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A DevSecOps pipeline with a novelty-based security gate: 5 CI stages, 11 digest-pinned scanners, Cosign-signed images, SARIF/SBOM evidence. Built over PyGoat.
DevSecOps dashboard: ingests, normalizes and displays security findings from Semgrep, Trivy, Checkov and Gitleaks behind one scanner-independent domain model.