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PyTorch Conference North America 2026 will feature a talk by Huawei's Zesheng Zong on achieving full API parity across heterogeneous accelerators, highlighting the adaptation of 600,000+ upstream test cases and the new Cross-Repository CI Relay for real-time bidirectional testing.