In this fireside chat, Harrison Chase, the co-founder and CEO of LangChain, interviews Deepak Bapat, the CTO and co-founder of Tabs, a vertical AI company focused on revenue intelligence for B2B sellers. Deepak explains how Tabs uses AI to extract key information from contracts and streamline revenue operations, emphasizing the concept of a "commercial graph" to connect merchant and customer data for intelligent workflows. The discussion explores the evolution of Tabs' workflows from traditional software engineering to guided AI experiences and the aspiration to create fully agentic, ambient experiences. They delve into the future of agent interfaces, the importance of human-in-the-loop for learning and trust, and the challenges of information retrieval and memory in building effective agents.