The complexity of modern networks has given rise to the need for intent-based networking (IBN), a paradigm that shifts the focus from manual configurations to high-level intent. IBN enables network operators to define what they want the network to achieve, and the system automatically translates these intents into actionable configurations. Central to this transformation are adaptive AI agents, which interpret user intent, dynamically adjust network behavior, and ensure continuous alignment with desired outcomes.