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Apple details distributed LLM inference on Mac Studio clusters
Original: Local and Distributed Large LLM Inference with MLX and RDMA on Mac Studio
Apple has published research on running large language model inference locally and across multiple machines using its MLX framework, with RDMA networking connecting Mac Studio machines. The approach lets developers pool memory across several Macs to serve larger models than a single machine could handle, without cloud servers. Developers are discussing the practicality of Mac clusters as an alternative to GPU servers for private, on-device AI workloads.
Why now: Apple's new writeup shows Mac Studio clusters can run large LLMs locally via MLX and RDMA, sparking debate about GPU-free AI serving.
Evidence
- Local and Distributed Large LLM Inference with MLX and RDMA on Mac Studio · vinhnx · 8
- Local and Distributed Large LLM Inference with MLX and RDMA on Mac Studio · ingve · 6
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