Inference Optimization

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

 🤖LLM Inference  Content type: Blog
dnhkng.github.io·
Less-relevant results

TFLite Edge Model Quantizer Snippet

 🤖LLM Inference

Domain-Specific Small Language Models (Manning)

 🤖LLM Inference
i-programmer.info·

Efficient and accurate neural-field reconstruction using resistive memory

 👁️Multimodal LLMs  Content type: Academic
nature.com
·

Unsloth Gemma 4 QAT

 🤖LLM Inference
unsloth.ai·

Google Shrank Gemma 4 by 72% and Unsloth Fixed the 4-Bit Bug Nobody Else Caught on One 4090, and 4-Bit Shouldn’t Be This Good

 🤖LLM Inference  Content type: Blog
towardsai.net·

A system programmer’s guide to LLM inference

 🤖LLM Inference  Content type: Blog

Google DeepMind releases Gemma 4 QAT, but Unsloth developer Daniel Han warns naive llama.cpp conversions suffer accuracy loss

 🤖LLM Inference  Content type: News
digg.com·

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

 ⚙️AI Infrastructure

Alignment Collapse Under KV Cache Quantization: Diagnosis and Mitigation

 🤖LLM Inference  Content type: Academic
arxiv.org·

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

 🤖LLM Inference  Content type: Code
github.com··Hacker News

Anthropic's most powerful model comes with a kill switch aimed at you

 🔄Agentic Systems
boingboing.net·

Google releases Gemma 4 QAT models for local AI on enterprise laptops

 ⚙️AI Infrastructure
4sysops.com·

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

 🤖LLM Inference  Content type: Blog
medium.com
·

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

 ⚙️AI Infrastructure  Content type: Video
youtube.com·

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

 ⚙️AI Infrastructure

Optimal Post-Training Quantization Scales and Where to Find Them

 🎯Post-Training  Content type: Academic
arxiv.org·

China's Xiaomi MiMo Is Now 15X Faster Than ChatGPT and Claude (4 minute read)

 🤖LLM Inference  Content type: News
decrypt.co·

Re-quantizing a local LLM 14x faster by skipping the tensors that didn't change

 🤖LLM Inference  Content type: News  Content type: Blog

OpenAI govt stake 🇺🇸, Google compute deal 🚀, Microsoft Scout launch 🤖

 ⚙️AI Infrastructure
tldr.tech·

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