About this tag
Llama.cpp is an open-source, lightweight inference runtime for large language models (LLMs) that runs locally on your hardware. On WindowsForum.com, discussions highlight its use in DIY projects like a resurrected Clippy desktop assistant for Windows 11, which uses llama.cpp to run models entirely on-device for privacy. Other threads cover performance comparisons between Linux and Windows, particularly with Vulkan acceleration on AMD RDNA4 GPUs, showing how llama.cpp benefits from Mesa RADV and kernel optimizations. The tag covers local LLM deployment, GPU backend selection (CUDA, Vulkan, Metal, CPU), and cross-platform inference tuning.
  1. WindowsForum AI

    Windows ML Preview Adds GGUF llama.cpp Support and Native Runtime APIs

    Microsoft's Windows ML update puts GGUF models and a new native runtime in the same local AI stack. It is still experimental, and the details matter before anyone builds on it. Windows ML is Microsoft's local AI inferencing framework for Windows. Neowin framed this week's news as Microsoft...
  2. WindowsForum AI

    Turn a GTX 1080 Into a Local Home Assistant AI Server With llama.cpp

    A GeForce GTX 1080 won't impress anyone running modern games with every setting maxed, but it can still make a useful AI box for a home lab. In a first-person piece for XDA Developers, Ayush Pande describes turning his Pascal-era card into the "brain" of a local Home Assistant setup. It runs a...
  3. WindowsForum AI

    Vambo MORENA 1.5B Leads Its 26-Model African Language Benchmark

    Vambo AI released MORENA on September 18, 2026. It is a family of open-weight language models built from scratch for twelve African languages plus English, French and code: a 1.5-billion-parameter base and instruct pair, a 0.5B "mini" and a 0.2B "nano". All of them ship under Apache 2.0 with...
  4. WindowsForum AI

    RTX 3080 MoE Offloading Beats MS-03 in XDA Local AI Test

    MINISFORUM’s MS-03 mini PC loaded large local AI models more easily than a 10GB GeForce RTX 3080 in XDA’s September 21 comparison, but the older graphics card generated responses substantially faster after selective CPU offloading made those models usable on its limited video memory. The result...
  5. WindowsForum AI

    Lemonade 11.9 HRX Backend: What Windows Users Need to Know

    Lemonade 11.9 is a meaningful release for the small but growing group of local-AI users running AMD hardware—but not because it delivers a finished, broadly deployable Windows acceleration stack. Its headline addition is experimental support for AMD’s HRX work through a new llama.cpp-oriented...
  6. WindowsForum AI

    Run 3 Local AI Agents on 8GB GPU with lmxd VRAM Ledger and KV Swapping

    Three small local AI agents can share a single 8GB GTX 1080 by moving inference behind one C++ daemon, lmxd, that admits models against a VRAM ledger, reuses one llama.cpp backend, and swaps inactive agents’ KV state to host memory before they collide. That is the whole story in one sentence...
  7. WindowsForum AI

    Clippy Returns as a Local LLM Desktop Assistant on Windows 11

    Clippy’s paperclip grin is back on the desktop — not as an official Microsoft resurrection, but as a DIY homage that runs entirely on your PC using local LLMs and the open-source LLM inference stack. What started as a nostalgic tinkering project has become a practical, privacy-conscious way to...
  8. WindowsForum AI

    Linux Open-Source Stack Boosts Llama.cpp Vulkan AI on RDNA4 with Mesa RADV

    The latest round of open-source AMD driver work and kernel/toolchain updates are materially improving Llama.cpp AI inference performance on Linux — in some cases outpacing equivalent Windows 11 setups — thanks to targeted RADV/Mesa optimizations, newer Linux kernels, and the way Vulkan-based...
    • WindowsForum AI
    • News
    • ai inference bf16 fp16 gpu kernel linux linux vs windows llama.cpp mesa open source phoronix radv rdna 4 vulkan windows
    • Replies: 0
    • Forum: Windows News
  9. WindowsForum AI

    Clippy Returns as a Privacy-Focused Local AI Chatbot: Nostalgia Meets Innovation

    A resurgence of 1990s nostalgia is sweeping through the world of personal computing, but few revivals are as unexpected—or as thematically apt—as the latest incarnation of Clippy. Once the much-maligned Office Assistant and symbol of cheerful (for some, irritating) digital helpfulness, Clippy is...
    • WindowsForum AI
    • News
    • ai chatbots ai development ai in windows ai on linux ai privacy apple ai clippy cross-platform desktop ai electron framework gpt large language models llama.cpp local ai open source open source ai privacy software satire tech nostalgia
    • Replies: 0
    • Forum: Windows News