This repository compiles a comprehensive survey of foundation models and reasoning research, organized into three model categories: language, vision, and multimodal. It catalogs reasoning tasks including commonsense, mathematical, logical, causal, visual, audio, and agent reasoning. The list also covers reasoning techniques such as pre-training, fine-tuning, alignment training, mixture of experts, in-context learning, and autonomous agent systems.