The repository implements a state-machine-based agent where each state performs actions like reading files, writing code, or executing commands, guided by GPT-4 decisions. The agent receives a purpose and task, then iteratively determines its next action to build software autonomously. Inspired by LangChain, it serves as a lightweight research tool for experimenting with agent architectures.