Forge Agent is an AI tool that automatically transforms PyTorch models into optimized CUDA and Triton kernels. It addresses slow PyTorch performance by utilizing 32 parallel AI agents, each exploring optimization strategies like tensor cores, memory coalescing, and kernel fusion. A judge ensures kernel correctness before benchmarking. Key highlights include 5x faster inference than torch.compile on Llama 3.1 8B and 4x on Qwen 2.5 7B, compatibility with any PyTorch model, a free trial for one kernel, and a full credit refund if it doesn't outperform torch.compile.