LLM Inference

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

 🧠LLM Training  Content type: Code
github.com··Hacker News

Big Blue’s Redbook on Storage Scale KV Cache management

 🌐Distributed Systems  Content type: News
blocksandfiles.com·

RKSC: Reasoning-Aware KV Cache Sharing and Confident Early Exit for Multi-Step LLM Inference

 Zig  Content type: Academic
arxiv.org·

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

 🖥️Self-Hosting

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

 ⚙️Systems Programming  Content type: Blog
medium.com
·

Speculators v0.5.0: DFlash support and online training

 🧠LLM Training
developers.redhat.com·

A visionary legacy: Andy Brown

 🌐Distributed Systems
uk.themedialeader.com·

A system programmer’s guide to LLM inference

 🧠LLM Training  Content type: Blog

How we fight GPU scarcity without compromise

 ⚙️Systems Programming  Content type: Blog
equixly.com··Hacker News

The economics of speculative decoding

 🧠LLM Training  Content type: Blog

libertywing/FlashMemory-Deepseek-V4: FlashMemory DS-V4 Retriever: a lightweight retriever that sparsifies DeepSeek-V4 CSA KV-cache. Weights available on Hugging Face.

 🧠LLM Training  Content type: Code
github.com·

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

 🧠LLM Training  Content type: Blog
dnhkng.github.io·
Less-relevant results

NVIDIA Accelerates Google DeepMind’s DiffusionGemma for Local AI

 🧠LLM Training  Content type: Blog
blogs.nvidia.com·

The hidden bottleneck in LLM inference and the impact on MLPerf benchmarking

 🧠LLM Training
edn.com·

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

 Zig  Content type: News

DiffusionGemma: The Developer Guide- Google Developers Blog

 🧠LLM Training  Content type: Blog

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

 ⚙️Systems Programming  Content type: Code
github.com··Hacker News

lightmetal: GPU LLM Inference From a Single Java 25 JAR

 ⚙️Systems Programming  Content type: Blog
adambien.blog·

The Inference Alpha: Maximizing Frontier Models on AMD

 Zig  Content type: Blog
digitalocean.com·

google/gemma-4-31B-it · fix: chat template — null handling, reasoning preservation, turn-tag balance, input validation

 🦀Rust

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