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让AI像人类画家一样边画边想,港中文&美团让模型「走一步看一步」
3 6 Ke· 2025-12-22 08:12
在文生图(Text-to-Image)和视频生成领域,以FLUX.1、Emu3为代表的扩散模型与自回归模型已经能 生成极其逼真的画面 。 但当你要求模型处理复杂的空间关系、多物体交互或精准的数量控制时,它们往往会"露怯":不是把猫 画到了窗户外面,就是把三个苹果画成了四个。 为了解决这个问题,学术界此前主要有两条路: 一条是"谋定而后动"(Think-before-Generation),即在画第一笔之前,先写好详细的布局计划。但这 就像让画家在动笔前必须把每一笔都想得清清楚楚,一旦开画就无法更改,缺乏灵活性。 另一条是"亡羊补牢"(Think-after-Generation),即先把图画完,再通过多轮对话来挑错、修改。这虽 然有效,但往往意味着巨大的推理开销和漫长的等待时间。 那么,有没有一种方法,能让模型像人类画家一样,在作画的过程中停下来看一眼,既能审视刚才画得 对不对,又能为下一笔做好规划? 近日,来自香港中文大学、美团等机构的研究团队提出了一种全新的范式——Thinking-while- Generating(TwiG)。这是首个在单一生成轨迹中、以局部区域为粒度,将文本推理与视觉生成深度 交织( ...
“追光游”火爆 美团旅行发布2026“跨年追光”十大玩法
Core Insights - The travel industry is experiencing a surge in demand for New Year's Eve activities, with significant increases in searches for various events and experiences related to "chasing the light" for the New Year [1][4][6] Group 1: Popular Activities and Trends - Searches for "New Year's fireworks shows," "New Year's concerts," and "New Year's camping" have increased by over 500% since mid-December [1] - The "Chongqing Changshou Lake New Year's fireworks show" saw a search volume increase of over 600% [6] - The "Guangzhou Pearl River night cruise" ticket searches rose by 169% [10] Group 2: Hotel and Accommodation Trends - The search volume for "New Year's hotels" increased by 189% since mid-December [9] - Popular hotel options include mountain-top hotels, with "Huangshan mountain-top accommodation" searches up by 397% [9] - The "W Hotel in Chengdu" saw a 60% increase in advance bookings for New Year's [9] Group 3: Regional Highlights - Top cities for New Year's celebrations include Guangzhou, Chengdu, Harbin, and Beijing, among others [4] - The search volume for accommodations in ancient towns and snow-covered areas in Sichuan has also surged, with "Xiling Snow Mountain hot spring hotel" searches up by 107% [12] Group 4: Promotional Activities - Meituan Travel launched a promotional campaign offering discounts of up to 50% on various travel services, covering over 200 cities [4][15] - The campaign includes special offers for hotels, scenic spots, and travel packages to enhance consumer travel experiences [15]
小象超市北京开店,美团与阿里形成「生鲜1V1」态势
3 6 Ke· 2025-12-22 02:14
Core Insights - Meituan's Xiaoxiang Supermarket aims to compete with Hema Fresh, Wumart's Pangu Store, and JD's Seven Fresh by targeting consumers with certain purchasing power and a demand for quality and shopping experience [1][15] - The offline store of Xiaoxiang Supermarket complements Meituan's existing online infrastructure, creating a competitive landscape against Hema [1][15] - The supermarket's strategy focuses on enhancing the shopping experience and leveraging supply chain advantages in fresh produce, alcohol, and prepared foods [1][6][12] Store Experience and Layout - Xiaoxiang Supermarket's layout and style are similar to Wumart's Pangu Store, emphasizing service details and cleanliness [1][2] - The store features a mix of standardized pre-packaged products and a rich variety of live seafood, along with a dining area and a bakery section [2][12] - The supermarket enhances customer service by providing tips on product selection and offering free services like steak cooking and melon peeling [4][12] Product Strategy - Xiaoxiang Supermarket emphasizes high-quality self-operated products, including strawberries, juices, and rice, while ensuring safety and quality through direct sourcing [6][8] - The product range is more extensive than Wumart's Pangu Store but still lags behind Hema in novelty and variety [8][10] - The introduction of third-party brands in the prepared food section creates a mini food market atmosphere [10][12] Competitive Landscape - Meituan's Xiaoxiang Supermarket and Happy Monkey discount stores form a three-tier structure in the fresh produce market, competing directly with Alibaba's Hema and its associated logistics [15][18] - The competition is framed within the broader trend of integrating online and offline retail, with fresh produce becoming a focal point for consumer demand [15][16] - The market is characterized by a shift towards medium-sized supermarkets replacing large hypermarkets, with a focus on unique experiences and high-quality offerings [21][23] Future Outlook - Meituan plans to expand Xiaoxiang Supermarket to all first- and second-tier cities, indicating a significant growth strategy [15][25] - The company aims to enhance its supply chain capabilities and product innovation to compete effectively against established players like Hema [25] - The ongoing competition in the fresh produce sector is expected to accelerate as consumer preferences evolve towards integrated shopping experiences [25]
美团龙珠合伙人王新宇:技术路线不是辩论出来的,是在不断试错中论证出来的
Cai Jing Wang· 2025-12-21 02:14
Core Insights - The conference "2026 Annual Dialogue and Global Wealth Management Forum" focuses on the theme "China's Determination in Changing Circumstances" and highlights the advancements in embodied intelligence as a means to liberate productivity and improve living standards [1][3] Group 1: Industry Trends - The embodied intelligence sector is rapidly evolving, transitioning from experimental phases to real-world applications in various settings such as hotels and factories [3] - There is a competitive dynamic between China and the U.S. in the field of embodied intelligence, with China aiming to lead rather than follow in technological advancements [5] - Concerns about potential market bubbles and overvaluation in the embodied intelligence sector have been raised, prompting discussions on regulatory measures [4][6] Group 2: Investment Perspectives - Investment in embodied intelligence is driven by the belief in human capital, with varying opinions on the timelines for technological advancements [2][9] - The importance of storytelling and imagination in technology development is emphasized, as successful companies often need to present compelling narratives to attract investment [7][8] - The investment strategy focuses on identifying companies that genuinely contribute to embodied intelligence rather than those merely adopting trendy labels [6][10] Group 3: Future Outlook - The development of embodied intelligence is viewed as a long-term journey, requiring patience and sustained investment in talent and resources [5][10] - The industry is expected to see significant advancements over the next decade, with the potential for China to emerge as a leader in various technological fields, including embodied intelligence [5][10]
美团小象超市首店爆火背后:即时零售的下一个战场在哪里?
Sou Hu Cai Jing· 2025-12-20 22:45
Core Insights - The opening day of Meituan's Xiaoxiang Supermarket in Beijing saw over 10,000 visitors and estimated daily revenue exceeding 1 million yuan, indicating a strong consumer interest in the retail sector as online giants return to offline markets [1] Group 1: Store Location and Design - The location of Xiaoxiang Supermarket at Wanliu Hualian Shopping Center is strategically chosen, surrounded by 17 mid-to-high-end communities within a 3-kilometer radius, with an average household monthly income exceeding 20,000 yuan, aligning with Meituan's target demographic of quality-seeking middle-class consumers [3] - The store's design facilitates customer flow, with walking times from any entrance to the store not exceeding 3 minutes, enhancing accessibility and efficiency, which is crucial for instant retail [3] Group 2: Business Strategy - Meituan positions Xiaoxiang Supermarket as a "30-minute quick delivery supermarket," focusing on high-frequency consumer goods, which account for 65% of the store's offerings, significantly higher than traditional supermarkets [3] - The integration of online ordering with offline experience is becoming a trend, as consumers show preference for immediate delivery and competitive