Quantization

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Scoured 46 posts in 6.5 ms

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

 🏷️Named Entity Recognition

Quality Is Not a Safety Proxy Under Quantization

 🏷️Named Entity Recognition  Content type: Academic
arxiv.org·

Qwen 3.6 27B AutoRound GGUF, need your feedback

 🗜️Compression Algorithms

Pruned YOLOv8 ONNX INT8 Fails: 3 Fixes That Work

 🎲Probabilistic Inference  Content type: Blog  Content type: Discussion
tildalice.io·

TurboQuant in PostgreSQL

 🗄Databases  Content type: Blog
blog.mayflower.de·

Holding the FP8 Quality Ceiling at 8-Bit Weights and Activations: INT8 and GGUF Post-Training Quantization of Ideogram 4.0 for Consumer GPUs

 🎲Probabilistic Inference  Content type: Academic
arxiv.org·

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

 🏗Datastructures  Content type: Blog
elastic.co·

Apple WWDC On-Device AI Deep Dive - Google Docs

 🎲Probabilistic Inference
gist.is··Hacker News

RightNow-AI/AutoMegaKernel: An agent harness that compiles a model into one provably-correct, self-retargeting CUDA megakernel and self-tunes it past cuBLAS at batch-1 LLM decode.

 🔀CRDTs  Content type: Code
github.com··Hacker News

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

 🏷️Named Entity Recognition  Content type: News  Content type: Blog

TileFuse: A Fused Mixed-Precision Kernel Library for Efficient Quantized LLM Inference on AMD NPUs

 🎲Probabilistic Inference  Content type: Academic
arxiv.org·

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

 🧮Hindley-Milner  Content type: Blog
iankduncan.com·

AMD just reserved the right to disappoint handheld and Steam Machine gamers.

 Effect Systems  Content type: News
theverge.com
·

Train Models Faster with JAX and MaxText Using NVFP4 on NVIDIA Blackwell

 🎲Probabilistic Inference  Content type: News  Content type: Blog
developer.nvidia.com·

I wired a fully offline voice loop to Ollama + LM Studio — 100% CPU, no GPU, nothing leaves your machine (Silero VAD + Parakeet STT + Supertonic TTS 3)

 🗜️Compression Algorithms  Content type: Code
github.com··r/LocalLLaMA

AMD: No Definitive Decision on FSR 4.1 Support for RDNA 3.5 APUs

 🔀CRDTs

ScaleSweep: Accurate NVFP4 Post-Training Quantization of LLMs via Block Scale Initialization

 🎲Probabilistic Inference  Content type: Academic
arxiv.org·

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

 🔀CRDTs  Content type: Blog

A system programmer’s guide to LLM inference

 🧩Constraint Programming  Content type: Blog

SpectrumKV: Per-Token Mixed-Precision KV Cache Transfer for Prefill-Decode Disaggregated LLM Serving

 🔀CRDTs  Content type: Academic
arxiv.org·

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