Workflow
Vibe Coding
icon
Search documents
深度|吴恩达:语音是一种更自然、更轻量的输入方式,尤其适合Agentic应用;未来最关键的技能,是能准确告诉计算机你想要什么
Z Potentials· 2025-06-16 03:11
Core Insights - The discussion at the LangChain Agent Conference highlighted the evolution of Agentic systems and the importance of focusing on the degree of Agentic capability rather than simply categorizing systems as "Agents" [2][3][4] - Andrew Ng emphasized the need for practical skills in breaking down complex processes into manageable tasks and establishing effective evaluation systems for AI systems [8][10][12] Group 1: Agentic Systems - The conversation shifted from whether a system qualifies as an "Agent" to discussing the spectrum of Agentic capabilities, suggesting that all systems can be classified as Agentic regardless of their level of autonomy [4][5] - There is a significant opportunity in automating simple, linear processes within enterprises, as many workflows remain manual and under-automated [6][7] Group 2: Skills for Building Agents - Key skills for building Agents include the ability to integrate various tools like LangGraph and establish a comprehensive data flow and evaluation system [8][9] - The importance of a structured evaluation process was highlighted, as many teams still rely on manual assessments, which can lead to inefficiencies [10][11] Group 3: Emerging Technologies - The MCP (Multi-Context Protocol) is seen as a transformative standard that simplifies the integration of Agents with various data sources, aiming to reduce the complexity of data pipelines [21][22] - Voice technology is identified as an underutilized component with significant potential, particularly in enterprise applications, where it can lower user interaction barriers [15][19] Group 4: Future of AI Programming - The concept of "Vibe Coding" reflects a shift in programming practices, where developers increasingly rely on AI assistants, emphasizing the need for a solid understanding of programming fundamentals [23][24] - The establishment of AI Fund aims to accelerate startup growth by focusing on speed and deep technical knowledge as key success factors [26]
深度|GitHub CEO :真正的变革不是程序员被AI取代,而是写代码的起点、过程与目的正在被AI重构
Z Finance· 2025-06-15 02:05
Core Insights - The article discusses the transformative impact of AI on software development, emphasizing that AI is not replacing developers but rather reshaping the coding process and the role of developers [1][2][4] Group 1: Evolution of Software Development - The introduction of AI tools like GitHub Copilot has changed the starting point, process, and purpose of coding, moving from traditional coding practices to a more collaborative and creative approach [1][2] - AI is enabling a shift from "vibe coding" to "agentic DevOps," where developers act as orchestrators rather than mere code writers [1][2][4] - The initial skepticism about AI's ability to generate code has been replaced by recognition of its effectiveness, with early data showing that Copilot wrote approximately 25% of the code in enabled files [5][6] Group 2: User Experience and Interaction - The integration of features like Tab completion has significantly lowered the learning curve for developers, making coding more accessible [7][8] - Developers have adapted to using AI tools by leveraging existing coding habits and learning behaviors, such as modifying code snippets from various sources [9][10] - The user feedback for Copilot has been overwhelmingly positive, with a net promoter score of around 72, indicating high satisfaction among users [6] Group 3: The Role of Developers - The role of developers is evolving to include validating the outputs generated by AI agents, ensuring that the code meets business objectives and maintains security standards [13][14] - Learning programming is still essential, but understanding how to effectively use AI tools is becoming equally important in the software development landscape [11][12] - Developers must continuously adapt their skills to incorporate AI and new models into their workflows, as the landscape of software development is rapidly changing [15][16] Group 4: Open Source and Collaboration - GitHub's decision to open-source Copilot reflects a commitment to the developer ecosystem and aims to foster innovation and collaboration within the community [17][18] - The open-source nature of Copilot allows developers to learn from the code and potentially create competing products or integrate similar functionalities into their own tools [19][20] - The integration of multiple models and tools is expected to drive further innovation in software development, allowing for more tailored solutions [22][23] Group 5: Future of Software Development - The boundaries between deterministic and non-deterministic code are becoming blurred, with future software engineering requiring the ability to navigate both realms [24][25] - There is potential for a future where software systems are generated in real-time, with AI agents assisting in various tasks, leading to a more seamless user experience [26][27] - The concept of interconnected agents that can manage both personal and work-related tasks is emerging, suggesting a future where AI plays a central role in daily life [40][41]
