Nextpy provides a framework for developing AI agent systems that can self-modify. It offers guardrails to define boundaries for AI behavior, a prompt engine that handles processing at compile time, structured output control for LLMs beyond traditional chaining, and session state management with KV cache optimization for faster LLM interactions. The framework targets developers building autonomous AI systems using Python.