AI-Assisted Value Stream Mapping and AI-Led Optimization: Lead technical value stream mapping across requirements, test design, test planning, execution, defect triage, analytics, and release readiness to identify where AI-Assisted workflows can augment engineering decisions and AI-Led capabilities can automate repeatable, data-driven interventions to reduce waste, improve flow, and increase engineering leverage. Working through technical influence rather than direct people management, this person will architect scalable test frameworks, reusable automation assets, AI-assisted test design patterns, intelligent regression strategies, and closed-loop analytics that transform V&V from a reactive execution function into a predictive, automation-first, data-driven, software first engineering capability.