The provided sources consist of a technical investigation into the Manus AI agent, a sophisticated system utilizing large language models like Claude and Qwen within a cloud-based sandbox environment. Manus's architecture centers on an iterative loop, employing a unique "CodeAct" approach where it autonomously executes Python code to interact with tools like web browsers and shell commands. The report details Manus's components, including its planner, knowledge retrieval, memory management, and multi-agent collaboration. Furthermore, a blueprint for replicating Manus using open-source tools such as CodeActAgent, Docker, and LangChain is presented, outlining the necessary infrastructure, architecture, and implementation strategies