• Published ’Closing the Loop: Embedding Observability in the GenAI Product Lifecycle for Systematic Bias Mitigation’ at GenAICHI (ACM CHI 2024), establishing taxonomy-anchored best practices for bias monitoring.

• Connected AVID’s multi-domain risk framework with MITRE ATT&CK and ATLAS—partnering with S. Majumdar, C. Anderson, and J. Novikova—to publish an open reference for practitioners and strengthen collective threat modeling.

• Engineered BiasAware, a real-time framework for detecting and remediating dataset biases and security flaws through interactive monitoring dashboards.

• Reduced CI build and deployment cycles by 40% through a Jenkins integration plugin that streamlines pipeline event handling and enables parallel stage execution across agents.

• Cut communication overhead by 25% by embedding real-time GitLab build updates into Jenkins dashboards.

• Designed a two-phase vulnerability assessment framework leveraging Oracle Cloud Guard and the Vulnerability Scanning Service (VSS), enabling automated detection and prioritization of risks in OCI images.

• Developed a heuristic-driven risk scoring model for OCI compute instances, incorporating CVE severity, open port analysis, and CIS benchmarks to improve security posture and remediation prioritization.

• Built an automated vulnerability retrieval pipeline integrating Oracle security APIs, streamlining assessments and reducing manual compliance checks.

• Engineered a dynamic security sandbox to test and isolate potential threats in OCI environments, ensuring real-time scanning without disrupting production workloads.

• Analyzed COVID-19 vaccine rollout with regression and decision trees to identify accessibility and resource patterns.

• Generated insights that guided equitable access strategies and informed policy recommendations based on data.