pricing, although the sustainability of promotional excitement remains uncertain [4] Group 3: Future of Instant Retail - The success of Xiaoxiang Supermarket reflects a broader trend where consumers are favoring a hybrid model of online ordering and offline experience, indicating a potential shift in retail dynamics [4] - The operational model of "front warehouses + physical stores" is being tested, showcasing a revolution in efficiency and redefining the "last mile" consumption scenario [4] - Each price tag in the supermarket represents a carefully designed consumer strategy, highlighting Meituan's ambitions in the retail sector and the ongoing evolution of new retail [4]
美团 “电商梦” 碎:关停团好货,退守即时零售生死战
Sou Hu Cai Jing· 2025-12-20 09:46
Core Viewpoint - Meituan has quietly shut down its "Tuan Hao Huo" business, indicating a strategic shift in response to the rapidly evolving grocery retail industry and the limitations of its existing e-commerce model [2][4]. Group 1: Business Closure and Market Reaction - The decision to pause "Tuan Hao Huo" has been met with a calm reaction from the market, with industry insiders viewing it as a recognition of Meituan's operational boundaries [4]. - Consumers largely remained unaware of the service, with some stating they only realized its existence after its closure [4]. Group 2: Historical Context and Growth Aspirations - Meituan's venture into e-commerce began in 2020, following a period of profitability in its food delivery business, which saw a gross margin increase to 18.7% [5]. - The COVID-19 pandemic introduced significant uncertainty, impacting Meituan's core businesses and leading to the launch of "Tuan Hao Huo" as a B2C platform [5][6]. Group 3: Business Model Challenges - "Tuan Hao Huo" initially thrived with substantial user growth, achieving over 10 million users and a GMV exceeding 600 million yuan in its first year [5][6]. - However, the business faced internal challenges with fluctuating positioning and a lack of clear strategy, leading to a decline in daily order volume to 48,000 by the end of 2022 [9]. Group 4: Shift to Instant Retail - Meituan is now refocusing on instant retail, emphasizing its strengths in rapid delivery and local market penetration [12][18]. - The company has announced the opening of physical stores and is expanding its logistics network to enhance its competitive edge in the instant retail sector [18][20]. Group 5: Competitive Landscape - The instant retail market is becoming increasingly competitive, with major players like Alibaba and JD.com posing significant threats [20]. - Meituan's core advantage lies in its established delivery infrastructure and user base, but it faces challenges in maintaining profitability while expanding its market share [20][21].
美团“空中骑手”刷新74万单战绩 京东、闪送、顺丰同城齐加码 即时零售打响第二战场
Mei Ri Jing Ji Xin Wen· 2025-12-20 06:04
Core Insights - Meituan's drone business has made significant progress, launching multiple products and operating 65 routes in cities including Shenzhen, Shanghai, Beijing, Hong Kong, and Dubai, completing 740,000 commercial orders to date [1][5][9] Group 1: Company Developments - Meituan has introduced new drone products, including a low-altitude air network and smart docking airports, enhancing its logistics capabilities [1][3] - The fourth-generation M4L long-range drone has a payload capacity of 4.5 kg and a range of 20 km, designed to improve delivery efficiency and resource utilization [4][5] - The company has seen a rapid increase in commercial orders, with a growth of 70,000 orders in less than three months, indicating a daily average increase of approximately 800 orders [5][6] Group 2: Industry Trends - The low-altitude economy is gaining traction, supported by government policies aimed at promoting smart logistics and drone delivery systems [7][9] - Major competitors like JD Logistics and SF Express are also investing heavily in drone technology, indicating a competitive landscape in the instant retail and delivery market [8][9] - The market for low-altitude economy is projected to reach 1.5 trillion yuan by 2025, with a compound annual growth rate (CAGR) of 33.8% from 2023 to 2025 [8][9]
