Experience with Production Storage & High-Speed Data Fabrics: Architect high-throughput, low-latency data and network fabrics essential for continuous AI pipelines (e.g., Dell PowerScale all-flash NFS with GPUDirect Storage [GDS], Dell ObjectScale S3, RoCEv2/Spectrum-X Ethernet, and InfiniBand). Frontier Model Characterization & Trend Tracking: Track, evaluate, and characterize emerging frontier model architectures and reasoning paradigms (e.g., dense Transformers, large-scale Mixture-of-Experts like DeepSeek-V3/V4 and Llama 4 Scout, hybrid attention, and native multimodal models).