10+ years in product management. At least 5 years in AI/ML infrastructure or large-scale distributed systems. Proven track record building state of the art inference and RAG. Deep familiarity with RAG architectures, multimodal ingestion, and LLM-backed retrieval. Familiarity with HPC cluster management software such as Slurm. Strong background in high-throughput, low-latency production environments. Understanding of federal compliance environments (audit logging, IL5/6 certifications).