chain and application security.
45 articles
AI Code Review and Security: Reviewer, Reviewed, or Both?
AI can review pull requests and AI can write them — sometimes in the same workflow. Both roles carry security implications teams routinely underestimate. Here is how to get the benefit without the blind spots.
Go Code Review Tools: An Honest 2026 Buyer's Guide
A balanced 2026 comparison of Go code review and static-analysis tools — go vet, staticcheck, golangci-lint, gosec, govulncheck, Semgrep, CodeQL — with honest tradeoffs and where Safeguard fits.
AI Code Review Tools Compared: An Honest 2026 Guide
A balanced 2026 comparison of AI code review tools — GitHub Copilot, CodeRabbit, Qodo, Graphite, Amazon Q, Snyk DeepCode — with honest tradeoffs, the security gap, and where Safeguard fits.
JavaScript & TypeScript Code Review Tools: An Honest 2026 Guide
A balanced 2026 comparison of JavaScript and TypeScript code review tools — ESLint, Biome, Semgrep, CodeQL, SonarQube, Snyk Code — with honest tradeoffs and where Safeguard fits.
How to Do a Secure Code Review: A Practical 2026 Guide
A practical 2026 walkthrough of secure code review — the process, the checklist, the real tools that automate it, how reachability prioritizes findings, and where Safeguard fits.
Java Code Review Tools: An Honest 2026 Buyer's Guide
A balanced 2026 comparison of Java code review and static-analysis tools — SpotBugs with FindSecBugs, PMD, Error Prone, SonarQube, Semgrep, CodeQL — with honest tradeoffs and where Safeguard fits.
Python Code Review Tools: An Honest 2026 Buyer's Guide
A balanced look at the Python code review and static-analysis tools that actually matter in 2026 — Ruff, Bandit, Semgrep, CodeQL, SonarQube, and more — with honest tradeoffs and where Safeguard fits.
Can AI write secure code? Auditing AI-generated code
AI writes code fast, but studies from 2021 to 2025 show it also reproduces insecure patterns and invents fake dependencies. Here's what the data says.
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.
What is Secure Code Review
Secure code review finds exploitable flaws in source code before they ship. Here's what it actually checks, how it differs from SAST, and when it should happen.
Code Review vs Static Analysis
Code review and static analysis catch different bugs at different gates. Here's how they differ, where each fails, and how to combine them.