Model Serving

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

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

Breaking the Ice: Analyzing Cold Start Latency in vLLM

 🧠LLM Internals  Content type: Academic
arxiv.org··Hacker News

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

 🧠LLM Internals
zozo123.github.io··Hacker News

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

 🖥️Systems Programming  Content type: Blog
medium.com
·
Less-relevant results

DiffusionGemma: The Developer Guide

 🧠LLM Internals  Content type: Blog
developers.googleblog.com·

How we fight GPU scarcity without compromise

 🏗️System Design  Content type: Blog
equixly.com··Hacker News

Big Blue’s Redbook on Storage Scale KV Cache management

 💾CPU Architecture  Content type: News
blocksandfiles.com·

The Inference Alpha: Maximizing Frontier Models on AMD

 🖥️Systems Programming  Content type: Blog
digitalocean.com·

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

 🖥️Systems Programming  Content type: News

Speculators v0.5.0: DFlash support and online training

 🔨Compilers
developers.redhat.com·

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

 🖥️Systems Programming  Content type: Blog
dnhkng.github.io·

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

 🔨Compilers
phoronix.com·

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

 🦀Rust

Magenta RealTime 2: Open and Local Live Music Models

 🧠LLM Internals

AI Serving Platform That Adapts to Your Model

 🏗️System Design  Content type: Blog
databricks.com·

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

 💾CPU Architecture  Content type: Code
github.com·

From GPU to Token: The 8-Layer Observability Stack for AI Infrastructure

 🖥️Systems Programming  Content type: Blog
jimmysong.io·

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

 🧠LLM Internals  Content type: Academic
arxiv.org·

OpenCV Introduces New DNN Inference Engine

 ⚙️C++
i-programmer.info·

Running LLM Inference on Kubernetes: What It Actually Takes

 🧠LLM Internals  Content type: Blog
fairwinds.com·

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