Vibe Coding
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“人人都是程序员”的梦该醒了,AI 编程“大逃杀”:Cursor 或成创业公司唯一“幸存者”,“60 分开发者”撑起最后防线
3 6 Ke· 2025-12-04 07:26
Core Insights - The user traffic for various AI coding tools has significantly declined, with Lovable experiencing a drop from 35 million to under 20 million monthly active users, nearly halving its user base [1][10]. - The industry is witnessing a rapid return to value after a period of capital-driven hypergrowth, with high user churn rates prompting companies to focus on sustainable business models [2][10]. User Traffic Trends - Lovable's user traffic decreased by 41% in the last 12 weeks, while Cursor and Replit also saw declines of 18% and 18% respectively [3]. - Other products like Bolt.new and Vercel v0 experienced declines of 27% and 64% respectively, indicating a broader trend of user attrition across the sector [1][3]. Market Dynamics - The initial surge in user numbers was driven by a marketing narrative that appealed to non-developers, but this has not translated into long-term retention [10][11]. - The concept of "Vibe Coding" has been criticized for lacking a sustainable user base, as many users do not renew subscriptions after initial trials [10][14]. Investment Perspectives - Investors are beginning to question the long-term viability of products targeting non-developers, with a shift in focus towards tools that cater to professional developers [15][19]. - The potential for "vibe working," which involves using AI to process data without requiring technical knowledge, is seen as a more sustainable direction for the industry [19][21]. Product Capabilities - Current AI coding tools are limited in their ability to support non-technical users in creating production-level applications, although they have lowered the entry barrier for basic development tasks [20][21]. - The tools are effective for simpler applications but struggle with complex, high-demand projects, indicating a clear boundary in their capabilities [20][21]. Future Outlook - The industry may see a consolidation of successful players, with only a few companies likely to dominate the developer market [12][19]. - As the initial hype fades, the focus will likely shift towards improving product quality and user experience, particularly in enterprise settings where non-technical employees can leverage these tools effectively [21].
这,才是Vibe Coding的未来。
数字生命卡兹克· 2025-12-04 01:20
Core Viewpoint - The article discusses the recent updates to Ant Group's Lingguang platform, highlighting its new features that allow users to create mini-games and applications easily, emphasizing the accessibility of technology for ordinary users [3][28][67]. Group 1: Lingguang Platform Features - Lingguang now supports not only mini-applications but also mini-games, expanding its functionality [28]. - The platform has received overwhelmingly positive feedback from users, indicating its effectiveness and user-friendliness [5][7]. - Users can create applications by simply stating their needs, without requiring any coding knowledge, which lowers the technical barrier [26][67]. Group 2: User Experience and Feedback - Users have expressed excitement about the platform, with many noting its intuitive design and strong performance compared to other AI products [6][7]. - The platform's ability to generate applications quickly has been highlighted, with examples of educational games being created in seconds [41][60]. - The article mentions specific user experiences, such as a history teacher creating a game based on the Three Kingdoms to make learning more engaging [35][41]. Group 3: Future Potential and Vision - The article envisions a future where AI can generate artistic materials for games, further enhancing the creative possibilities for users [59]. - It emphasizes the importance of making technology invisible, allowing users to focus on their ideas rather than the technical complexities behind them [64][67]. - The ultimate goal is for individuals to transform their ideas into reality effortlessly, marking a significant revolution in how technology is utilized [68][70].
Vibe Coding 加速创业,路上有哪些“坑”要提前避开?答案请戳 >> GTLC 杭州站议程
AI前线· 2025-12-01 09:27
Group 1 - The core theme of the GTLC Hangzhou event is "New Entrepreneurs in the Vibe Coding Era," focusing on AI programming, entrepreneurial practices, and product operations [3][5]. - The event will feature a variety of formats including TED-style quick shares, open mic sessions, Hackathons, and closed-door meetings, promoting an interactive and engaging atmosphere [3][4]. - The event aims to gather 300-500 participants, including industry leaders and new entrepreneurs, to explore innovative ideas and share experiences [5][21]. Group 2 - AI programming is positioned as a new productivity engine for entrepreneurs, emphasizing the shift from traditional coding methods to AI-assisted development [7]. - The evolution of AI models and their application in developing next-generation agents will be discussed, highlighting the transition from workflow-based development to more advanced coding paradigms [8]. - The event will include sessions on building Vibe Coding projects using open-source frameworks and the organizational changes required in the Vibe Coding era [12][21]. Group 3 - The event will feature a "Creator Show" open mic session, allowing participants to present their ideas and engage with over 300 fellow entrepreneurs and investors [14][20]. - A Hackathon will be held to encourage rapid prototyping and collaboration among new entrepreneurs, fostering a spirit of innovation [19]. - The event will also include a special dinner to enhance networking opportunities among participants [16][19]. Group 4 - The GTLC Hangzhou event is scheduled for December 6, 2025, and aims to create a platform for collaboration and partnership among technology leaders [5][22]. - The ticket price is set at ¥2999 per person, with free admission for TGO members and their invited guests [27][28]. - TGO is actively recruiting co-creation partners to enhance brand exposure and facilitate business growth opportunities during the event [22][29].
