Beyond Quantization: Bringing Sparse Inference to PyTorch BlogCommunity Beyond Quantization: Bringing Sparse Inference to PyTorch As developers, we all know the story: Large Language Models (LLMs) are revolutionary, but their…Kira Selby & Varun Khare (NimbleEdge)November 13, 2025
Accelerating the Future of Open Source AI: PyTorch Conference 2025 Recap AnnouncementsBlog Accelerating the Future of Open Source AI: PyTorch Conference 2025 Recap PyTorch Conference 2025 brought together 3,432 developers, researchers, and innovators from 1,026 organizations across the…PyTorch FoundationNovember 12, 2025
KernelFalcon: Autonomous GPU Kernel Generation via Deep Agents Blog KernelFalcon: Autonomous GPU Kernel Generation via Deep Agents Summary We introduce KernelFalcon, a deep agent architecture for generating GPU kernels that combines hierarchical…Laura Wang and the PyTorch Team at MetaNovember 5, 2025
Hybrid Models as First-Class Citizens in vLLM Blog Hybrid Models as First-Class Citizens in vLLM Introduction and Agenda Large language models are now running into the scaling limits of attention.…vLLM Team at IBMNovember 5, 2025
DeepInverse Joins the PyTorch Ecosystem: the library for solving imaging inverse problems with deep learning Announcements DeepInverse Joins the PyTorch Ecosystem: the library for solving imaging inverse problems with deep learning Intro DeepInverse (repo) is an open source library for imaging with deep learning across a…Andrew Wang, DeepInverse TeamNovember 5, 2025
Congratulations to the 2025 PyTorch Contributor Awardees AnnouncementsBlog Congratulations to the 2025 PyTorch Contributor Awardees We are pleased to announce the awardees and nominees of our third annual 2025 Contributor…PyTorch FoundationOctober 31, 2025
LMCache Joins the PyTorch Ecosystem: Accelerating the Future of AI, One Cache at a Time AnnouncementsBlog LMCache Joins the PyTorch Ecosystem: Accelerating the Future of AI, One Cache at a Time We’re delighted to announce that LMCache has officially become a PyTorch Ecosystem project, joining the…Nick Barcet, LMCacheOctober 30, 2025
PyTorch Foundation Welcomes Ray to Deliver a Unified Open Source AI Compute Stack AnnouncementsBlog PyTorch Foundation Welcomes Ray to Deliver a Unified Open Source AI Compute Stack Ray joins leading open source AI projects including PyTorch and vLLM to minimize AI computing…PyTorch FoundationOctober 22, 2025
Dell Technologies Joins the PyTorch Foundation as a Premier Member AnnouncementsBlog Dell Technologies Joins the PyTorch Foundation as a Premier Member The PyTorch Foundation, a community-driven hub supporting the open source PyTorch framework and a broader…PyTorch FoundationOctober 22, 2025
Monarch + Lightning AI: Unlocking New Possibilities in Distributed Training Blog Monarch + Lightning AI: Unlocking New Possibilities in Distributed Training Introduction: Empowering the Next Generation of AI Builders We are excited to announce a partnership…PyTorch Team at Meta: Alireza Shamsoshoara, Lucas Pasqualin, Peng Zhang, Hamid Shojanazeri, Ahmad Sharif, Kiuk Chung, Lightning AI: Lightning: Luca AntigaOctober 22, 2025
torchcomms: a modern PyTorch communications API Blog torchcomms: a modern PyTorch communications API Introduction Torchcomms is a new experimental, lightweight communication API intended for use with PyTorch Distributed…Team torchcomms at MetaOctober 22, 2025
Helion: A High-Level DSL for Performant and Portable ML Kernels Blog Helion: A High-Level DSL for Performant and Portable ML Kernels Introduction to Helion In modern machine learning, the demand for high-performance computation has led to…PyTorch Team at MetaOctober 22, 2025
Introducing ExecuTorch 1.0: Powering the next generation of edge AI Blog Introducing ExecuTorch 1.0: Powering the next generation of edge AI TLDR ExecuTorch enables seamless, production-ready deployment of PyTorch models directly to edge devices (mobile, embedded,…PyTorch Team at MetaOctober 22, 2025
Introducing PyTorch Monarch Blog Introducing PyTorch Monarch We now live in a world where ML workflows (pre-training, post training, etc) are heterogeneous,…The PyTorch Team at MetaOctober 22, 2025
Introducing torchforge – a PyTorch native library for scalable RL post-training and agentic development Blog Introducing torchforge – a PyTorch native library for scalable RL post-training and agentic development In this post, we announce torchforge: A PyTorch-native agentic RL library that lets you focus…The PyTorch Team at MetaOctober 22, 2025
Enabling vLLM V1 on AMD GPUs With Triton Blog Enabling vLLM V1 on AMD GPUs With Triton What is vLLM V1? In January 2025, the vLLM team announced the alpha release of…vLLM Team at IBM Research, vLLM Team at Red Hat, and vLLM Team at AMDOctober 21, 2025
PyTorch 2.9 Release Blog Blog PyTorch 2.9 Release Blog We are excited to announce the release of PyTorch® 2.9 (release notes)! This release features: …PyTorch FoundationOctober 15, 2025
Your Guide to PyTorch Conference 2025: What to Know Before You Go AnnouncementsBlog Your Guide to PyTorch Conference 2025: What to Know Before You Go PyTorch Conference: October 22–23, 2025, San Francisco, CA Open Source AI Week’s flagship event, PyTorch Conference…PyTorch FoundationOctober 15, 2025
Meet the 2025 PyTorch Ambassadors AnnouncementsBlog Meet the 2025 PyTorch Ambassadors We’re excited to welcome the first cohort of PyTorch Ambassadors ever! The new PyTorch Ambassador…PyTorch FoundationOctober 9, 2025
SuperOffload: Unleashing the Power of Large-Scale LLM Training on Superchips Blog SuperOffload: Unleashing the Power of Large-Scale LLM Training on Superchips TLDR: Efficient full-parameter fine-tuning of GPT-OSS-20B & Qwen3-14B models on a single NVIDIA GH200 and…Xinyu Lian, Minjia Zhang (SSAIL Lab, University of Illinois Urbana-Champaign), Masahiro Tanaka (Anyscale), Olatunji Ruwase (Snowflake)October 9, 2025