Forge CLI

Forge CLI

Swarm agents optimize CUDA/Triton for any HF/PyTorch model

Product HuntHardwareLaunched Jan 6, 2026104#9 of the day

About Forge CLI

Forge generates optimized GPU kernels from any PyTorch or HuggingFace model. 32 parallel Coder+Judge agents compete to find the fastest CUDA/Triton implementation. Up to 5× faster than torch.compile(mode='max-autotune') with 97.6% correctness. Enter HuggingFace model ID, get optimized kernels for every layer. Powered by optimized NVIDIA Nemotron 3 Nano 30B at 250k tokens/sec. "Full refund if we don't beat torch.compile"

The person behind Forge CLI

  • Osama Jaber
    Maker
    Co-founder of RightNow AI
    Email not found yet
Forge CLI's team page →

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