Auditing an enterprise codebase requires combining rigid security checks (secrets detection, dependency vulnerabilities, IaC configuration) with deep semantic understanding. Rather than depending on a single model, our architecture uses adversarial cross-examination: an independent verifier model aggressively tests each candidate finding to eliminate false positives.
All verified issues were catalogued using the standard CWE taxonomy within a compliant SARIF 2.1.0 report, while autonomous Fix Sessions generated and verified test-passing patches in dedicated git branches without compromising trunk stability.