#world model

PAN maintains an internal latent world state and decodes action conditioned video segments to simulate long horizon futures, showing strong fidelity and stability for planning tasks

'Kosmos is an autonomous system that runs up to 12-hour research campaigns, executing ~42,000 lines of code and reading ~1,500 papers to produce fully cited reports. Experts judged 79.4% of sampled statements accurate, with stronger reliability for data analysis and literature findings.'