Skywork Deep Research Agent v2 - An upgraded deep research agent launched by Kunlun Tech
Skywork Deep Research Agent v2 is an upgraded version of the deep research agent launched by Kunlun Tech. As the core engine of the Skywork super agent, it possesses multimodal deep research capabilities and integrates multimodal retrieval and understanding for the first time...
What is Skywork Deep Research Agent v2?
Skywork Deep Research Agent v2, an upgraded version of the deep research agent launched by Kunlun Tech, serves as the core engine of the Skywork Super Agent. It possesses multimodal deep research capabilities, integrating multimodal retrieval, understanding, and generation functions for the first time. It supports processing mixed text and image information and generates high-quality reports. Skywork Deep Research Agent v2 also features multimodal deep browser agent functionality, simulating human web browsing, analyzing social media content, and generating visual reports or standalone websites. Skywork Deep Research Agent v2 excels in deep information search and complex task execution. Based on high-quality data training, end-to-end reinforcement learning, and efficient parallel inference technology, it significantly improves inference performance and efficiency, providing users with a higher quality and more efficient AI experience.
Main functions of Skywork Deep Research Agent v2
- Integrating multimodal informationIntegrating multimodal retrieval, understanding, and generation capabilities into in-depth research can handle mixed text and image information, avoiding the loss of decision-making basis due to ignoring non-textual information such as images.
- High-quality report generationWhen generating documents, images are automatically analyzed and inserted as high-quality illustrations, or image information is integrated to generate new charts, significantly reducing the reader's comprehension cost.
- Deep multimodal content understandingIt can analyze the sentiment of images, videos, and comments in social media posts, providing more comprehensive information insights.
- Automated data analysis and reportingAutomatically generates intuitive and easy-to-understand visual reports.
- One-click website deploymentGenerate a separate website from key images and analysis content to facilitate the presentation of results and team sharing.
- Seamless integration into workflowIt can work in conjunction with information retrieval agents or document agents to improve office efficiency.
Technical Principles of Skywork Deep Research Agent v2
- Multimodal web scraping (MM-Crawler)It can efficiently crawl multimodal data from the internet, including text, images, and videos, ensuring the integrity and diversity of information. Based on long-distance collection of multimodal information, it ensures sufficient contextual information is obtained when processing complex tasks.
- Asynchronous Parallel Multi-Agent Multimodal Understanding ArchitectureMultiple agents work together to process multimodal data in an asynchronous and parallel manner, improving the efficiency of understanding and generation.
- Multimodal results presentation capabilityPresenting multimodal information in an intuitive and easy-to-understand way, such as inserting high-quality images into documents or generating new charts.
- End-to-end reinforcement learningBased on a systematic high-quality data synthesis process, a training dataset is generated that meets five criteria: diversity, correctness, uniqueness, verifiability, and challenge. The training difficulty is dynamically adjusted during training to ensure the model iterates efficiently within its "learning zone." Based on a generative reward model and a dense reward structure, the model's learning efficiency and final performance are improved.
Skywork Deep Research Agent v2 project address
- Global Official Website: Skywork.ai
- Official Chinese website:Tiangong
Application scenarios of Skywork Deep Research Agent v2
- Industry research and report generationQuickly generate professional industry research reports containing the latest data and trend analysis, supporting export in multiple formats to assist business decision-making.
- Educational content creationIt generates educational resources such as teaching PPTs and popular science videos for teachers, supports various styles and multimedia content, and improves teaching effectiveness.
- Marketing plan developmentBased on product characteristics and target audience, automatically generate marketing plan presentations that include market analysis, marketing strategies, and expected results.
- Data Analysis and VisualizationAfter uploading the raw data, it automatically generates data tables, charts, and analysis reports to help finance and marketing departments quickly gain insights into data trends.
- Multimedia content creationInput a creative theme and generate multimedia content including text, images, animations, and audio explanations, such as podcasts, web pages, or science videos, improving content creation efficiency.