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Helldez / BigMoeOnEdge

Run MoE models bigger than your RAM. Frontier-size MoE on a phone, laptop, edge. Lossless, on stock llama.cpp. An adaptive streaming optimizer. Any hardware, any OS, any model, any quantization, behind a local OpenAI-compatible server.

Why this job: says: llama.cpp; topics: llama-cpp, gguf, inference, on-device-ai, edge-ai

What it does

  • Runs models that do not fit. A MoE model uses a few experts per token. The engine keeps the
  • Sets itself up. --auto measures the machine and the model and picks the cache size, the
  • Any MoE GGUF. Whatever llama.cpp loads, in any quantization. No per-model code.
  • Every backend. CPU, Metal, CUDA, HIP, Vulkan, OpenCL and the Hexagon NPU. On a graphics card,
  • Apps and a server. A desktop app, phone apps, and an OpenAI- and Anthropic-compatible server

Get started

curl -fsSL https://github.com/Helldez/BigMoeOnEdge/releases/latest/download/install.sh | sh
Maintenance
Active
Last commit yesterday
Stars
734
+31 this week
Licence
Apache-2.0
Allows business use
Downloads for
3 systems
Mac, Windows, Linux
Latest version
v0.40.2
Released yesterday
Built with
C++
80% of the code

Is it looked after?

Contributors
3
Last 90 days
Issues
81% closed
29 still open
Pull requests
312 merged
11 waiting
Releases
58
30+ in the last year

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More: download files, languages, topics and project record

Download files, v0.40.2

  • Mac2 files, 5 downloads
  • Windows7 files, 52 downloads
  • Linux6 files, 27 downloads

All files on GitHub (opens in new tab)

Languages

  • C++ 80%
  • TypeScript 7%
  • Svelte 6%
  • Python 4%

Topics

  • android
  • cpp
  • edge-ai
  • gguf
  • inference
  • llama-cpp
  • llm
  • mixture-of-experts
  • moe
  • on-device-ai
  • qwen
  • gemma

Project record

  • JobLocal LLMs
  • StatusListed
  • Commits559
  • Forks87
  • Watching7
  • Stars in 28 days+117
  • CreatedJul 10, 2026
  • First seen by usNov 7, 2026
  • CheckedNov 9, 2026

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