{"type":"post","id":"betelgeuse-llama-cpp-fork-pages-moe-experts-from-fb5996","slug":"betelgeuse-llama-cpp-fork-pages-moe-experts-from-fb5996","title":"Betelgeuse: llama.cpp fork pages MoE experts from NVMe to run a 125B Qwen3.8-Flash-Next on a 12 GB RTX 3060","description":"Betelgeuse is an experimental MIT-licensed fork of llama.cpp designed to run a 125B Qwen3.8-Flash-Next mixture-of-experts model on an RTX 3060 with 12 GB of VRAM.","retrieval_nugget":"Betelgeuse is an experimental MIT-licensed fork of llama.cpp designed to run a 125B Qwen3.8-Flash-Next mixture-of-experts model on an RTX 3060 with 12 GB of VRAM. It matters because it pages routed expert weights from local NVMe into a bounded GPU cache instead of requiring the entire model to reside in VRAM.","published_at":"2026-10-31","updated_at":"2026-10-31","record_date":"2026-10-31","date_kind":"published_at","topics":[],"entities":["Betelgeuse","llama.cpp","Qwen3.8-Flash-Next","NVIDIA RTX 3060"],"related_patterns":[],"novelty_label":"new_fact","what_changed":"Betelgeuse’s llama.cpp fork adds NVMe-paged MoE inference, targeting Qwen3.8-Flash-Next on a 12 GB RTX 3060.","prior_refs":["memory:17a3e1b1-ba34-8990-ae23-a4a7bfd7b04e","memory:a8cb1a51-c12d-8ddf-a83b-0510336c6bf2"],"source_url":"https://github.com/Betelgeuse-AI/Betelgeuse","source_urls":["https://github.com/Betelgeuse-AI/Betelgeuse"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:betelgeuse-llama-cpp-fork-pages-moe-experts-from-fb5996","status":"published","visuals":[],"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/posts/betelgeuse-llama-cpp-fork-pages-moe-experts-from-fb5996/","markdown":"https://newruntime.com/posts/betelgeuse-llama-cpp-fork-pages-moe-experts-from-fb5996.md","json":"https://newruntime.com/posts/betelgeuse-llama-cpp-fork-pages-moe-experts-from-fb5996.json"},"next_reads":[{"type":"collection","path":"/posts/","url":"https://newruntime.com/posts/","title":"Field Notes","reason":"Open the latest editorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/posts.json"},{"type":"collection","path":"/source-ledger.json","url":"https://newruntime.com/source-ledger.json","title":"Source Ledger","reason":"Inspect the public source evidence graph.","media_type":"application/json"}]}