Monday, December 1, 2025

Efficient Multi-GPU AI Kernels for Rapid Performance · Hazy Research

Unlocking AI Efficiency with ThunderKittens: Exciting Updates!

We are thrilled to share significant advancements in making AI more efficient! Our latest initiatives with ThunderKittens include:

  • Multi-GPU Kernels: Enhanced support for GPU networking that optimizes resource use.
  • Hardware-Savvy Approaches: Innovations like in-network compute and Tensor Memory Accelerator revolutionize execution sequencing.
  • Flexible Scheduling Strategies: Explore optimal methods for overlapping communication and computation.

Recent observations highlight:

  • Effective transfer mechanisms that adapt to workload needs.
  • The importance of tile-granularity network communication for maximizing performance.
  • Off-the-shelf libraries can lag behind; often, custom solutions lead to superior outcomes.

Looking ahead, we aim to introduce inter-node communication and more groundbreaking applications. We invite your feedback as we continue refining these technologies.

Join the conversation! Share this post and explore how we can shape the future of AI together!

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