🔧 Model Serving - meghanipankaj5scour

KaiFelixBennett/gemma4-turboquant-rdna4: Run Gemma-4-31B at full 256K context on a $1,400 AMD RDNA4 GPU (gfx1201): TurboQuant KV cache + HIP-graph-safe Flash-Attention for llama.cpp, fully measured on real hardware.

🖥️Systems Programming Code

github.com··Hacker News

Alignment Collapse Under KV Cache Quantization: Diagnosis and Mitigation

💾CPU Architecture Academic

arxiv.org·

No Token Left Behind: Demystifying Token-in-Token-Out in Miles

🧠LLM Internals Blog

lmsys.org··Hacker News

OpenAI GPT-5.4 generally available on Amazon Bedrock in AWS GovCloud (US-West)

🐋OrcaSlicer

aws.amazon.com

Latest technical articles & videos.

🏗️System Design

certdepot.net·

Token4Token — pay-per-token inference on Gnosis + Swarm

🧠LLM Internals

t4t.eth.link··Hacker News

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

🧠LLM Internals

edn.com·

A system programmer’s guide to LLM inference

🧠LLM Internals Blog

blog.xiangpeng.systems··Hacker News

Where to Host Your Open-Source Model (Under 10B Parameters)

🖥️Systems Programming

digitalocean.com·

Machinic Psychopharmacology: Do LLMs Self-Medicate?

🧠LLM Internals

lesswrong.com··Hacker News

Anatomy of a high-performance EP kernel

🖥️Systems Programming Blog

fergusfinn.com··Hacker News

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

🖥️Systems Programming Code

github.com··Hacker News

ReasonAlloc: Hierarchical Decoding-Time KV Cache Budget Allocation for Reasoning Models

🧠LLM Internals Academic

arxiv.org·

OpenCV 5.0 Computer Vision Library Released with Rewritten DNN Engine

🧠LLM Internals

linuxiac.com·

Making Local LLM Go Brrr

🖥️Systems Programming

seanpedersen.github.io·

Massive AI Storage Demand Creates a New Memory Wall

🖥️Systems Programming News

eetimes.com·

Running LLM Inference on Kubernetes: What It Actually Takes

Mobile AI Compute Engine (MACE) inference framework — Vision SDK

How to Run Gemma 4 12B Locally - The Best AI For Consumer Laptops

Youssof Altoukhi (@Youssofal_)

KaiFelixBennett/gemma4-turboquant-rdna4: Run Gemma-4-31B at full 256K context on a $1,400 AMD RDNA4 GPU (gfx1201): TurboQuant KV cache + HIP-graph-safe Flash-Attention for llama.cpp, fully measured on real hardware.

Alignment Collapse Under KV Cache Quantization: Diagnosis and Mitigation

No Token Left Behind: Demystifying Token-in-Token-Out in Miles

OpenAI GPT-5.4 generally available on Amazon Bedrock in AWS GovCloud (US-West)

Latest technical articles & videos.

Token4Token — pay-per-token inference on Gnosis + Swarm

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

A system programmer’s guide to LLM inference

Where to Host Your Open-Source Model (Under 10B Parameters)

Machinic Psychopharmacology: Do LLMs Self-Medicate?

Anatomy of a high-performance EP kernel

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

ReasonAlloc: Hierarchical Decoding-Time KV Cache Budget Allocation for Reasoning Models

OpenCV 5.0 Computer Vision Library Released with Rewritten DNN Engine

Making Local LLM Go Brrr

Massive AI Storage Demand Creates a New Memory Wall