PyTorch Conference China: open source is key to coordinating hardware, models and inference

PyTorch · x · 2026-10-01

At PyTorch Conference China 2026 in Shanghai, PyTorch Foundation Executive Director Mark Collier delivered the keynote "Building Frontier Intelligence in the Open."

His core argument: as AI hardware, model architectures, and inference engines evolve rapidly, the real challenge is coordination across the three — and the flow of information is the potential bottleneck. "The faster the information can flow, the faster the progress can be made, and that's exactly where open source really shines."

As a concrete example, he cited Shopify running agents in production, where failures feed back into training with PyTorch and serving with vLLM as models improve. The full keynote is online; PyTorch Conference North America runs October 20–21 in San Jose.

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