6小时告破30年数学难题,亚里士多德一夜成名
量子位· 2025-12-01 05:45
微软前AI副总裁、目前在OpenAI研究AGI的Sebastien Bubeck激动分享了这一消息,并表示: 30年悬而未决的数学难题就这样被AI证明了?! 此时此刻, (前推特) 正在刮起一股讨论之风—— 来自Harmonic的数学AI模型独立证明了 Erdős问题 #124 ,而这个问题已经被数学家无奈搁置了近30年。 一水 发自 凹非寺 量子位 | 公众号 QbitAI 该解决方案100%由AI生成,总计耗时6小时。 甚至连陶哲轩这样的顶尖数学家也跑来围观讨论,他在对比了Gemini和ChatGPT的深度研究工具后发现,Harmonic模型对该问题的证明表 现更佳。 所以这到底是一个怎样的问题?Harmonic模型又是如何"大显神功"? 咱接着瞧—— AI证明了Erdős问题 #124简易版 首先需要提醒,在听完各路大神讨论后,我们才意识到—— 原来Harmonic模型所证明的并非原版Erdős问题 #124 ,而是一个简易版本 。 Erdős问题 #124需要提供的证明如下 : $$\sum_{1\leq i\leq k}{\frac{1}{d_{i}-1}}\geq1.$$ 通俗理解即为: 假设你有 ...
Gemini3 Pro实测:文科生确实能自己做网页了
虎嗅APP· 2025-11-27 23:58
以下文章来源于刺猬公社 ,作者刺猬公社编辑部 刺猬公社 . 本文来自微信公众号: 刺猬公社 ,作者:刺猬公社编辑部,题图来自:AI生成 Gemini3Pro发布后,市场充斥着欢呼声。最引人瞩目的,是其"Vibe Coding"能力,即用户通过自然 语言描述,就能指挥AI牛马,写出自己的代码。 但最近两年,AI圈的"炸裂"时刻实在太多了,论数量可能仅少于电影圈,狼炸多了总显得面目可 疑。比起Crusor、Trae等市面上已有的Vibe Coding产品,Gemini3Pro到底有何新变化? 刺猬公社决定派出一位文科生作为代表,实测毫无编码基础的普通用户,能用Gemini3Pro做些什 么。 实测1:生成一个牛马时钟 互联网内容行业观察与研究 牛马时钟是本次实测中需求最简单的一个案例。交互层面,用户只需要选择计划退休时间、上班时间 和下班时间,剩下的都是计算和前端显示。没有经过任何调试,最终效果几乎挑不出毛病来。 唯一值得讨论的问题,是页面右下角电量消耗进度条使用了绿色而不是灰色。但由于电量消耗到 100%,用户就能迎来下班,状态确实比上班更快乐,所以你也不好说这到底是一个Bug还是一个 Feature。 在做这 ...
Base44’s Founder, Maor Shlomo on Why Vibe Coding Has No Defensibility
20VC with Harry Stebbings· 2025-11-24 15:09
Maor Shlomo is the Founder and CEO of Base44, the AI building platform that Maor built from idea to $80M acquisition by Wix, in just 8 months. Today the company serves millions of users and will hit $50M ARR by the end of the year. Before Base44, Maor was the Co-Founder and CTO of Explorium. ----------------------------------------------- Timestamps: 00:00 Intro 01:13 The Decision Behind Selling Base44 11:56 How Base44 Thinks About Defensibility 16:37 Mapping the Future of the Market in 3–5 Years 23:18 I’m ...
