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明略科技 Mano Technical Report

2025-09-18

Graphical user interfaces (GUIs) are the primary medium for human-computer interaction, yet automating GUI interactions remains challenging due to the complexity of visual elements, dynamic environments, and the need for multi-step reasoning. Existing methods based on vision-language models (VLMs) often suffer from limited resolution, domain mismatch, and insufficient sequential decisionmaking capability. To address these issues, we propose Mano, a robust GUI agent built upon a multi-modal foundation model pre-trained on extensive web and computer system data. Our approach integrates a novel simulated environment for high-fidelity data generation, a three-stage training pipeline (supervised fine-tuning, offline reinforcement learning, and online reinforcement learning), and a verification module for error recovery. Mano demonstrates state-of-the-art performance on multiple GUI benchmarks, including Mind2Web and OSWorld, achieving significant improvements in success rate and operational accuracy. Our work provides new insights into the effective integration of reinforcement learning with VLMs for practical GUI agent deployment, highlighting the importance of domain-specific data, iterative training, and holistic reward design.

邀請函丨明略科技邀您共赴GDMS全球數字營銷峰會，探索Agentic Marketing增長新范式

2025-09-13

來。 明略科技旗下秒針系統受邀參會，將于「AI實踐」分論壇中發表主旨演講，從垂直視角剖析品牌差異化實踐，抽絲剝繭呈現增長之道。 誠邀您蒞臨交流，共話營銷新可能！

明略科技CEO吳明輝即將出席2025騰訊全球數字生態大會

2025-09-13

全球大模型技術加速演進，行業應用逐步走向縱深。面對通用大模型在專有數據、行業know how等方面的局限性，垂類大模型正成為企業AI落地的破局關鍵。 9月16日下午，明略科技CEO吳明輝將亮相騰訊全球數字生態大會“互聯網AI應用專場”，并發表主題演講《多模態大模型在營銷場景的落地實踐》，分享明略科技最新技術突破與實戰成果。 歡迎掃碼預約直播，共探垂類大模型新未來。