Z Product|Lovable背后关键产品,YC校友Supabase再融两亿美元,Vibe Coding的全栈开发工具
Z Potentials· 2025-06-12 04:24
Core Insights - The article discusses the rise of Vibe Coding, a new AI-driven programming model that allows developers to focus on product innovation and user experience rather than being constrained by programming languages, with AI generating executable code from natural language inputs [2][3]. Group 1: Supabase Overview - Supabase, founded in 2020, is an open-source alternative to Google Firebase, providing backend services such as database management, authentication, and real-time capabilities, which significantly reduce the complexity and time required for backend development [3][6]. - The platform has gained substantial traction, with over 170,000 developers in its community and more than 80,000 stars on GitHub, indicating its popularity and utility among developers [6][12]. Group 2: Key Features of Supabase - Supabase offers a PostgreSQL-based database that provides stable data storage and built-in authentication for precise user access control [3]. - The platform simplifies the login process through social account integration, allowing developers to quickly establish multi-channel authentication systems [4]. - Supabase automates backend resource management, enabling startups to reduce labor costs and accelerate product launches without the need for extensive code rewrites [4]. - It includes a storage solution that integrates seamlessly with its authentication and database services, allowing for secure and efficient content management [4]. - The real-time data synchronization feature supports collaborative tools and applications, ensuring consistent user experiences across multiple devices [4]. Group 3: Funding and Growth - Supabase completed a $200 million Series D funding round in April 2025, achieving a post-money valuation of approximately $2 billion, with participation from notable investors such as Accel and Coatue [6][13]. - Prior to this, Supabase raised $80 million in a Series C round in September 2024, reflecting a rapid increase in valuation from an estimated $900 million to $2 billion within seven months [13]. - The growth in funding and valuation highlights the company's rapid development in the open-source and AI programming sectors, driven by a growing developer community [13].
喝点VC|a16z合伙人:开发者市场或成为AI首个真正意义上的万亿级市场;当前模型最致命的缺陷是永远不愿承认"我不知道"
Z Potentials· 2025-06-07 06:47
图片来源: a16z Z Highlights : a16z (Andreessen Horowitz) 是一家风险投资公司,以其多元化的投资领域著称,被投资公司包括 Airbnb 、 Meta 和 Twitter 等。本次访谈由 a16z 于 2025 年 5 月发布, Guido, Yoko 以及 Matt 三位合伙人分享了关于传统编程和最近的 vibe coding 编程模式的看法。 AI 编程生态跃迁:万亿美元市场的效率革命 Matt Bornstein: 我们基本可以确定,目前编程是 AI 领域的第二大市场。如果我说错了请纠正 —— 纯聊天机器人应该排第一,编程排第二,这是单纯看数 据的结果。 Yoko Li : 但消费者市场是很多不同领域的集合。 M att Bor nstein : 完全正确。 Guido Appenzeller : 这是我的市场定义方式。如果看真正同质化的市场,编程可能确实是第一。 Yoko Li : 编程市场比陪伴型应用更大吗? Guido Appenzeller : 是的。 Yoko Li : 我也这么认为。 Guido Appenzeller : 现阶段确实如此。可能要看 ...
Z Event|WWDC25直播之夜:线下一起看直播,聊聊如何在苹果生态搞钱!
Z Potentials· 2025-06-06 02:44
Core Viewpoint - The article discusses the upcoming WWDC25 event and emphasizes the opportunity for participants to engage in discussions about Apple's ecosystem and monetization strategies through Vibe Coding [1]. Group 1: Event Overview - WWDC25 will take place on June 9, 2025, from 23:00 to 03:00 [5]. - The event will be held at Dongsheng Building in Beijing, with a limited capacity of 50 participants [7]. Group 2: Activities and Engagement - Participants will have the chance to watch the WWDC25 Keynote live and engage in a night snack party [6]. - An open mic session will allow attendees to share their app monetization experiences and insights on Apple's business prospects [3]. - Networking opportunities will be available during the event, fostering connections among like-minded Vibe Makers [2][6]. Group 3: Event Logistics - The event is free to attend, but registration is required due to the limited number of spots [7]. - Attendees will be provided with snacks and drinks to enhance the experience during the information-rich night [4].
