Quantization

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Scoured 57 posts in 10.2 ms

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

 💬LLMs

Understanding Quantization-Aware Training: Gradients at Quantized Weights Bias to the Low-Loss Basin

 🤖AI  Content type: Academic
arxiv.org·

Ollama 0.30 GPU Boost: Faster local Qwen inference on NVIDIA

 🎮Game Engines
everylocalai.com··DEV

Qwen 3.6 27B AutoRound GGUF, need your feedback

 💬LLMs

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

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

Ollama 0.30 delivers faster NVIDIA GPU performance and wider hardware support

 🎮Game Engines
alternativeto.net·

Unsloth Gemma 4 QAT

 🤖AI
unsloth.ai·

Remove padding and multiple D2D copies for MTP by gaugarg-nv · Pull Request #24086 · ggml-org/llama.cpp

 🎮Game Engines  Content type: Code
github.com··r/LocalLLaMA

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

 🎛️Fine-tuning  Content type: News  Content type: Blog

MiMo-v2.5-Pro-UltraSpeed: 1T model with 1000 TPS

 Speculative Decoding  Content type: Blog

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

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

Here's a llama.cpp CLI Command builder.

 💬LLMs

Optimal Post-Training Quantization Scales and Where to Find Them

 💬LLMs  Content type: Academic
arxiv.org·

DeskDash - a free Windows tool to easily manage your GGUF files

 ✍️Prompt Engineering

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

 💬LLMs

Running Qwen 35B MoE at 450k Context on a Single 32GB GPU

 ✍️Prompt Engineering

Introducing the Third Generation of Apple’s Foundation Models

 💬LLMs

Quality Is Not a Safety Proxy Under Quantization

 🔐Cryptography  Content type: Academic
arxiv.org·

Launch HN: General Instinct (YC P26) – Frontier models on edge devices

 ✍️Prompt Engineering  Content type: Discussion

1-bit and 1.58 bit LLM Benchmarking on Jetson Orin Nano Super | Bonsai LM

 💬LLMs
smolhub.com··r/LocalLLaMA

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