exo runs trillion-parameter model on Macs

Local distributed inference is reaching a tipping point where consumer-grade hardware clusters can challenge cloud-based enterprise GPUs for running massive, trillion-parameter sparse models.

• –Apple Silicon Advantage: Apple's unified memory architecture is the secret weapon for local AI, making large memory pools affordable compared to discrete enterprise GPUs.
• –Thunderbolt/RDMA Connectivity: Daisy-chaining Macs with low-latency interconnects removes traditional local networking bottlenecks.
• –Sparse MoE Architecture: Trillion-parameter models are only viable locally because they are sparse, activating only a fraction of parameters at runtime.
• –Enterprise Disruption: As local frameworks mature, smaller enterprises can run private, large-scale LLMs without ongoing cloud GPU subscriptions.