# Thermodynamic Computing Source: https://extropic.ai/writing/thermodynamic-computing-from-zero-to-one ## Comments **mishaderidder.eth**: They claim that their AI algorithms and hardware can run generative AI workloads using radically less energy than deep learning algorithms running on GPUs. More in-depth: “Cold Diffusion: Inverting Arbitrary Image Transforms Without Noise” https://arxiv.org/abs/2208.09392 **rvolz.eth**: It's interesting that there are so many new approaches to hardware architecture recently. I also came across things like Ballistic or Reversible Computing. So there is hope for progress.