商业头条No.75 | AI编程等待“失控”
Xin Lang Cai Jing· 2025-06-01 03:13
Core Insights - The rise of AI coding tools, particularly Cursor, is revolutionizing programming by enabling code generation and modification through natural language, significantly enhancing developer efficiency and productivity [1][3][4] - The AI coding sector is attracting substantial investment, with companies like Anysphere achieving a valuation of approximately $9 billion after a $900 million funding round [1][3] - The concept of "Vibe Coding" is emerging, where programming becomes a dialogue with AI, allowing users to generate code and receive suggestions through natural language [4][6] Industry Trends - AI coding tools are becoming mainstream, with AI-generated code accounting for 20%-30% of coding tasks in major tech companies like Microsoft and Google [1][3] - The competition in the AI coding space is intensifying, with numerous startups like Augment and Codeium emerging and securing significant funding [6][10] - The market is witnessing a shift towards enterprise solutions, as companies like Silicon Valley's AIxCoder focus on private deployment to address security concerns in code management [11][12] Company Developments - Cursor, developed by Anysphere, has quickly gained traction, attracting over 3,000 paying subscribers and achieving an annual recurring revenue (ARR) exceeding $150 million [3][4] - Major players in the AI coding space include OpenAI with its Codex, and companies like Meituan and ByteDance are also entering the market with their own AI coding tools [2][7] - New entrants like AIGCode are exploring innovative approaches, focusing on end-to-end software development rather than merely code completion [9][10] Investment Landscape - The AI coding sector is becoming a hotbed for venture capital, with significant investments flowing into startups, although some investors express skepticism about the long-term viability of certain products [6][14] - The Chinese market is seeing increased activity, with startups like New Words and AIxCoder attracting attention and funding, despite challenges in competing with established players [8][10] - Investors are cautious, noting that many AI coding tools face challenges in user adoption and monetization, particularly in the consumer market [14][15]
终于不用羡慕老外了!美团竟然做出了类似V0&Bolt的AI编程神器
歸藏的AI工具箱· 2025-05-27 07:24
Core Viewpoint - The article highlights the launch of Meituan's NoCode tool, which fills a gap in the domestic market for zero-code application development, showcasing its capabilities and ease of use [1][33]. Product Capabilities - The NoCode tool can generate complex multi-page web applications without extensive coding, allowing users to create functional products with minimal input [1][3]. - It supports dynamic web page generation based on user prompts, automatic bug detection and resolution, and optimization of user requests [3][14]. - The tool includes features for database management, enabling users to store and manage large amounts of information [32]. Design and User Interface - The design employs a Bento Grid style with specific color schemes and emphasizes large fonts and visual elements to highlight key points [4][5]. - It supports responsive design, ensuring compatibility across desktop and mobile devices [13]. - The interface includes interactive elements such as drag-and-drop functionality for managing items and real-time updates [28]. Technical Requirements - The tool utilizes modern web technologies including HTML5, TailwindCSS, and JavaScript, along with professional icon libraries [7][13]. - It incorporates features for data persistence using localStorage and supports integration with external APIs, such as Google Maps [27][28]. Additional Features - The NoCode tool includes a Dev Mode for users who wish to edit code directly, providing a coding environment alongside AI assistance [31][32]. - It offers a Database feature that allows users to store data in the cloud, facilitating access across different devices [32]. Market Impact - The launch of Meituan's NoCode tool is seen as a significant development for domestic users who have been seeking effective zero-code solutions, potentially fostering a better coding environment in China [33][34].
