1 Issue: faster Dev
Ops pushes defects downstream. 2 QE Platform: contract tests, chaos engineering, model-based test generation, Gen
AI defect triage. 3 Toolchain: Git
Hub Actions, K8s test beds, service-mesh fault injection. 4 Security Tie-in: SAST, DAST, Ia
C scanning in same pipeline. 5 KPIs: Defect escape -70 %, release cycle x3, audit prep -60 %. 6 Case: Finserv API hub cuts prod incidents 80 % while meeting PCI 4.0. 7
Conclusion: Quality equals velocity; VSI's platform makes both scalable.
