Systems-level optimizations for LLM serving

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

 🧠Large Language Models (LLMs)  Content type: Code
github.com··Hacker News, r/LLM

Big Blue’s Redbook on Storage Scale KV Cache management

 📊AI Performance Profiling  Content type: News
blocksandfiles.com·

Intelligent inference scheduling with llm-d on Red Hat AI

 🚀LLM serving frameworks
developers.redhat.com·

Alignment Collapse Under KV Cache Quantization: Diagnosis and Mitigation

 Model optimizations in LLMs  Content type: Academic
arxiv.org·

DiffusionGemma: Discrete diffusion in a large language model

 🧠Large Language Models (LLMs)

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

 🚀LLM serving frameworks  Content type: Blog
medium.com
·

Google's DiffusionGemma generates 256 tokens in parallel and self-corrects as it goes

 🚀LLM serving frameworks
venturebeat.com·

DeepSeekV4 1.6T Day 0 to Day 43 Performance Over Time - Huawei, GB300 NVL72, MI355X, B200

 🚀LLM serving frameworks  Content type: News

How we fight GPU scarcity without compromise

 🧠Large Language Models (LLMs)  Content type: Blog
equixly.com··Hacker News

Anatomy of a high-performance EP kernel

 📊AI Performance Profiling  Content type: Blog
Less-relevant results

Making FlashAttention-4 faster for inference

 📊AI Performance Profiling  Content type: Blog
modal.com··Hacker News

MTP Isn't Always a Win: 1.95x on My 3090, but Speculative Decoding Is Hardware-Dependent

 🧠Large Language Models (LLMs)  Content type: Blog
bric.pe.kr··DEV

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

 🌐Distributed LLM Systems  Content type: Blog
dnhkng.github.io·

Report: GKE Inference Gateway delivers up to 92% faster AI responses

 🧠Large Language Models (LLMs)  Content type: Blog

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

 Model optimizations in LLMs  Content type: News  Content type: Blog

Stop Treating Your Models Like Microservices

 ⚙️AI Infrastructure Automation
cloudnativenow.com·

The Inference Alpha: Maximizing Frontier Models on AMD

 Model optimizations in LLMs  Content type: Blog
digitalocean.com·

massimo92/spark: CLI tool for serving LLMs with vLLM on NVIDIA DGX Spark. One file, zero friction.

 🚀LLM serving frameworks  Content type: Code
github.com··Hacker News

A system programmer’s guide to LLM inference

 Model optimizations in LLMs  Content type: Blog

Xiaomi MiMo-V2.5-Pro Just Hit 1,000 Tokens Per Second!

 Model optimizations in LLMs
gizchina.com·

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