Design, build, and validate backend systems for graph execution and semantic reasoning. Ensure correctness across ingestion, graph traversal, distributed workflows, and query execution. Implement validation, regression coverage, load and stress tests, and scalability improvements in containerized Kubernetes environments while collaborating with platform and graph engineering teams.