Grounded video generation and executable-world evaluation

WorldDraft evaluates video renderers conditioned on executable 4D worlds across 432 cases and 12 models, reporting source leakage up to 64% and tradeoffs between structure and appearance. PhysLoop offers LLM-guided video self-improvement and a 100K-video release, but its supplied abstract lacks comparative gains; metrics and generalization remain to be verified.