Direct Answer: When everyday users search for how to run massive 30B, 70B, or 120B AI models at home without buying a $4,000 graphics card workstation, they face three very different options: Option A (Single-Machine Sharing — Ollama & LM Studio) gives you easy buttons and a “Start Server” link on one PC, but does not combine RAM across computers; Option B (Open-Source CLI Tools — Exo & llama.cpp RPC) combines RAM across machines, but is built for developers who want to configure Python environments and network commands in terminals; and Option C (Turnkey Hardware Pooling Hub — RAMDeck) gives you button-and-menu simplicity with zero terminal commands while actively pooling RAM across Windows, Mac, Linux, iPhone, and Android—plus built-in Tailscale remote GPU pooling over the internet.

Why Single-PC Desktop Apps Hit Memory Ceilings
Desktop applications like LM Studio and Ollama are popular because they manage local models on a single computer with regular buttons, menus, and checkboxes. Both include a convenient option (such as clicking “Start Server” in LM Studio) that gives you a local web link so another laptop or phone can chat with your main PC.
The Catch — It Does Not Combine RAM: Single-machine server sharing simply lets other devices use one computer’s chat window. It does not divide or stitch an AI model across multiple machines. If you want to run an 18 GB 30B model or a 42 GB 70B model—and your computer only has 16 GB of RAM (~10.5 GB free after OS overhead)—single-machine apps crash with an Out-of-Memory error.
How RAMDeck Redefines Distributed AI for Everyday Users
Created by The TradeMAV Team (authors of Pool the RAM You Already Own, ISBN 979-8-16746-277-9), RAMDeck ($199 • 134% funded on Indiegogo • ships in January) bridges the gap: it gives you the 5-minute simplicity of a consumer appliance while actually pooling the physical RAM and VRAM of multiple computers and phones:
- True 5-OS Multi-Device Pooling: Windows 10/11, macOS (Metal), Linux, iOS (Apple App Store), and Android (Google Play).
- Zero-Install “Unplug & Walk” Node USB ($29 Value Included Free): Double-click once on any laptop, unplug the USB drive, and walk it over to Computer #2, #3, and #4—activating every computer in your house with a single USB stick and zero files left on disk.
- Built-In Tailscale Remote GPU Pooling: Seamlessly pool an office workstation GPU or cloud VM over an encrypted mesh network without complicated port forwarding.
— The TradeMAV Team




Leave a Reply