Decoding the Multi-Agent Setup of Manus AI: A Closer Look

Published On Sun Mar 23 2025
Decoding the Multi-Agent Setup of Manus AI: A Closer Look

Manus: A Chinese AI Agent Utilizing Claude Sonnet And Open Source Technologies

Manus AI is a cutting-edge artificial intelligence agent developed by the Chinese startup, Monica. This AI agent is designed to tackle complex tasks such as travel planning and financial analysis autonomously, eliminating the need for human intervention. Although still in limited release, Manus AI boasts impressive capabilities, though some technical details remain undisclosed.

Multi-Agent Setup

One of the standout features of Manus AI is its multi-agent setup. Users primarily interact with an executor agent, which operates independently of other components such as the knowledge agent or the planner agent. According to Manus AI’s chief researcher, Yichao "Peak" Ji, this design choice helps manage context length but may lead to inaccuracies or "hallucinations" in certain scenarios.

Image: Open Source AI Image

Natural Language Interaction

Users engage with Manus AI through natural language prompts, where they describe the tasks they want to accomplish. For example, if a user requests an analysis of Tesla stocks, Manus AI responds by generating an interactive online dashboard. This seamless workflow demonstrates the AI's ability to translate user requests into completed tasks efficiently.

Open Source Technologies

Manus AI's architecture heavily relies on open-source technologies, which have played a pivotal role in its development. There are plans to release various components of the AI as open-source software soon. Currently, Manus AI utilizes Claude 3.5 Sonnet v1 and fine-tuned Qwen models, with ongoing testing for the promising Sonnet 3.7.

Performance Comparison

Manus AI claims to outperform OpenAI’s deep research features on the GAIA benchmark, which assesses AI agents based on practical task execution. However, independent verification of these claims is challenging due to limited information about the AI's underlying technology.

Industry Observations

Industry observers have drawn parallels between Manus AI and other advanced AI platforms like OpenAI’s Operator system and Google’s Mariner. While OpenAI's system is still addressing reliability issues, Google's Mariner aims to integrate advanced planning capabilities with different memory types.

Monica Startup

Monica, founded in 2022 by Xiao Hong, initially aimed to create a browser extension that could integrate multiple language models for broader market reach. With backing from significant investors such as Tencent and ZhenFund, the company has experienced rapid growth. Co-founder Yichao "Peak" Ji, with experience from founding Peak Labs, contributes to the team's expertise.

Image: Natural Language Processing Image

Future Development

Manus AI faced unexpected demand initially, resulting in infrastructure limitations. The current version is still in the early stages of development, with product partner Zhang Tao suggesting that future releases will be more refined and capable.

User Feedback and Comparisons

Early testing of Manus AI has garnered predominantly positive feedback, with users showcasing examples of its automation capabilities, such as podcast editing. This feedback has led to comparisons with Deepseek, another Chinese startup challenging Western AI technologies.

Image: DeepSeek R1 and ChatGPT Comparison Image

As Manus AI continues to evolve, it represents a significant advancement in AI agent capabilities, highlighting both the potential and challenges of this technology in real-world applications. Ongoing development and user feedback will play a crucial role in shaping its future and solidifying its position in the competitive landscape of AI services.