LLM Quantization

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Scoured 82 posts in 6.9 ms

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

 🧠Local llm

Quality Is Not a Safety Proxy Under Quantization

 🧠Local llm  Content type: Academic
arxiv.org·

Ollama 0.30 GPU Boost: Faster local Qwen inference on NVIDIA

 🧠Local llm
everylocalai.com··DEV

Qwen 3.6 27B AutoRound GGUF, need your feedback

 🧠Local llm

Unsloth Gemma 4 QAT

 🧠Local llm
unsloth.ai·

lightmetal: GPU LLM Inference From a Single Java 25 JAR

 🧠Local llm  Content type: Blog
adambien.blog·

Improved performance and model support with GGUF

 🧠Local llm  Content type: Blog
ollama.com·
Less-relevant results

KaiFelixBennett/gemma4-turboquant-rdna4: Run Gemma-4-31B at full 256K context on a $1,400 AMD RDNA4 GPU (gfx1201): TurboQuant KV cache + HIP-graph-safe Flash-Attention for llama.cpp, fully measured on real hardware.

 🧠LLM Inference  Content type: Code
github.com··Hacker News

Ollama 0.30 delivers faster NVIDIA GPU performance and wider hardware support

 🧠Local llm
alternativeto.net·

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

 🧠LLM Inference  Content type: News  Content type: Blog

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

 🧠Local llm  Content type: Blog
alper.bearblog.dev·

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

 🧠LLM Inference  Content type: Blog
iankduncan.com·

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

 🧠LLM Inference  Content type: Code

Here's a llama.cpp CLI Command builder.

 🧠Local llm

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

 🧠Local llm

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

 🧠Local llm  Content type: News  Content type: Blog
blog.google··Hacker News

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

 🧠Local llm

fix(memory): move local llama.cpp runtime to provider plugin · openclaw/openclaw@3137110

 🧠Local llm  Content type: Code
github.com·

Google DeepMind releases Gemma 4 QAT, but Unsloth developer Daniel Han warns naive llama.cpp conversions suffer accuracy loss

 🧠Local llm  Content type: News
digg.com·

Google Shrank Gemma 4 by 72% and Unsloth Fixed the 4-Bit Bug Nobody Else Caught on One 4090, and 4-Bit Shouldn’t Be This Good

 🧠Local llm  Content type: Blog
towardsai.net·

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