{
  "id": 12491522,
  "title": "Running a 180B-Parameter MoE Model on a Gaming Laptop: VIDRAFT's POCKET-Darwin-180B-GGUF",
  "url": "https://urgent.news/2026/10/06/running-a-180b-parameter-moe-model-on-a-gaming-laptop-vidrafts-pocket",
  "topic": "ai",
  "section": "AI",
  "published": "2026-10-06T23:01:29.000Z",
  "source": {
    "name": "Dev.to",
    "slug": "dev-to",
    "url": "https://dev.to/ai_openfree_b23025ef075cf/running-a-180b-parameter-moe-model-on-a-gaming-laptop-vidrafts-pocket-darwin-180b-gguf-241"
  },
  "original_language": "en",
  "account": "VIDRAFT has unveiled POCKET-Darwin-180B-GGUF, a compressed 4-bit quantized version of its 180B Mixture-of-Experts model, allowing it to run on consumer-grade hardware like a gaming laptop. By leveraging sparse MoE activation, 4-bit quantization, and llama.cpp-based SSD streaming, the model only requires ~3B active parameters at inference time, cutting hardware requirements by approximately 250 times compared to the full-precision server version. This compressed edition retains 87.65% accuracy on MMLU-Pro, demonstrating negligible quality degradation. VIDRAFT's strategy combines the RSI (Recursive Self-Improvement) capability with POCKET deployability, enabling on-premise, air-gapped, or local inference without a cloud account or dedicated GPU server. The model is available in GGUF format on Hugging Face and ModelScope, accessible via the Hugging Face CLI.",
  "summary": "Running a 180B-Parameter MoE Model on a Gaming Laptop: VIDRAFT's POCKET-Darwin-180B-GGUF TL;DR: VIDRAFT has released POCKET-Darwin-180B-GGUF, a 4-bit quantized, GGUF-format version of their 180B Mixture-of-Experts model that runs on consumer hardware — including a gaming laptop with 8 GB VRAM and 32 GB RAM. By combining MoE sparse activation with llama.cpp-based SSD streaming, only ~3B parameters…",
  "key_points": [],
  "editors_take": null,
  "illustration": null,
  "coverage": {
    "outlets": 1,
    "also_reported_by": []
  },
  "ai_generated": true,
  "disclaimer": "Summaries, key points and the editor’s take are written by software from other outlets’ reporting and may contain errors — always check the linked original."
}