Modular and extensible Python package reimplementing Auto-GPT framework. Supports GPT-3.5-turbo and GPT-4 with plug-and-play API. Features easy integration of new capabilities from Python code without config files, minimal prompt overhead for token efficiency, human-in-the-loop course correction, and full state serialization enabling agent state saves including memory and tool states without external databases.