A foundation model (like GPT-4, Claude, or Gemini) is the large-scale neural network that performs reasoning, prediction, and natural-language understanding. It’s the core intelligence, but not an agent by itself — it doesn’t decide when or how to act. Agents wrap foundation models with memory, goals, and permissions so that intelligence can be used safely in context.