This talk explores the opportunities and challenges brought by AI-infused information ecosystems. As online spaces become increasingly saturated with text, images, audio, and synthetic media, understanding how multimodal signals reshape communication is more urgent than ever. In this talk, I discuss recent advances in computational and multimodal analysis in the age of generative AI, and report findings from several studies regarding the perception, mechanism, and mitigation of multimodal misinformation.