Ramesh Parameswaran of LangGrant (formerly Windocks) shares his career journey from Microsoft to founding startups, focusing on technology evolution in database modernization and AI integration. He stresses the need to understand database semantics for AI effectiveness. Ramesh introduces LEDGE MCP Server, a product that orchestrates LLMs securely. The discussion includes the future of AI, the importance of smaller language models, and the role of synthetic data in AI training, highlighting new business opportunities.