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PyTorch highlights its ambassador meetup at PyTorchCon North America, celebrating community leaders who grow PyTorch Foundation projects like PyTorch, vLLM, DeepSpeed, Ray, Helion, and Safetensors through events, content, and mentoring.
At PyTorchCon 2026, Zhipeng Wang of Google shared DeepSpeed technical advances for large-scale model training, including AutoSP automatic sequence parallelism, Muon optimizer support, and AutoTP/AutoEP for Hugging Face models, alongside ongoing open-source community collaboration.
PyTorch Conference North America's Demo Theater features 14 sponsor presentations covering training, inference, compilers, and deployment, including demos from IBM, Datadog, Modal, Arm, and Red Hat.
Simon Mo of Inferact presented the state of the vLLM project at PyTorchCon 2026, highlighting KV cache management and kernel optimizations across TPU, AMD, and NVIDIA hardware to address LLM performance and scalability challenges.
在 PyTorchCon 2026 上，Sara Hooker（Coatue/Adaption AI）发表主旨演讲，探讨扩展更大模型的局限以及向自适应智能的转变，涵盖后训练、测试时扩展、自适应计算和硬件协同设计，并展示 AutoScientist 相关案例。
At PyTorchCon 2026, Ion Stoica traces Ray's evolution from reinforcement learning into the distributed compute layer behind modern AI workloads, highlighting topology-aware scheduling for TPU pods and Blackwell GPUs, NIXL GPU transfers, TorchFT integration, and future plans to rewrite core components in Rust and deepen Kubernetes integration.
Shopify 在 PyTorchCon 2026 主旨演讲中展示基于 PyTorch 与 vLLM 的持续学习闭环：校准评审模型标记低分输出，批评者诊断失败并通过重放修复，使小规模专用模型在特定任务上超越前沿模型，同时通过提示压缩优化推理。
CrusoeAI 宣布参加 10 月 20-21 日在圣何塞举办的 PyTorchCon North America 2026，带来关于 Triton、MoE 微调与模型定制的演讲，以及 AI Infra Night 活动。
PyTorchCon North America announces Joelle Pineau, Chief AI Officer at Cohere, as a keynote speaker. The event takes place October 20-21 in San Jose, CA, focusing on advancing AI through open research and collaboration.
PyTorchCon North America 2026 will feature a keynote by Mazin Gilbert of the Agentic AI Foundation, focusing on open-source AI and intelligent agent ecosystems. The event takes place October 20-21 in San Jose, CA.
PyTorch Conference North America (Oct 20-21, San Jose) will feature an Applications Track showcasing how developers use PyTorch across LLMs, multimodal AI, robotics, scientific computing, and production deployments. The event also includes tracks on core PyTorch, inference, kernel engineering, and responsible AI.
At PyTorchCon Europe 2026, Edward Yang explains PyTorch's new pre-compilation support for distributed training and SPMD type system to help developers write correct tensor parallelism code, addressing common pitfalls in gradient correctness.