Advancements in quantum hardware have paved the way for engineering novel quantum dynamics and exploring them with unprecedented detail. This conference will highlight recent breakthroughs in key areas such as interactive and monitored dynamics, quantum learning theory, machine learning approaches to many-body physics, and new directions in quantum statistical mechanics. By bringing together researchers from diverse scientific communities, the conference aims to foster new collaborations and synergetic interactions. While the latest experimental advancements will be a focal point, the conference will also emphasize the dialogue between theory and experiments, aiming to generate meaningful discussions and insights.