Integrate SAST tools SonarQube Semgrep Checkmarx into CICD pipelines to scan AIgenerated code Deploy and maintain secrets scanning Trufflehog GitGuardian on Claude Code outputs and repositories Define and enforce secure code review gates for AIassisted development Provide developerfacing security guidance and embed security champions within engineering teams Instrument Claude Code usage for security telemetry feed data to SIEM Support incident response for coderelated security events 5 years in DevSecOps or application security Robust CICD pipeline experience GitHub Actions GitLab CI Jenkins Experience with SAST DAST and secrets scanning tooling Application security knowledge OWASP Top 10 secure coding practices Scripting Python Bash or similar
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