Vibe coding with Gemini 3 — live from Mountain View
Google· 2025-11-20 13:48
Gemini 3 Capabilities & Features - Showcases Gemini 3's ability to bring any idea to life in AI Studio through vibe coding [1] - Highlights various functionalities of AI Studio's build tab, including one-shot, iteration, deployment, sharing, and "I'm Feeling Lucky" features [1] - Demonstrates features like Nano Banana, Maps Grounding, and Live API within AI Studio [1] - Showcases Gemini 3's multimodal capabilities, including video understanding [1] - Illustrates Gemini 3's multilingual and reasoning capabilities [1] AI Studio Applications & Demos - Presents a hand-tracking rhythm game demo [1] - Features an interactive choreography app created through vibe coding [1] - Demonstrates Google Maps Grounding with a running app demo [1] - Showcases the use of Gemini 3 for web design and aesthetics [1] - Presents a demo of bringing images to apps [1] - Visualizes quantum research papers [1] - Showcases interactive floor plans and 3D home design [1] - Features a live vibe coding session building a fishing game [1] - Introduces Anti-Gravity, a next-generation agentic IDE [1] - Demonstrates Anti-Gravity features like artifacts and browser actuation [1] - Presents a multiplayer collaborative whiteboard demo [1] - Showcases a 3D globe travel app and chess learning application [1] - Features a Veo 3.1 generative video app demo [1]
Gemini 3 Pro刷新ScienceQA SOTA|xbench快报
红杉汇· 2025-11-20 03:38
Core Insights - Google has officially launched its latest foundational model, Gemini 3, which shows significant improvements in deep reasoning, multimodal understanding, and agent programming capabilities [1] - Gemini 3 Pro achieved a new state-of-the-art (SOTA) score of 71.6 on the xbench-ScienceQA leaderboard, surpassing Grok-4 and demonstrating faster response times and lower costs [1][3] Performance Metrics - Gemini 3 Pro scored an average of 71.6 with a BoN of 85, while Grok-4 scored 65.6, indicating a 6-point lead over the second-place model [5] - The average response time for Gemini 3 Pro is 48.62 seconds, significantly faster than Grok-4's 227.24 seconds and GPT-5.1's 149.91 seconds [6] - Cost analysis shows that running the ScienceQA tasks with Gemini 3 Pro costs only $3, compared to $32 for GPT-5.1, making it substantially more economical [6] Technological Advancements - Gemini 3 introduces a cognitive architecture that shifts from reactive to cautious reasoning, utilizing a "Deep Think" mode that allows for multiple reasoning pathways and self-verification [8] - The model employs a sparse MoE architecture, activating only a small subset of its vast parameters during computation, which enhances efficiency while maintaining performance [8] Developer Tools and Features - The introduction of "Vibe Coding" allows Gemini 3 to align code generation with developer intent, functioning as an autonomous agent capable of executing complex tasks within an IDE [9] - Gemini 3 Pro integrates with Google’s Antigravity platform, enabling developers to automate workflows that involve reading web pages, executing commands, and generating code seamlessly [10] Multimodal Capabilities - Gemini 3 adopts a native multimodal architecture, allowing it to process text, code, images, video, and audio using a unified world model, enhancing its perception and interaction capabilities [11] - The model can generate dynamic, interactive user interfaces in real-time based on user intent, marking a shift from static outputs to interactive experiences [12] Hardware Infrastructure - Gemini 3 is trained on Google’s proprietary TPU (Tensor Processing Unit), designed for high-bandwidth and parallel computing, facilitating efficient training and cost management [13]
Wix(WIX) - 2025 Q3 - Earnings Call Transcript
2025-11-19 14:32
Financial Data and Key Metrics Changes - Total bookings grew to $515 million in Q3 2025, up 14% year-over-year, driven by robust new user cohorts and better-than-expected results from Base44 [15][22] - Total revenue increased to $505 million, also up 14% year-over-year, exceeding the high end of guidance [15][22] - Non-GAAP gross margin in Q3 was 69%, slightly down from 70% in Q2 [18] - Free cash flow for Q3 was $159 million, or 32% of revenue, an increase from 30% last quarter [21] Business Line Data and Key Metrics Changes - Partners' revenue grew 24% year-over-year to $192 million, driven by traction among professional designers and solid Studio adoption [16] - Transaction revenue was $65 million, up 20% year-over-year, driven by 13% growth in GPV [16] - Base44's share of audience traffic increased to over 10% in October, up from low single digits in June [10][12] Market Data and Key Metrics Changes - Organic traffic improved as more users searched for Wix online, indicating enhanced brand awareness [9] - Base44 serves over 2 million users globally, translating to more than 1,000 new paying subscribers daily [12] Company Strategy and Development Direction - The company aims to democratize software creation through Vibe Coding, enabling users without coding knowledge to build applications [3][5] - Base44 is positioned as a leader among low-code tools, with significant growth potential in the AI-powered app building space [6][10] - The company plans to enhance its marketing efforts to capture stronger-than-anticipated demand for Base44 [23] Management's Comments on Operating Environment and Future Outlook - Management expressed confidence in the durability of the core business and the ability to enter new markets effectively [14] - The company raised its full-year bookings outlook to $2,060-$2,078 million, reflecting strong performance from Base44 [22][23] - Management anticipates improved operating and free cash flow margins over time as AI costs decrease and marketing investments normalize [21][24] Other Important Information - The company issued $1.15 billion in 0% convertible senior notes due 2030, with plans to use the cash for business purposes and share repurchases [22] - The anticipated launch of a new flagship product has been delayed to early 2026 due to technical challenges [7][70] Q&A Session Summary Question: Dynamics of monthly vs. annual subscriptions for Base44 - Management noted that most Base44 users are currently on monthly subscriptions, with expectations that they will transition to annual plans over time as trust in the platform grows [28][30] Question: Cost management and AI compute expenses - Management acknowledged that while AI costs are currently high due to new user consumption, they expect to reduce these costs over time through various strategies [31][35] Question: Vision for Wix in the AI era - Management highlighted efforts to ensure that all Wix websites are indexable by LLMs and to continuously add new e-commerce standards to enhance visibility [39][40] Question: Cohort retention trends for Base44 - Management indicated that retention trends for Base44 are similar to those seen in early Wix cohorts, with expectations for improvement as brand recognition grows [42][43] Question: Pathway to improving Base44 margins - Management discussed the need for time to see improved margins as the user base matures and costs stabilize, with expectations for better profitability in the future [48][53] Question: Impact of hyper-growth on margins - Management confirmed that while there will be short-term margin pressure due to high growth and new customer acquisition costs, they anticipate margin improvement as the business scales [56][66]
Wix(WIX) - 2025 Q3 - Earnings Call Transcript
2025-11-19 14:30
Financial Data and Key Metrics Changes - Total bookings grew to $515 million in Q3 2025, up 14% year-over-year, driven by robust new user cohorts and better-than-expected results from Base44 [15][16] - Total revenue increased to $505 million, also up 14% year-over-year, exceeding the high end of guidance [15][16] - Non-GAAP gross margin in Q3 was 69%, down slightly from 70% in Q2 [18] - Free cash flow was $159 million, or 32% of revenue, an increase from 30% last quarter [20] Business Line Data and Key Metrics Changes - Partners' revenue grew 24% year-over-year to $192 million, driven by traction among professional designers and solid Studio adoption [16] - Transaction revenue was $65 million, up 20% year-over-year, driven by 13% growth in GPV [16] - Base44's share of audience traffic increased from low single digits in June to over 10% in October [11][12] Market Data and Key Metrics Changes - GPV grew 13% year-over-year to $3.7 billion, with partners contributing approximately 55% of total GPV [16] - Base44 serves over 2 million users globally, translating to more than 1,000 new paying subscribers daily [12] Company Strategy and Development Direction - The company aims to democratize software creation through Vibe Coding, enabling users without coding knowledge to build applications [3][5] - Base44 is positioned as a leader among low-code tools, with significant growth potential in the AI-powered app building space [6][11] - The company is focusing on building a comprehensive brand and marketing function for Base44 to capture a larger market share [12] Management's Comments on Operating Environment and Future Outlook - Management expressed confidence in the durability of the core business and the ability to enter new markets effectively [14] - The company raised its full-year bookings outlook to $2,060-$2,078 million, reflecting strong performance from Base44 [22][23] - Expectations for free cash flow are approximately $600 million for 2025, or 30% of revenue [24] Other Important Information - The company issued $1.15 billion in 0% convertible senior notes due 2030, with plans to use the cash for business purposes and potential M&A opportunities [22] - The anticipated launch of a new flagship product has been delayed to early 2026 due to technical challenges [7][70] Q&A Session Summary Question: Dynamics of monthly vs. annual subscriptions for Base44 - Management noted that most Base44 users are on monthly subscriptions, with expectations that as trust builds, more users will transition to annual plans [26][27] Question: Churn rates and subscription dynamics - Churn is currently higher than Wix's standard, but management is optimistic about future retention as the product matures [27][28] Question: Pathway to improving Base44 margins - Management indicated that as Base44 matures, margins are expected to improve, with a focus on reducing AI costs and optimizing the customer mix [49][53] Question: Impact of hyper-growth on margins - Management acknowledged that while there will be short-term margin pressure due to high growth, they expect margins to improve as the business scales [56][66] Question: Delays in the new self-creator tool - The delay is attributed to fine-tuning technology and addressing technical challenges, with a confident outlook for a launch in early 2026 [70] Question: Retention trends for Base44 cohorts - Early retention trends for Base44 are similar to those seen in Wix's early days, with expectations for improvement as brand visibility increases [43][44]