You merged it. Then it failed.
Modern pipelines review code before merge — automated review, security scan, and test generation on every PR.
A single-image breakdown of the 3-stage automated review pipeline that runs before you merge: code review, security scan, and test generation — all triggered from a single PR open. Ship faster. Break less.
Tags#CI/CD#CodeReview#DevOps#AIWorkflows#PullRequest#Pipeline
Key takeaways
- 1Every PR triggers three parallel jobs in GitHub Actions: code review, security scan, test generation.
- 2The pipeline posts a consolidated comment back on the PR — review notes, risk flags, coverage delta — all in one place.
- 3Senior-level review on every PR. Zero extra effort. No QA bottleneck.
- 4Your pipeline reviews itself. Ship faster. Break less.
