Automated Vulnerability Remediation: Integrating AI Linters into CI/CD Git Workflows

## Moving Left in Security Catching vulnerabilities during code review or production deployment is costly. Integrating AI-powered linters directly into pre-commit hooks and pull request pipelines shifts security left. ## Real-Time Diff Analysis Modern code review tools can automatically generate secure git diff recommendations, allowing developers to accept fixes with a single click. ## Conclusion Combining static analysis rulesets with LLM contextual reasoning drastically reduces false positives and accelerates secure software development lifecycles.