SSD-Llama: SSD-Native Inference for Trillion-Parameter Moe on a Consumer PC

What changed

Researchers presented SSD-LLaMA, an SSD-native inference system that runs trillion-parameter Mixture-of-Experts models on a consumer PC with a single GPU and limited RAM.

Why you should care

Local execution of massive Mixture-of-Experts models becomes feasible on consumer hardware using tiered storage optimization.

Your move

Watch. Monitor peer-reviewed benchmarks and open-source availability before altering local deployment architectures.

Evidence

PreliminaryarXiv — cs.CL ↗

What to watch next

Release of the open-source codebase and independent replication of the reported token generation rates on standard consumer hardware.

Event

research

Event date

Sep 16, 2026

Relevant to

General AI readers