
Brenden Reeves
COO, American Compute
Brenden leads operations and research at American Compute. Previously an ML consultant for several Fortune 500 companies and an ML engineer building NLP systems, graph-based RAG pipelines, and enterprise data platforms. His research background includes distributed graph neural network training for high-energy physics at CERN.
LinkedIn →Articles
Neocloud Business Model and Unit Economics
How neoclouds make money selling GPU-hours: contract vs on-demand pricing, cost structure with CoreWeave FY 2025 financials, debt financing mechanics, and what threatens the model.
Starting a Neocloud in 2026
What it takes to launch a GPU cloud business: hardware costs at three scales, GPU-backed debt structures, colocation constraints, pricing models, CoreWeave unit economics, and the five risks that kill neoclouds.
HGX, DGX, MGX: NVIDIA's Server Platforms
HGX is the GPU baseboard, DGX is the turnkey server, MGX is the modular reference architecture. How they relate, what OEMs change, and which platform fits your deployment.
NVLink and NVSwitch
NVLink is NVIDIA’s high-bandwidth GPU-to-GPU interconnect. NVSwitch is the routing chip that turns those links into a full mesh. How they work, six generations of specs, and when each one matters for training and inference.