Our Jan issue is live! With work on solving olympiad maths problems with AI, benchmarking LLMs on safety risks in labs, metasurface structure discovery with a diffusion model. And our editorial on the need for transparency when reporting on multi-agent AI systems! www.nature.com/natmachintell/