Session-Aware Agentic Inference with NVIDIA Dynamo Blog Session-Aware Agentic Inference with NVIDIA Dynamo TL;DR Agentic workloads change the traffic an inference server sees. Unlike single-turn chat, an agent…Ishan Dhanani, Jamie Li, Karen ChungOctober 8, 2026
Building Spyre as a Native PyTorch Device Blog Building Spyre as a Native PyTorch Device TL;DR Spyre becomes a native PyTorch device by connecting PyTorch's existing device, allocator, stream, and…Joshua Rosenkranz, Tuan Hoang Trong, Thomas Gooding, Matthew Pisano, and the IBM Spyre TeamOctober 8, 2026
Modernizing Table Batched Embeddings with FBTriton Blog Modernizing Table Batched Embeddings with FBTriton This post explores the FBTriton kernel design for Table Batched Embedding (TBE) forward and backward…Meta Team: Daohang Shi, Oleksandr Stashuk, Rupert Wu, Liangbei Xu, Rich ZhuOctober 6, 2026
Evolution of the PyTorch Media Processing Landscape Blog Evolution of the PyTorch Media Processing Landscape TL;DR If you need to decode or encode media, whether it's images, video, or audio,…Nicolas Hug (Meta), Scott Schneider (Meta)October 5, 2026
PyTorch Hardware Enablement: Updates from the Accelerator Integration Working Group Blog PyTorch Hardware Enablement: Updates from the Accelerator Integration Working Group TL;DR The Accelerator Integration Working Group plays a vital role in standardizing how new hardware…PyTorch TAC Accelerator Integration Working Group: Anisha Kushwaha, Atharva Kshirsagar, Jiahao Chen, Jiahao Tan, Jiawei Li, Jewel K. M., Mansi Agarwal, Parshant Sharma, Riya Punia, Subin George, Tanmay Kumar, Vishal Goyal, Guangye Yu, Zesheng ZongOctober 5, 2026
Building a High-Performance and Portable vLLM Linear Backend with Helion Blog Building a High-Performance and Portable vLLM Linear Backend with Helion TL;DR We integrated Helion into vLLM’s linear backend to explore how an autotuned, high-level kernel…Sean Chen (Red Hat) and Shangdi Yu (PyTorch, Meta Platforms)October 2, 2026
New Pathway to PyTorch Certified Associate (PTCA) Certification AnnouncementsBlog New Pathway to PyTorch Certified Associate (PTCA) Certification We're excited to bring you the new PyTorch Certified Associate (PTCA) Certification Pathway, combining focused…PyTorch FoundationOctober 2, 2026
Optimizing Jagged Flash Attention with TLX: The Road Toward SOTA FA4 on Blackwell Blog Optimizing Jagged Flash Attention with TLX: The Road Toward SOTA FA4 on Blackwell TL;DR In this blog post, we present our work on Jagged Flash Attention (JFA) —…Han Xu, Jacky Zhou, Jackie (Jiaqi) Xu, Hongtao Yu, Peng Chen (Dev Infra), Darren Liu, Dev (Devashish) Shankar, Max Leung, Nick Riasanovsky, Hao Yan, Manman Ren, Yuanwei (Kevin) FangOctober 1, 2026
A Ray-Focused Guide to PyTorch Conference North America Blog A Ray-Focused Guide to PyTorch Conference North America TL;DR In only a few weeks, PyTorch Conference North America 2026 will begin in San…PyTorch FoundationSeptember 30, 2026
From Upstream Changes to Downstream Confidence: Inside Torch Spyre’s Integration with PyTorch CRCR Blog From Upstream Changes to Downstream Confidence: Inside Torch Spyre’s Integration with PyTorch CRCR TL;DR PyTorch's Cross-Repository CI Relay (CRCR) gives out-of-tree accelerators a clean, scalable way to plug…Mehant Kammakomati (IBM), Jewel K M (Red Hat), Anubhav Jana (IBM), Padmanabha Venkatagiri Seshadri (IBM)September 30, 2026
