Socrates 2.0 is an open-sourced web platform with a modular architecture that facilitates the collection, analysis, and exploration of data through natural language interaction. It uses various technologies like Python, JavaScript, MongoDB, and GitHub and aims to provide a user-friendly, smart solution for collaborative data analysis with minimal input and ease of use to support research.