Local LLMs

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Scoured 439 posts in 13.4 ms

Improved performance and model support with GGUF

 🏠Self-hosted AI  Content type: Blog
ollama.com·

UniSVQ: 2-bit Unified Scalar-Vector Quantization

 🕰️Vector Clocks  Content type: Academic
arxiv.org·

Ollama 0.30 delivers faster NVIDIA GPU performance and wider hardware support

 🤖AI agents
alternativeto.net·

Qwen 3.6 27B AutoRound GGUF, need your feedback

 🏠Self-hosted AI
huggingface.co··r/LocalLLaMA

GGUF vs GPTQ vs AWQ: The Plain-English Guide to LLM Quantization (and Which One to Pick)

 🏠Self-hosted AI

Gemma 4 QAT models: Optimizing model compression for mobile and laptop efficiency

 🧠AI  Content type: News  Content type: Blog
blog.google··Hacker News

zhongkaifu/TensorSharp: A C# inference engine for running large language models (LLMs) locally using GGUF model files. TensorSharp provides a console application, a web-based chatbot interface, and Ollama/OpenAI-compatible HTTP APIs for programmatic access. It supports Windows/MacOS/Linux with full GPU capability

 🧠AI  Content type: Code
github.com··Hacker News

Show HN: Run Llama.cpp In-Process from Java with Project Panama FFM

 🤖AI agents

Joint Structural Pruning and Mixed-Precision Quantization for LLM Compression

 🌱Gardening  Content type: Academic
arxiv.org·

Unsloth Gemma 4 QAT

 🏠Self-hosted AI
unsloth.ai·

harshuljain13/llm-inference-at-scale: A Practitioner handbook for production llm serving.

 🤖AI Inference  Content type: Code
github.com··Hacker News

MoQ GGUFs and GSQ: Low-Bit GGUFs Are About to Get Much Better

 🏠Self-hosted AI  Content type: News  Content type: Blog

local llm on laptop 780M GPU using llama + gemma 4 qat

 🏠Self-hosted AI  Content type: Blog
alper.bearblog.dev·

Using Scikit-LLM with Open-Source LLMs

 🧠AI

Running LLM Inference on Kubernetes: What It Actually Takes

 🧠AI  Content type: Blog
fairwinds.com·

huawei-csl/KVarN: KVarN is a native vLLM KV-cache quantization backend for your agents: 3-5x more context, throughput above FP16, and FP16-level accuracy. Calibration-free, one flag.

 🤖AI Inference  Content type: Code
github.com··Hacker News

LLM Inference Engineering Room — Part 3: The Orchestration Layer

 🤖AI Inference  Content type: Blog

stable-diffusion.cpp/docs/quantization_and_gguf.md at master · leejet/stable-diffusion.cpp

 🏠Self-hosted AI  Content type: Code

Nvidia DGX Spark GB10 – AI Models and Guide with vLLM and Autonomous Script

 🏗️AI Infrastructure  Content type: Code
github.com··Hacker News

Value-and-Structure Alignment for Routing-Consistent Quantization of Mixture-of-Experts Models

 📱Edge AI  Content type: Academic
arxiv.org·

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