Kernel Forge: LLM agents auto‑tune CUDA kernels, surpassing eager PyTorch
Kernel Forge is an open‑source harness that lets LLM agents generate and iteratively optimize CUDA kernels for any PyTorch model. Using Monte‑Carlo Tree Search, it delivers up to 2.8× speed‑ups on kernels like softmax in large LLMs, shaving latency without hand‑tuned GPU code.