LLM Inference

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harshuljain13/llm-inference-at-scale: A Practitioner handbook for production llm serving.

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

lightmetal: GPU LLM Inference From a Single Java 25 JAR

 Quantization  Content type: Blog
adambien.blog·

PagedAttention vs Traditional KV Cache: How vLLM Reinvented GPU Memory for LLM Inference

 Inference  Content type: Blog
medium.com
·

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

 Quantization  Content type: News  Content type: Blog

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

 Quantization  Content type: Blog
dnhkng.github.io·

Improved performance and model support with GGUF

 🖥️Local AI  Content type: Blog
ollama.com·

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

 Quantization

Unsloth Gemma 4 QAT

 🖥️Local AI
unsloth.ai·

Part 3 — Implementation/Engine-Level: Choosing the Runtime That Gives You These for Free

 Inference
towardsai.net·

Pruned YOLOv8 ONNX INT8 Fails: 3 Fixes That Work

 Quantization  Content type: Blog  Content type: Discussion
tildalice.io·

LLM Inference Engineering Room — Part 3: The Orchestration Layer

 🧠LLM Tooling  Content type: Blog

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

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

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

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

Ideogram4 GGUF is out!

 Quantization

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

 🔓Open Source AI  Content type: News  Content type: Blog
blog.google··Hacker News

huawei-csl/KVarN: KVarN is a native vLLM KV-cache quantization backend for your agents: 3-5x more context, throughput above FP16, and FP16-level accuracy. Calibration-free, one flag.

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

fix(gateway): fail closed for unknown model auth · openclaw/openclaw@85343ea

 🧠LLM  Content type: Code
github.com·

heterodoxin/graphkv: Graph-guided KV cache compression for memory-efficient LLM inference.

 💾KV Cache  Content type: Code
github.com··r/LocalLLaMA

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

 Quantization  Content type: Code

zhongkaifu/TensorSharp: A C# inference engine for running large language models (LLMs) locally using GGUF model files. TensorSharp provides a console application, a web-based chatbot interface, and Ollama/OpenAI-compatible HTTP APIs for programmatic access. It supports Windows/MacOS/Linux with full GPU capability

 🖥️Local AI  Content type: Code
github.com··Hacker News

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