Agent Formula

The essence of a modern agent: Agent = LLM + Context + Tools. None of the three components can be removed. Intuitive analogy: brain + eyes + limbs. In reinforcement learning terms: LLM is the policy, context is the observation space, and tools are the action space.

Related: [Observation and Action Spaces], [ReAct Framework], [Harness Engineering]