inference optimization

5 days ago · ai

DeepSeek’s conditional memory fixes silent LLM waste: GPU cycles lost to static lookups

When an enterprise LLM retrieves a product name, technical specification, or standard contract clause, it's using expensive GPU computation designed for complex...

#LLM #conditional memory #GPU efficiency #inference optimization #AI infrastructure #model serving
1 week ago · ai

Fast Transformer Decoding: One Write-Head is All You Need

Overview Imagine your phone trying to build a sentence word by word, and having to fetch the same big chunk of information over and over — that makes replies s...

#transformer decoding #inference optimization #shared memory #write-head #on-device AI
3 weeks ago · ai

ChatLLM Presents a Streamlined Solution to Addressing the Real Bottleneck in AI

For the last couple of years, a lot of the conversation around AI has revolved around a single, deceptively simple question: Which model is the best? But the ne...

#AI bottleneck #model selection #LLM performance #ChatLLM #inference optimization #multimodal AI #reasoning models
1 month ago · ai

[Paper] AugServe: Adaptive Request Scheduling for Augmented Large Language Model Inference Serving

As augmented large language models (LLMs) with external tools become increasingly popular in web applications, improving augmented LLM inference serving efficie...

#LLM serving #adaptive scheduling #dynamic batching #inference optimization #augmented LLM