Lagent provides a modular framework for constructing LLM-powered agents with support for various LLM backends including vLLM. It offers abstractions for agent communication using AgentMessage and enables building multi-agent applications through a layered architecture similar to neural network modules. The framework emphasizes Pythonic design and message passing between components.