Article 3 of 3 in the CI/CD series: add dependency vulnerability scanning with Snyk, static analysis with SonarQube Cloud, AI code review with Kilo, and Dependabot configured so it does not flood your board.
A practical walkthrough of the Husky pre-commit hooks and GitHub Actions CI setup I built for my NestJS + Next.js monorepo: TypeScript typecheck, lint-staged, reusable workflows, and a PR template that actually enforces quality. Part 2 of a 3-part CI/CD series.
AI generates plausible code fast. Tests are the only signal that it's actually correct. Here's how to set up Jest, coverage thresholds, and CI gates before you touch a single line of AI-generated code.