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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.

為什么AIGD比AIGC更重要？9月17日，最新「生成式營銷產學研合作報告」線上揭曉

2025-09-13

營銷，是一系列職能的組合，同時，也是一系列關鍵決策的集合。 決策，貫穿于組織的各個層次，也貫穿于管理的全過程。 管理就是決策，營銷管理也不例外，即使進入AI時代，決策仍是核心。 那AI時代的營銷決策該怎么做呢？ 9月17日，下午2:30-4:00，由復旦大學管理學院、秒針營銷科學院、明略科技聯合舉辦，得到AI高研院作為知識分享伙伴的「從AIGC，到AIGD」線上發布會，將正式對外發布產學研課題組年度最新研究成果——《生成式營銷產業研究報告：從AIGC到AIGD》。

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。