On September 11, the Ant Treasure Box intelligent agent development platform launched its new product Tbox Super Agent at the 2025 Inclusion·Bund Conference (www.tbox.cn). The new Tbox uses a multi-agent collaborative architecture, allowing multiple agents on the platform to form work teams to complete user-specified tasks and deliver results. At the same time, smart agents built by the ecosystem developers can also join the team to provide services to users and earn revenue based on their actual contributions. This model marks a shift in the software industry from "Software as a Tool" to "Software as an Outcome (SaaO)", driving AI applications from "selling tools" into the "selling outcomes" era.

5acea316682717e8b560d70b2f5bca4.png

According to the introduction, under the single-agent development model, users face isolated AI models or plugins, requiring manual process linking. After upgrading, Ant Treasure Box Tbox transforms "solo operations" into "expert team battles": users just need one natural language instruction, and the system can automatically dispatch search assistants, PPT designers, web engineers, data analysts, podcast hosts, and more than 20 other expert agents. They form teams, work in parallel, and cross-validate to generate a 15-page visual report and synchronize an interactive web page within 10 minutes.

According to Wang Yuefan, the technical lead of Ant Treasure Box, Tbox uses a "dynamic orchestration engine" that can adjust the number of agents and collaboration paths in real-time based on task complexity, offering greater flexibility than traditional serial processes. For example, in the PPT creation scenario, Tbox can dynamically decide whether to include a data analyst and a chart visualization expert to efficiently complete the task. In addition, the new version continues to enhance the "no-code" experience: users describe their ideas, and they can get directly publishable PPTs, websites, podcasts, documents, and other formats. At the same time, Tbox is about to open the "Agent Market," where users can list their industry expert agents for global users to call upon.

The product lead Wu Jiahao pointed out at the launch event that the standard for measuring the value of AI products is undergoing a fundamental change. From delivering tools (Software as a Tool), to collaborating (Software as a Co-worker), to delivering outcomes (Software as an Outcome), Tbox is pushing the software business model into the third stage.

The concept of "Software as an Outcome" has been verified in real scenarios. Users only need one sentence command, and Tbox can link multiple agents to collaboratively complete the entire process from content building, visual design, to format output, achieving "input intent, output outcome." For example, when users upload data on college students' travel market research, simply inputting the instruction "generate a course PPT with a dark green and white-gray main color scheme, with clear charts," Tbox can automatically complete a professional teaching-level PPT within five minutes, covering data analysis, visual design, and content organization, greatly reducing users' time and effort in data visualization and understanding content.

0a4e04705241448022cbf710dd0180c.png

Tbox is also skilled in deep searching and in-depth research. For example, inputting "write a research report on the impact of climate change on agriculture, including background introduction, research methods, data analysis, conclusions, and recommendations," Tbox can autonomously build a logical framework and intelligently generate a technical report with trend charts and comparison tables, showcasing the full AI creativity process from requirement to final draft.

6bf8a9d09fdd031063f6f85a225155c.png

In addition to writing reports, Tbox can also create interactive web applications. Inputting one sentence, "Fun word memorization app - word learning, pronunciation practice, memory tests, progress tracking," it immediately generates a "Together Learn Words" application.

d238d467b409f1a86a93a9a9b30b47d.png

Wu Jiahao also mentioned that the new version of Tbox will first introduce "outcome-based billing" packages in industries such as consulting and education. Customers only need to pay for the final delivered PPTs, reports, or web pages, without needing to understand the underlying AI computing power or models. Later, Tbox will provide corresponding SDKs and APIs, allowing companies to seamlessly integrate their self-developed agents into existing workflows.

During the Bund Conference, Treasure Box set up an "Tbox Interactive Experience Area" in the exhibition area, where visitors can experience interactive demonstrations such as generating a podcast with one sentence or launching a company website in 10 minutes. Users who cannot attend can directly access the Treasure Box official website (www.tbox.cn) to try the product functions, and also book online live streams on major platforms like WeChat Video Number and Bilibili to claim limited积分 gifts in advance.