Agent Formula

The essence of a modern agent is a single line:

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, tools are the action space.

Related: Observation and Action Spaces, ReAct Cycle, Harness Engineering