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Janas: Run LLMs larger than RAM by streaming experts from SSD

AI summary

Janas-LLM, a new method for running large language models (LLMs) larger than RAM by streaming experts from SSD, significantly outperforms llama.cpp. On a laptop with 32 GB of memory, Janas-LLM achieved 37 tok/s with Qwen3-Next-80B (a 48 GB model), compared to llama.cpp's 2.8 tok/s. For reading prompts, Janas-LLM reached 62 tok/s against llama.cpp's 16 tok/s. This performance advantage was consistent across various models tested on the same hardware.

Time & source

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IngestedOffset at this time: UTC+0Oct 13, 2026, 00:00 UTC

Ingested
Oct 13, 2026, 00:00
Source type
Dev community
Breakout verdict
Basis
Running about 2.3× the median of this source's recent listed items
Metric comparison
119 vs median 52 (20 baseline samples)
Detected
10/13, 08:00

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Source·Hacker News·github.com