# Preprint tests multi-PC pipeline for models beyond one machine's memory

_Thursday, August 20, 2026 at 12:00 AM EDT · Science, AI · Latest · Tier 2 — Notable_

Researchers reported a preprint describing a pipeline-parallel system that splits an LLM into pre-compiled OpenVINO shards across Intel AI PCs. In tests, a two-node Llama 3.1 8B INT4 pipeline served two concurrent users at 1.79 times the single-user throughput of unsplit inference on the same hardware. The authors also report that four Lunar Lake AI PCs on Intel Tiber Cloud served a 70B model that no single fleet member could hold at interactive speed.

## Sources

- [cs.AI updates on arXiv.org](https://arxiv.org/abs/2608.19147)

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Retrieved: 2026-08-20T07:01:59.464Z
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