Automated Code Review: What to Trust, What to Verify, and What to Keep Human

Automating code review without training developers to ignore it: start with narrow, trusted checks like secrets and risky dependency changes, scope comments to diffs, and tune rules from dismissals.

Building security into normal delivery: the SSDLC guide argues security decisions must land at design review, feature kickoff, PR and release time—not as a late gate once architecture is locked.

Secure code review as boundary hunting: trace attacker-controlled input to database, file, network, template and auth decisions, check authorization invariants, and cover workflow files and secrets.

We were asked by a customer about performing code review based on the PCI requirements.

Where DevSecOps automation belongs in the pipeline: map each check to pre-commit, PR, CI or deployment, decide which findings block versus inform, and keep remediation in one workflow.

GitHub's May 2026 breach: a poisoned VS Code extension on an employee device reached roughly 3,800 internal repositories—showing developer machines now sit on the privileged production path.