code-review
Safeguard articles tagged "code-review" — guides, analysis, and best practices for software supply chain and application security.
60 articles
AI Code Generation: An Evaluation Framework for Gating Output Before Merge
NYU researchers found security weaknesses in ~40% of Copilot-generated programs. Here's how to gate AI code before it ever reaches main.
A Checklist for Reviewing AI-Generated Code Before It Merges
19.7% of packages LLMs recommend don't exist in real registries, per a 576,000-sample USENIX 2025 study — here's what to check before merging AI-written code.
When Node.js sandboxing stops at the C++ boundary
Node's permission model can block a native addon from loading at all — but once it's in, a single buffer overflow in C++ can corrupt the whole process.
Guardrails for AI Coding Assistants in the SDLC
45% of AI-generated code samples in Veracode's 2025 test of 100+ LLMs contained OWASP Top 10 vulnerabilities — here's how to gate it before merge.
Security Practices for GitHub Copilot and AI Coding Assistants
Copilot suggested 2,702 hardcoded secrets from just 900 prompts in one study, and at least 200 were live credentials — adoption without policy is a leak waiting to happen.
Top SAST Auto-Fixing Tools in 2026: An Honest Buyer's Guide
A balanced 2026 comparison of SAST tools that auto-fix findings — GitHub Copilot Autofix, Semgrep, Snyk, SonarQube, Mobb, Pixee — with honest tradeoffs and where Safeguard fits.
PHP Code Review Tools: An Honest 2026 Buyer's Guide
A balanced 2026 comparison of PHP code review and static-analysis tools — PHPStan, Psalm, PHP_CodeSniffer, progpilot, Semgrep, SonarQube — with honest tradeoffs and where Safeguard fits.
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.
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.
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