LLM Deployment

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

 ⚡Continuous Batching  Content type: Code
github.com··Hacker News

A system programmer’s guide to LLM inference

 ⚡Continuous Batching  Content type: Blog

Alignment Collapse Under KV Cache Quantization: Diagnosis and Mitigation

 ⚡Continuous Batching  Content type: Academic
arxiv.org·

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

 ⚡Continuous Batching  Content type: Blog
medium.com
·

Inferoa AI harness claimed 90% cache savings. We ran it and measured 97.8%

 ⚡Continuous Batching
zozo123.github.io··Hacker News

Speculators v0.5.0: DFlash support and online training

 ⚡Continuous Batching
developers.redhat.com·

I've tested so many desktop AI tools, but Hermes with Ollama is my new favorite - here's why

 🔓Open Source AI  Content type: News  Content type: Tutorial
zdnet.com·

Big Blue’s Redbook on Storage Scale KV Cache management

 ⚡Continuous Batching  Content type: News
blocksandfiles.com·

Qwen 3.6 27B AutoRound GGUF, need your feedback

 ⚡Quantization
huggingface.co··r/LocalLLaMA

Improved performance and model support with GGUF

 💻Local AI  Content type: Blog
ollama.com·

Ollama 0.30 delivers faster NVIDIA GPU performance and wider hardware support

 💻Local AI
alternativeto.net·

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

 ⚡Continuous Batching  Content type: Blog
dnhkng.github.io·

LLM Inference Engineering Room — Part 3: The Orchestration Layer

 ⚡Continuous Batching  Content type: Blog

lightmetal: GPU LLM Inference From a Single Java 25 JAR

 💻Local AI  Content type: Blog
adambien.blog·
Less-relevant results

AMD's Lemonade SDK For Local AI Adds NVIDIA CUDA Support

 🔓Open Source AI
phoronix.com·

Using Scikit-LLM with Open-Source LLMs

 🔓Open Source AI

Fixing a stuck Ollama runner and building a GPU watchdog

 🔓Open Source AI

DiffusionGemma: The Developer Guide

 ⚡Continuous Batching  Content type: Blog
developers.googleblog.com·

The economics of speculative decoding

 ⚡Speculative Decoding  Content type: Blog
fergusfinn.com··Hacker News

How we fight GPU scarcity without compromise

 ⚡Continuous Batching  Content type: Blog
equixly.com··Hacker News

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