LLM Inference

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

 💬Natural Language Processing  Content type: Code
github.com··Hacker News, r/LLM

Alignment Collapse Under KV Cache Quantization: Diagnosis and Mitigation

 🧠LLMs  Content type: Academic
arxiv.org·

How ERGO Hestia reduced time-to-market with Lakebase and Mosaic AI Model Serving

 🦆DuckDB  Content type: Blog
databricks.com·

6. Air-Gapped Claude Code - The Claude Code SRE Handbook

 🎯Fine-tuning

Ollama 0.30 GPU Boost: Faster local Qwen inference on NVIDIA

 CUDA
everylocalai.com··DEV

DiffusionGemma: Discrete diffusion in a large language model

 🔤Tokenization

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

 🔬Deep Learning  Content type: Blog
bric.pe.kr··DEV

Big Blue’s Redbook on Storage Scale KV Cache management

 🤖AI Agents  Content type: News
blocksandfiles.com·

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

 🧠LLMs
venturebeat.com·

Making FlashAttention-4 faster for inference

 🔬Deep Learning  Content type: Blog
modal.com··Hacker News

How we fight GPU scarcity without compromise

 💬Natural Language Processing  Content type: Blog
equixly.com··Hacker News

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

 🧠LLMs

lightmetal: GPU LLM Inference From a Single Java 25 JAR

 🎯Fine-tuning  Content type: Blog
adambien.blog·

A system programmer’s guide to LLM inference

 🔤Tokenization  Content type: Blog

Mi50 32GB / GFX906 - vLLM Qwen 3.5 Configuration for Qwen 3.5:9B AWQ-4bit

 🧠LLMs

What Ollama Reveals About Local AI, Agents, and Open Models

 🤖AI Agents  Content type: Blog
odsc.medium.com·

A Complete Beginner's Guide to Local LLM Inference

 🤖LLM  Content type: Blog
khnsakhnm.medium.com·

Running LLM Inference on Kubernetes: What It Actually Takes

 🧠LLMs  Content type: Blog
fairwinds.com·

Intelligent inference scheduling with llm-d on Red Hat AI

 🧠LLMs

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

 🧠LLMs  Content type: Code
github.com··Hacker News

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