Multi-Agent System

Coordination arising without explicit programming.

Models evaluating and improving their own outputs.

Framework for identifying, measuring, and mitigating model risks.

Ensuring decisions can be explained and traced.

Continuous cycle of observation, reasoning, action, and feedback.

Models trained to decide when to call tools.

Separates planning from execution in agent architectures.

Extending agents with long-term memory stores.