" 你会关心一个电饭锅能做多少种不同的饭菜，而不是单纯关注炉 子的好坏。 " 作者丨周蕾 编辑丨包永刚 阻碍金融机构把Agent从演示PPT推向核心业务场景的，究竟是什么？是算力成本，是模型能力，抑或是 一个万能的开发平台？ 在与恒生电子首席科学家白硕的深度对话中，我们得到了一个不太常见的答案：以上都不是最要紧的。 白硕早年间在中科院计算所从事前沿研究，后长期担任上海证券交易所总工程师，主导核心交易系统升 级，如今作为恒生电子首席科学家，推动AI技术落地。在经过学术前沿、行业监管核心与产业实践这一完 整路径之后，他对当下最热门的Agent话题，给出了具有历史纵深感的、颇具穿透力的洞察。 他指出，缺乏足够"厚度"的业务接口——这里并非指底层技术的API，而是指封装了业务逻辑、能"听 懂"业务人员自然语言指令的能力单元——直接导致现在许多Agent项目陷入"读不懂"真实业务需求当中的 复杂意图，无法解读有业务语义的自然语言的指令，或者只能对原有系统做简单粗暴的封装。他风趣地提 到：你会关心一个电饭锅能支持多少种花式菜谱，至于底下加热组件好不好用，会是你关注的重点吗？ 而目前通用型Agent平台的价值，其在整体解决 ...

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Group 1: Vertical Field Scene Deconstruction - The company Ruizhi Interactive has developed a smart classroom solution that has been implemented in 37 key high schools across the country, achieving a teacher-student interaction delay of 200ms, which is compressed to a non-perceptible range during teaching [1] - The latest HarmonyOS multi-terminal adaptation framework allows the same code to maintain pixel-level consistency across electronic class signs, teacher pads, and student terminals [1] - The retail team at Ruizhi has completed stress testing for a fresh supply chain app, which utilizes a self-developed inventory dynamic forecasting algorithm to automatically trigger procurement alerts based on price fluctuations in the Xinfadi wholesale market, resulting in a 21% year-on-year reduction in loss rates for a chain supermarket [1] Group 2: Infrastructure Technology Empowerment - Baidu's voice interaction lab has developed a barrier-free system integrated into a government service app that accurately recognizes regional sign language expressions, enhancing customer service response speed in financial apps by 3.8 times [4] - JD's digital twin supply chain system is optimizing the delivery paths of surgical instruments through UWB centimeter-level positioning technology, saving transportation mileage equivalent to running around the Forbidden City 8,920 times annually [4] - Tencent's social viral toolkit is transforming offline commerce, with a membership app for a trendy store in Sanlitun achieving a weekend conversion rate of 47% through a combination of LBS and AR fitting rooms [4] Group 3: Technological Anthropology in Hutongs - A micro-studio focused on cultural heritage digitization has developed an AR guide app for the Shijia Hutong Museum, which recognizes brick carving patterns through smartphone cameras and automatically plays corresponding oral histories [5] - An arts forum in the 798 Art District led to the creation of a literary app that adjusts message push frequency based on user reading duration, potentially being the first content product in the country to incorporate a reader's breathing rhythm algorithm [5]

Core Insights - The company reported a revenue of 2.874 billion yuan for 2024, reflecting a year-on-year increase of 0.96%, and a net profit attributable to shareholders of 501 million yuan, up 0.20% year-on-year [1] - In Q1 2025, the company achieved a revenue of 745 million yuan, representing a year-on-year growth of 5.11%, with a net profit of 184 million yuan, up 6.22% year-on-year [1] Business Analysis - The planting business showed steady growth with a revenue of 530 million yuan in 2024, an increase of 10.60% year-on-year, accounting for 19.39% of total revenue, driven by demand release from price reductions post-collective procurement [2] - The orthodontics business saw a revenue decline of 5.05% to 474 million yuan, with invisible correction accounting for approximately 15% of this segment [2] - Pediatric business revenue was 501 million yuan, up 0.29% year-on-year, while repair business revenue reached 462 million yuan, increasing by 1.53% [2] - The company expanded its "Dandelion Plan" in the province, adding 3 new branches in 2024, bringing the total to 44, covering all 11 prefecture-level cities in Zhejiang [2] - Revenue from outside the province reached 277 million yuan, a year-on-year increase of 4.83%, with a gross margin improvement of 4.72 percentage points to 29.51% [2] Digitalization and Management - The company is advancing its digital transformation by leveraging its stake in Ren Technology to create an AI platform (MindHub), enhancing efficiency and service quality across clinical diagnosis, patient services, and operational management [3] - Continuous efforts in cost reduction and efficiency improvement are being made through refined operations, structural optimization, and digital empowerment [3] Profit Forecast and Valuation - Due to external consumption environment factors, the company has revised its profit forecast, expecting net profits attributable to shareholders of 537 million yuan, 574 million yuan, and 610 million yuan for 2025-2027, representing year-on-year growth of 7%, 7%, and 6% respectively [4] - The expected EPS for the same period is 1.20, 1.28, and 1.36 yuan, with corresponding PE ratios of 33, 31, and 29 times [4]