The Workstation Blog
Hardware
Posts tagged Hardware.
What an AI Factory Actually Delivers: One Rack, 32 Blackwell Ultra GPUs and the Work It Does for You
An AI factory turns your own data into answers, agents, forecasts and trained models on hardware you control. Here is what goes in, what comes out, how the work flows every day, and what a rack of four Compal SGX30-2 servers with 32 NVIDIA Blackwell Ultra GPUs needs to run.
Balinder WaliaRead 
Unboxing Mac Studio M4 and Running Your First LLM
I unboxed a Mac Studio M4 Max with 128 GB unified memory and 40 GPU cores, installed Ollama, ran Llama 3.1 8B locally, and built a private RAG pipeline - all on one quiet, 6.48 W idle desk-side box.
Balinder WaliaRead 
Apple Silicon vs NVIDIA GPUs for Machine Learning: 2026 Comparison
Compare Apple Silicon and NVIDIA GPUs for machine learning workloads in 2026, covering performance benchmarks, power consumption, cost, and ecosystem maturity.
Balinder WaliaRead Best NVIDIA GPUs for AI Training in 2026
Choosing the right GPU for AI training can make or break your project budget and timeline. We compare NVIDIA's top GPUs across VRAM, TFLOPS, price-performance, and ideal workloads.
Balinder WaliaRead 