Jingyan Shi presents the latest developments in INK, an interactive analysis platform that simplifies access to computing resources for high energy physics researchers. The talk highlights new workflow tools, real-time job monitoring, one-click deployment, and early efforts to integrate AI agents with HTCondor to streamline scientific computing.