Samuel Madden

AI agents can now build and reuse persistent, artifact-specific knowledge, dramatically improving their ability to find relevant information for complex tasks and reducing operational costs.

Users can now interactively critique and optimize their AI-driven data queries, transforming opaque analytics into a transparent, controllable process.