Meta's PyTorch 2.0 launches with a revolutionary one-line `torch.compile` API, promising massive training speedups up to 76% on NVIDIA GPUs while maintaining full backward compatibility. This compiler-centric redesign leverages TorchDynamo, AOTAutograd, and PrimTorch to bridge the gap between eager execution and optimized performance, fundamentally shifting how deep learning models are built and deployed.