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Local AI ecosystem overview

Hey guys, it's Merve from Hugging Face! I've recently given a talk in a dev conference about llama.cpp + but also covering basic concepts like prefill vs decode, memory types, speculative decoding etc. you can use it if you feel like it and I appreciate if you can give attribution! Find it in comme…

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  1. 2026-10-06 18:02 · r/LocalLLaMA
    Local AI ecosystem overview

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  1. Is all the work that's being put into Qwen3.8 Flash Next going to set us up for a very quick uplift to Qwen4? — r/LocalLLaMA
  2. SkyIsNotGreen/Scion-35B-A3B · Hugging Face - Ternary MoE — r/LocalLLaMA
  3. LLM Inference Dashboard — r/LocalLLaMA
  4. Ternary Bonsai 2 27B on a 12 GB Intel Arc B580: 128K context, ~80-90 t/s code, 250+ t/s edits, 44 t/s at 115K — r/LocalLLM
  5. RPC: add `-sm tensor` by am17an · Pull Request #26610 · ggml-org/llama.cpp — r/LocalLLaMA
  6. Gemma 4 26B-A4B and a 37 GB Qwen3.6 MoE running in a browser tab on a 24 GB Mac — experts streamed from disk, output matches llama.cpp — r/LocalLLaMA
  7. Overclocking DDR5 For Faster MoE Prefill and Decode — r/LocalLLaMA
  8. Uniform GGUF quants silently break Qwen3.8-27B's deep thinking — reproduced on llama.cpp AND vLLM (short tasks unaffected) — r/LocalLLM

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