Data-AI Symbiosis is Megagon Labs’ research line at the intersection of data management and AI, focused on building the next-generation data platform that enables self-serving analytics at scale within compound AI systems with multi-agent workflows. The work has two complementary directions: AI-for-Data-Management (using LLMs to solve classical data challenges like integration, entity matching, and discovery) and Data-Management-for-AI (addressing accuracy, privacy, governance, and explainability when enterprises adopt LLMs).
