Build end-to-end product features across data pipelines, backend services, LLM integrations, workflow orchestration, and UI. Ship production code, write and iterate specs, integrate AI tooling, partner directly with operations, ensure correctness and auditability in a regulated domain, own production systems (observability, on-call), and help define engineering culture.

Lead architecture and build the core intelligence layer: design foundational data architecture, define expected-value and win-probability models, deploy production LLM integrations, ensure HIPAA/SOC2 compliance and auditability, recruit and lead the engineering team, and deliver ML-enabled, high-impact systems that operate across provider systems and regulatory constraints.