Part 10/14:
Shapiro, a researcher deeply involved in cognitive systems, introduces the idea of intelligent, autonomous AI architectures—like his own project, Raven—as the future of personalized information discovery. These systems could operate proactively, reviewing vast amounts of data about user behaviors, preferences, and contexts, and then actively engaging with users to guide their decision-making.