NVIDIA OpenShell: Secure Agent Runtime on Mac Studio and GPU Workstations
NVIDIA OpenShell governs autonomous agents with sandboxes, policy, and credential isolation. Workstation explains how to run it on Mac Studio (Apple GPU host inference) and on Linux with NVIDIA --gpu.
Balinder WaliaRead
2026-08-12
Muse Glimmer on Ollama: Always-On Local Agents on One GPU
Meta Muse Glimmer brings always-on local agents to a single GPU via Ollama: 30B, Apache 2.0, 128K context, vision and tools — Workstation business guide.
Balinder WaliaRead
2026-05-15
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.