Blog Posts | Joshua Berkowitz

3 Articles

github × model efficiency ×

TorchAO: A PyTorch-Native Shortcut To Smaller, Faster Models

TorchAO is PyTorch's native toolkit for model efficiency: it unifies post-training quantization (PTQ), quantization-aware training (QAT), float8 (FP8) training, and structured sparsity in one coherent...

deep learning FP8 model efficiency open source PyTorch QAT quantization sparsity TorchAO

Nov 4, 2025

0 17710

Github Repos

Smarter LLMs: How the vLLM Semantic Router Delivers Fast, Efficient Inference

Large language models are evolving rapidly. Instead of simply increasing their size, innovators now focus on maximizing efficiency, reducing latency, and assigning compute resources according to query...

enterprise AI Kubernetes latency optimization LLM inference model efficiency open source AI semantic routing

Sep 17, 2025

0 51348

News

Qwen3-Next and vLLM: Advancing Efficient Long-Context AI with Hybrid Architecture

AI is evolving rapidly, and efficiency is key for effective large-scale deployment. Qwen3-Next, the latest model from the Qwen team, pushes the boundaries with a hybrid architecture purpose-built for ...

GPU optimization hybrid attention long-context AI model efficiency MoE multi-token prediction Qwen3-Next vLLM integration

Sep 15, 2025

0 29568

News

Our latest content

Check out what's new !

See all

Ads

Prompt Maker Image Generator

Struggling with the perfect AI image prompt? My free app helps you generate brilliant ideas and instantly creates an image to match. Go from concept to creation in two clicks!

Most Popular Articles

Check out what the hot topics are!

See all

Every shirt tells a story—and every story

#ClothingForACause