Tech article
Janas: Run LLMs larger than RAM by streaming experts from SSD
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Hacker News | Oct 12, 2026 | khalidkhair
Automated excerpt
37 tok/s from Qwen3-Next-80B (a 48 GB model) on a laptop with 32 GB of memory, 24 without drafts, where llama. cpp manages 2. 8; reading a prompt, 62 tok/s against 16. It does not touch the model files it reads. What Janas-LLM runs today, model by model and feature by feature: docs/features. md.
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