Yesterday's #NeurIPS invited talk by Lidong Zhou perfectly illustrated how hardware/software co-design has evolved in the age of AI to enable both more efficient and more powerful models. This was followed by a detailed technical review of diffusion models and beyond by Arnaud Doucet.