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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.

Kubernetes Training Slurm Guide

June 26, 2026June 5, 2026 by Thorne Marcus

Plan AI infrastructure across Kubernetes, Slurm, training, inference, storage, networking, and GPU hosting without benchmark guesswork.

Categories AI Infrastructure

Deepseek Model OCR Guide

June 26, 2026June 4, 2026 by Thorne Marcus

Practical Deepseek OCR deployment guide for choosing GPU hosting, mapping workloads to GPU patterns, and avoiding weak benchmark signals.

Categories Deployment Guides

B200, HGX, and R100 GPU hosting buyer checklist

June 26, 2026June 3, 2026 by Thorne Marcus

A GPU hosting buyer checklist for B200, HGX, and R100 planning, focused on evidence, workload fit, and procurement risk.

Categories Hardware Comparisons

Blackwell Cost H100 Nemotron Guide

June 26, 2026June 3, 2026 by Thorne Marcus

A practical GPU server selection guide for Blackwell, H100, and Nemotron workloads, with cost drivers and benchmark caveats.

Categories Hardware Comparisons

LLM Inference with vLLM: Practical Deployment Guide

June 26, 2026June 3, 2026 by Thorne Marcus

Practical vLLM deployment guide for LLM inference teams comparing GPU hosts, workload fit, benchmark pitfalls, and buying criteria.

Categories Deployment Guides

Bare Metal Cluster Guide

June 26, 2026June 2, 2026 by Thorne Marcus

Plan bare metal AI clusters by workload, growth stage, reliability needs, and cost model before choosing GPU servers.

Categories AI Infrastructure

H100 Price India Nvidia Guide

June 26, 2026June 1, 2026 by Thorne Marcus

Compare Nvidia H100 GPU VPS options in India with a buyer framework for workload fit, benchmark review, pricing checks, and next steps.

Categories GPU VPS Basics

RTX PRO 6000 Nvidia Guide

June 26, 2026June 1, 2026 by Thorne Marcus

Use this RTX PRO 6000 NVIDIA GPU VPS guide to map workloads, avoid benchmark traps, and choose hosting options with buyer criteria.

Categories GPU VPS Basics

RTX H100 A100 Serverless Guide

June 26, 2026May 31, 2026 by Thorne Marcus

Practical guide to choosing RTX, H100, A100, GPU VPS, or serverless GPU hosting for AI workloads without invented benchmarks.

Categories GPU VPS Basics

Cloud Inference Blackwell Cost Guide

June 26, 2026May 31, 2026 by Thorne Marcus

A practical GPU VPS guide for comparing cloud inference costs, Blackwell options, workload fit, benchmarks, and pricing caveats.

Categories GPU VPS Basics
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