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.

邀请函丨明略科技邀您共赴GDMS全球数字营销峰会，探索Agentic Marketing增长新范式

2025-09-13

来。 明略科技旗下秒针系统受邀参会，将于「AI实践」分论坛中发表主旨演讲，从垂直视角剖析品牌差异化实践，抽丝剥茧呈现增长之道。 诚邀您莅临交流，共话营销新可能！

为什么AIGD比AIGC更重要？9月17日，最新「生成式营销产学研合作报告」线上揭晓

2025-09-13

营销，是一系列职能的组合，同时，也是一系列关键决策的集合。 决策，贯穿于组织的各个层次，也贯穿于管理的全过程。 管理就是决策，营销管理也不例外，即使进入AI时代，决策仍是核心。 那AI时代的营销决策该怎么做呢？ 9月17日，下午2:30-4:00，由复旦大学管理学院、秒针营销科学院、明略科技联合举办，得到AI高研院作为知识分享伙伴的「从AIGC，到AIGD」线上发布会，将正式对外发布产学研课题组年度最新研究成果——《生成式营销产业研究报告：从AIGC到AIGD》。