This issue of the bi-weekly newsletter features: 2022 Year in Review showcases work in machine learning, software assurance, DevSecOps, and more; zero trust; cybersecurity competition challenges; enterprise technical debt; DevSecOps pipeline actionable data; and enriched network flow data.