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Thorne Marcus

AI infrastructure architect and technical advisor. Ex-NVIDIA systems engineer and CoreWeave cluster optimization lead. Marcus specializes in GPU scaling efficiency, high-speed interconnect topology (NVLink & InfiniBand), and tailoring hardware for massive LLM training and low-latency inference workloads. He helps enterprises navigate TCO and performance bottlenecks when building their AI cloud footprint.

Vera Rubin CPU Guide

July 13, 2026 by Thorne Marcus

Use this decision framework to evaluate hardware comparisons: vera rubin cpu guide for AI workload planning, GPU hosting risk, and infrastructure tradeoffs.

Categories Hardware Comparisons

GTC 2026 Virtual Guide | GPU Host

July 10, 2026 by Thorne Marcus
GPU Host infrastructure visual for Hardware Comparisons: GTC 2026 Virtual Guide | GPU Host

Practical guide for AI teams comparing GPU hosting options. Choose the right GPU server based on workload, memory, latency, and operations model.

Categories Hardware Comparisons

GPU infrastructure requirements for production AI agents

July 7, 2026 by Thorne Marcus

Production AI agents put different pressure on infrastructure than a simple chatbot demo. A prototype can call a hosted model, wait for a response, and.

Categories AI Infrastructure

How to choose the right GPU server for AI workloads

July 5, 2026 by Thorne Marcus

Learn how to choose a GPU server for AI training, inference, and fine-tuning by comparing memory, compute, storage, networking, benchmarks, and pricing.

Categories Hardware Comparisons

How to evaluate GPU performance benchmarks for AI workloads

July 4, 2026 by Thorne Marcus

Learn how to evaluate GPU performance benchmarks for AI workloads by matching results to memory fit, topology, software stack, latency goals, and pricing.

Categories Hardware Comparisons

GPU deployment checklist for production AI workloads

July 3, 2026 by Thorne Marcus

Use this GPU deployment checklist to compare hosting options for AI inference and training around memory, concurrency, monitoring, rollout risk, and pricing.

Categories Deployment Guides

GPU Managed Slurm Guide

July 2, 2026 by Thorne Marcus

Plan GPU infrastructure with managed Slurm guidance for AI training, inference, experiments, cost control, and server selection.

Categories AI Infrastructure

AI infrastructure planning guide for growing teams

July 1, 2026 by Thorne Marcus

AI infrastructure planning is not a GPU shopping exercise. For a growing team, the better starting point is the work the infrastructure must support.

Categories AI Infrastructure

Build Cluster Kubernetes Guide

June 30, 2026 by Thorne Marcus
GPU Host infrastructure visual for AI Infrastructure: Build Cluster Kubernetes Guide

AI infrastructure planning should start with workload, growth stage, and cost model — not a generic GPU list. Practical guide for teams comparing GPU hosting options.

Categories AI Infrastructure

Clusters Kubernetes HPC Guide

June 26, 2026June 26, 2026 by Thorne Marcus
GPU Host infrastructure visual for AI Infrastructure: Clusters Kubernetes HPC Guide

Use this decision framework to evaluate AI infrastructure clusters, Kubernetes, and HPC for AI workload planning, GPU hosting risk, and infrastructure tradeoffs.

Categories AI Infrastructure
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Recent Posts

  • Vera Rubin CPU Guide
  • GTC 2026 Virtual Guide | GPU Host
  • GPU infrastructure requirements for production AI agents
  • How to choose the right GPU server for AI workloads
  • How to evaluate GPU performance benchmarks for AI workloads

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