Optimizing kernels can be time-consuming and require deep expert knowledge. KernelAgent is a multi-agent harness that can write and optimize kernels for you.

At #PyTorchCon North America 2026, @KaimingCheng (@Meta) will present “KernelAgent: Hardware-Guided GPU Kernel Optimization via Multi-Agent Orchestration.”

The session will cover a hardware-guided optimization layer that integrates GPU hardware-performance signals into a closed-loop multi-agent workflow to guide optimization for Triton kernels. Across all 100 KernelBench L1 tasks evaluated, KernelAgent achieved a 2.02x speedup over kernels generated by earlier versions and an average 1.56x speedup compared with default torch.compile.

Register for PyTorch Conference North America 2026: https://hubs.la/Q04v4SL60

Register | PyTorch Conference North America: The Deep Learning Conference

Source: https://events.linuxfoundation.org/pytorch-conference-north-america/register/?utm_campaign=41307495-PyTorch%20Conference%202026%20-%20North%20America&utm_source=Speakers

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PyTorch Conference Rates

The registration deadline is 11:59 PM Pacific Time on the respective date.

Attendee

Super Early BirdMar 31–Apr 10, 2026

Early BirdApr 11–Jul 31, 2026

StandardAug 1–Sep 4, 2026

LateSep 5–Oct 21, 2026

$ 999 USD

Academic*

Super Early BirdMar 31–Apr 10, 2026

Early BirdApr 11–Jul 31, 2026

StandardAug 1–Sep 4, 2026

LateSep 5–Oct 21, 2026

$ 249 USD

Bringing a Team? Purchase 10+ registrations at one time and receive a 25% discount. Contact[email protected]to claim your discount.

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• Event swag
• AI Community Bash featuring DE LA SOUL

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