Inference

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

 🧠LLMs

Quality Is Not a Safety Proxy Under Quantization

 🏗️MLSys  Content type: Academic
arxiv.org·

lightmetal: GPU LLM Inference From a Single Java 25 JAR

 🧠LLMs  Content type: Blog
adambien.blog·

Qwen 3.6 27B AutoRound GGUF, need your feedback

 🧠LLMs
huggingface.co··r/LocalLLaMA

2x GH200 for LLM inference, Part 2: vLLM, DeepSeek V4 Flash, and MTP

 🧠LLMs  Content type: Blog
dnhkng.github.io·

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

 🧠LLMs  Content type: News  Content type: Blog

Inferoa AI harness claimed 90% cache savings. We ran it and measured 97.8%

 🧠LLMs

DeepSeekV4 1.6T Day 0 to Day 43 Performance Over Time - Huawei, GB300 NVL72, MI355X, B200

 🧠LLMs  Content type: News

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

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

A visionary legacy: Andy Brown

 🌐Distributed Systems
uk.themedialeader.com·

Ollama 0.30 delivers faster NVIDIA GPU performance and wider hardware support

 🏗️MLSys
alternativeto.net·

Improved performance and model support with GGUF

 🏗️MLSys  Content type: Blog
ollama.com·

AMD's Lemonade SDK For Local AI Adds NVIDIA CUDA Support

 🎮GPUs
phoronix.com·

HNSW vs LSH: How Elasticsearch hits 0.99 recall@10 at 15,000 QPS — and what it costs

 🏗️MLSys  Content type: Blog
elastic.co·

Ultrafast machine learning on FPGAs via Kolmogorov-Arnold Networks

 🎮GPUs

Unsloth Gemma 4 QAT

 🎮GPUs
unsloth.ai·

A system programmer’s guide to LLM inference

 🎮GPUs  Content type: Blog

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

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

NVIDIA Accelerates Google DeepMind’s DiffusionGemma for Local AI

 🧠LLMs  Content type: Blog
blogs.nvidia.com·

What's in the Box? A Field Guide to AI Models

 🏗️MLSys  Content type: Blog
iankduncan.com·

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