Dekhna Zaroori Hai

One Stop for all Tinseltown News!

Loading a 120B (60GB) Model Across 6 Wildly Different Devices

Can a cluster of weak, mismatched hardware run a 120B parameter model? I connected 6 completely different devices — two Windows machines (one with an RTX 3060, one an old 12GB laptop), three different Macs (Intel CPU-only, M3 Metal, and a Mac mini), and an Android phone — and used RAMDeck to pool them into one system.

In this video:
– Touring the full 6-device cluster and how it's networked (Ethernet + Wi-Fi mix)
– Loading a 4-bit quantized 120B GPT model (~60GB across two shards) with the mini PC as primary
– Watching RAMDeck's waterfill logic prioritize the RTX GPU, then the Metal devices, then CPU fallback
– Chatting live with the model once it comes online

One critical lesson: why your load timeout needs to scale dynamically with model size (mine took ~11 minutes)

RAMDeck — Pool Your RAM. Run Bigger AI.

Run and train models too big for any single machine, using the PCs, Macs, mini PCs and phones you already own.


Buy RAMDeck on Indiegogo

Learn more at ramdeck.com

Leave a Reply

Your email address will not be published. Required fields are marked *