Forge Agent – Automated optimization of PyTorch models into fast GPU kernels

Summary: Forge Agent converts PyTorch models into optimized CUDA and Triton kernels using 32 parallel AI agents that test various strategies. It validates kernel correctness before benchmarking, achieving up to 5x faster inference than torch.compile on large models.

What it does

It automatically generates and benchmarks optimized GPU kernels for any PyTorch model by running multiple AI agents in parallel, each applying different optimization techniques like tensor cores and kernel fusion.

Who it's for

Developers and researchers seeking faster inference for PyTorch models on GPUs.

Why it matters

It significantly accelerates PyTorch model inference by producing more efficient GPU kernels than standard compilation tools.