Inference

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

 🧠LLMs

lightmetal: GPU LLM Inference From a Single Java 25 JAR

 🧠LLMs  Content type: Blog
adambien.blog·

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

 🧠LLMs

Alignment Collapse Under KV Cache Quantization: Diagnosis and Mitigation

 🧠LLMs  Content type: Academic
arxiv.org·

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

A visionary legacy: Andy Brown

 🌐Distributed Systems
uk.themedialeader.com·

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

Ultrafast machine learning on FPGAs via Kolmogorov-Arnold Networks

 🎮GPUs

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·

google/gemma-4-31B-it · fix: chat template — null handling, reasoning preservation, turn-tag balance, input validation

 🧠LLMs

Unsloth Gemma 4 QAT

 🎮GPUs
unsloth.ai·

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

 🏗️MLSys  Content type: Blog
elastic.co·

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

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

A system programmer’s guide to LLM inference

 🎮GPUs  Content type: Blog

LLM Inference Engineering Room — Part 3: The Orchestration Layer

 🧠LLMs  Content type: Blog

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

 🏗️MLSys  Content type: Blog
iankduncan.com·

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

 🧠LLMs  Content type: Blog
alper.bearblog.dev·

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