This episode provides an extensive overview of AI agents, detailing the fundamental shift from passive, predictive AI to autonomous, problem-solving systems capable of task execution. It establishes the Core Agent Architecture, consisting of the Model (the reasoning "Brain"), Tools (the functional "Hands"), and the Orchestration Layer (the governing "Nervous System"), which operates in a continuous "Think, Act, Observe" loop.