Accelerate Your AI Journey with new Introduction Track at PyTorch Conference NA 2026 and PyTorch Associate Training Blog Accelerate Your AI Journey with new Introduction Track at PyTorch Conference NA 2026 and PyTorch Associate Training As deep learning models move rapidly from research prototypes into core enterprise infrastructure, the demand…PyTorch FoundationSeptember 24, 2026
From Research Project to Open Source Ecosystem: Bring Your Academic PyTorch Project to PyTorchCon NA AnnouncementsBlog From Research Project to Open Source Ecosystem: Bring Your Academic PyTorch Project to PyTorchCon NA Some of the most interesting work being built with PyTorch starts in universities, research labs,…PyTorch FoundationSeptember 23, 2026
Hardware-Agnostic Models in vLLM Blog Hardware-Agnostic Models in vLLM TL;DR To achieve state-of-the-art performance at the frontier, vLLM is changing its internal implementation in…Thomas Parnell (IBM), Thomas Ortner (IBM), Richard Zou (Meta), Harry Mellor (Hugging Face)September 22, 2026
How Shopify built a continual learning loop with PyTorch and vLLM BlogCase Studies How Shopify built a continual learning loop with PyTorch and vLLM TL;DR: This case study explores how Shopify compresses production failures into model weights every day,…Cody Mazza-Anthony, Sr. Staff Machine Learning Engineer, @cmazzaanthony & Andrew McNamara, VP Machine Learning, @drewchSeptember 22, 2026
TinyTorch: Don’t Just Import PyTorch. Build It. Blog TinyTorch: Don’t Just Import PyTorch. Build It. A framework you write yourself, tensors through transformers TL;DR Every mature systems project eventually needs…Vijay Janapa Reddi, Harvard University and ETH Zurich · Andrea Mattia Garavagno, ETH ZurichSeptember 21, 2026
PyTorch Day Japan 2026 Comes to Tokyo on December 10 AnnouncementsBlog PyTorch Day Japan 2026 Comes to Tokyo on December 10 PyTorch Day Japan 2026 will bring the open source AI community together in Tokyo on…PyTorch FoundationSeptember 17, 2026
Open Research, Tooling & Optimization at PyTorch Conference North America 2026 Blog Open Research, Tooling & Optimization at PyTorch Conference North America 2026 TL;DR Taking place October 20 to 21 in San Jose, California, PyTorch Conference North America…PyTorch FoundationSeptember 16, 2026
Low Precision Flash Attention 4: End-to-End Block-Scaled Attention for Blackwell Blog Low Precision Flash Attention 4: End-to-End Block-Scaled Attention for Blackwell TL;DR We extend FlashAttention-4 with MXFP8 forward and backward, reaching 2.85 PF/s forward and 2…Dev (Devashish) Shankar, Darren Liu, Chunzhi Yang, Jackie (Jiaqi) Xu,Markus Hoehnerbach, Jason Xie, Santosh Mohan, Han Xu, Rich Zhu, Josh Fromm, Hongtao Yu, Max Leung, John Bocharov, Alan PurvisSeptember 16, 2026
Helion x 🤗 HF Kernels: Building and Shipping Out-of-the-box Performant Kernels Blog Helion x 🤗 HF Kernels: Building and Shipping Out-of-the-box Performant Kernels TL;DR The HuggingFace Kernels project now has Helion support. This blog walks through how to…Sayak Paul (Hugging Face), Dunfan Lu (Meta), Tarindu Jayatilaka (Meta), Jongsok Choi (Meta)September 11, 2026
PyTorch Conference China 2026: Advancing the Open Source AI Stack AnnouncementsBlog PyTorch Conference China 2026: Advancing the Open Source AI Stack PyTorch Conference China 2026 brought the PyTorch community together in Shanghai on September 8–9 alongside…PyTorch FoundationSeptember 9, 2026