Lead end-to-end memory feature development: fine-tune and train LLMs for extraction, updates, consolidation, and conflict resolution; prototype and productionize research; build large-scale evaluation (offline metrics and online A/B tests); collaborate with customers and engineering to deliver low-latency, reliable, cost-effective systems.

Build end-to-end product features across Next.js front end and Python back end: design APIs, implement UIs, optimize performance, write tests, operate production systems, and collaborate with design, research, and customers.

Design and ship REST APIs, model data in relational and graph stores, operate and observe production services, debug customer issues end-to-end, optimize SQL performance, build Python services, and deploy containerized apps on AWS Kubernetes.