美团-W:竞争加剧致亏损,新业务盈利,预测Q4一致预期营收866.14~963.14亿元
Xin Lang Cai Jing· 2025-12-19 12:48
Core Insights - Meituan-W is expected to report Q4 revenue between 866.14 billion to 963.14 billion yuan, reflecting a year-on-year change of -2.1% to 8.8% [1][6] - The anticipated net profit for Q4 is projected to be between -184.36 billion to -95.89 billion yuan, indicating a significant year-on-year decline of -396.3% to -254.1% [1][6] - Adjusted net profit for Q4 is forecasted to range from -172.43 billion to -88.83 billion yuan, with a year-on-year change of -275.1% to -190.2% [1][6] Revenue and Profit Forecast - The average revenue forecast for Q4 is approximately 918.25 billion yuan, with a year-on-year growth of 3.8% [3][8] - The median revenue forecast stands at 918.61 billion yuan, also reflecting a year-on-year growth of 3.8% [3][8] - Various financial institutions have provided differing revenue estimates, with Morgan Stanley predicting the highest at 963.14 billion yuan, a year-on-year increase of 8.8% [4][10] Business Performance Analysis - Meituan's third-quarter revenue reached 955 billion yuan, marking a 2.0% year-on-year increase, despite facing operational losses of 198 billion yuan [5][10] - The core local business revenue decreased by 2.8% to 674 billion yuan, while new business revenue grew by 15.9% to 280 billion yuan [5][10] - The company maintains a dominant market position in the high-price segment of the food delivery market, with a market share exceeding 66% [5][10] Strategic Developments - Meituan's flash purchase service continues to lead the market, leveraging a 30-minute delivery guarantee to enhance sales [11][12] - The Keeta service achieved its first monthly profit in the Hong Kong market and is expanding into Saudi Arabia and other Gulf countries, with plans to launch in São Paulo, Brazil [12][10] - The company is actively exploring overseas market opportunities, which are expected to broaden its total addressable market (TAM) and create structural flexibility for future profit growth [12][10]
美团龙珠合伙人王新宇:90后创业者敢于突破尝试,敢于失败
Xin Lang Cai Jing· 2025-12-19 10:24
专题:财经年会2026:预测与战略暨2025全球财富管理论坛 《财经》年会2026:预测与战略暨2025全球财富管理论坛于2025年12月18-20日在北京举行。美团龙 珠合伙人王新宇认为,具身智能的核心价值并非"替代人",而是解放生产力,让人们以可支付的成本享 受更多元的服务。 他举例,每个人都有对保姆、司机、厨师、私人助理等服务的需求,但供需失衡导致这些需求难以满 足,而具身智能有望填补这一缺口,在家庭、工业、服务业等多场景创造价值。 他强调,具身智能与AI的结合是一场长达十年以上的科技浪潮,当前才刚刚开端。中国企业在这一领 域的探索,并非简单的技术跟随,而是在引领科技进步,背后离不开工程技术、供应链等复杂体系的支 撑,是全球科技竞争中"你追我赶"的重要组成部分。 专题:财经年会2026:预测与战略暨2025全球财富管理论坛 《财经》年会2026:预测与战略暨2025全球财富管理论坛于2025年12月18-20日在北京举行。美团龙 珠合伙人王新宇认为,具身智能的核心价值并非"替代人",而是解放生产力,让人们以可支付的成本享 受更多元的服务。 他举例,每个人都有对保姆、司机、厨师、私人助理等服务的需求,但供 ...
美团外卖官宣周杰伦为新代言人,主打“1对1急送”
Group 1 - Meituan announced Jay Chou as its brand ambassador and launched two advertisement campaigns themed "Ordering Takeout in Winter, Still Meituan Fast" [2] - The core selling points of the promotional campaign are "1-on-1 urgent delivery" and "average speed increase of 20 minutes" [2] - The second advertisement features Jay Chou in a scarf and sweater, evoking nostalgia among viewers with the phrase "Wow, that was fast," reminiscent of the past "held in the palm of your hand" advertisement [2] Group 2 - In the third-quarter conference call, Meituan disclosed that its market share in the food delivery sector is steadily recovering [3] - CEO Wang Xing stated that the losses in the food delivery business peaked in the third quarter of 2025, with significant losses still possible in the fourth quarter [3] - Following the Double 11 shopping festival, Meituan plans to adjust its investment strategy to maintain its leading position without engaging in a price war, despite a decrease in subsidy intensity [3]