Machine Learning Types Are the Wrong Abstraction for Agentic Systems
Executive Summary We still classify machine learning systems by how they are trained. Supervised. Unsupervised. Reinforcement learning. That taxonomy made sense when models were static. Agentic systems are not. They must be classified by how they behave, not how they were trained. The Real Failure Mode: Training-Centric Thinking The classic machine learning taxonomy was built…