晚点对话明超平:他们不信 AI coding 会是新的创作方式,我很开心
晚点LatePost· 2025-05-27 03:02
Core Insights - The article highlights the journey of Ming Chaoping, the founder of YouWare, who has gained significant attention in the AI product startup space, achieving a valuation of $80 million before launching the product [4][9] - YouWare aims to create a community for "vibe coders," individuals who may not be traditional developers but possess a desire to create through coding [9][10] - The platform has seen rapid user growth, with over 4,000 projects uploaded within two days of its launch, indicating a strong interest in coding as a creative outlet [7][22] Group 1 - Ming Chaoping's background includes diverse experiences in product roles at OnePlus, ByteDance, and Moonlight, which contribute to his understanding of user needs and product design [4][9] - YouWare's mission is to stimulate creative motivation rather than just provide coding capabilities, focusing on community engagement and user interaction [9][10] - The initial product version was developed quickly by the team, reflecting a hands-on approach to product development and a desire to seize market opportunities [16][21] Group 2 - The platform's growth strategy emphasizes community-driven content creation, leveraging user-generated content to enhance engagement and creativity [10][22] - YouWare's unique selling proposition lies in its focus on coding as a new form of creative expression, akin to how platforms like Instagram transformed photography [18][19] - The company plans to implement a reward system to incentivize creators, with future monetization strategies including advertising and subscription models [39][40] Group 3 - Ming Chaoping's insights on the evolution of AI products highlight the importance of aligning with technological trends and maximizing the value derived from token consumption [12][14] - The article discusses the potential for coding to become a mainstream creative medium, with implications for future content creation and sharing [19][20] - YouWare's approach to community management emphasizes the importance of maintaining a positive environment and curating content to foster creativity [28][33]
Wix(WIX) - 2025 Q1 - Earnings Call Transcript
2025-05-21 13:32
Financial Data and Key Metrics Changes - Total bookings for Q1 2025 were $511 million, reflecting a 12% year-over-year increase [22] - Total revenue reached $474 million, up 13% year-over-year, exceeding the high end of guidance [23] - Non-GAAP gross margin for Q1 was 69%, consistent with expectations [26] - Free cash flow for Q1 was over $142 million, representing 30% of revenue [27] Business Line Data and Key Metrics Changes - Partners revenue grew 24% year-over-year to $172 million, driven by increased subscription purchases and adoption of business applications [23] - Transaction revenue in Q1 was $59 million, up 19% year-over-year, supported by increasing GPV and improved take rates [24] - Core GPV growth, excluding the impact of a small subsidiary, was 12% year-over-year in constant currency [25] Market Data and Key Metrics Changes - The new user cohort generated $36 million in bookings, a 12% increase over the previous year's cohort [14] - Nearly 5.3 million new users were added in Q1, representing a 7% year-over-year increase [16] - The company maintained a high proportion of high-intent and commerce-oriented users, indicating strong demand in key geographic regions [16] Company Strategy and Development Direction - The company launched Wixl, a new visual design platform, aiming to democratize visual design similar to how Wix democratized website building [6][8] - The introduction of Astra, an AI assistant, is expected to enhance user engagement and reduce churn [11] - The company is focused on continuous product innovation and strategic momentum aligned with long-term growth [5][13] Management's Comments on Operating Environment and Future Outlook - Management expressed confidence in the strong demand trends observed in early 2025, with expectations for continued growth in new cohorts [19] - There is a cautious outlook regarding macroeconomic uncertainties, particularly affecting the Business Solutions segment [20] - The company aims to achieve a time to return on investment of four to five months for the Q1 2025 user cohort, indicating effective acquisition strategies [17] Other Important Information - The board authorized an additional $200 million for share repurchases, reflecting confidence in cash flow generation and commitment to shareholder value [29] - The company expects total revenue for Q2 to be between $485 million and $489 million, representing 11% to 12% year-over-year growth [28] Q&A Session Summary Question: Can you provide more details on Wixl's rollout and monetization expectations? - Management indicated that Wixl is in early stages, with plans for separate subscription pricing and partnerships to drive user acquisition [32][35] Question: What are the factors behind the deceleration in partners revenue growth? - Management noted that FX impacts and lower-than-expected GPV growth contributed to the deceleration, but remains optimistic about future growth [53][55] Question: How does the company view the competitive landscape for design software? - Management believes that Wix's focus on future-oriented AI capabilities differentiates it from traditional design tools, which may struggle to adapt [60][62] Question: What are the expectations for free cash flow margins throughout the year? - Management anticipates a modest increase in free cash flow margins, driven by revenue growth and operational efficiencies [47] Question: How does the company plan to address macroeconomic uncertainties in guidance? - Management emphasized the importance of conservatism in guidance due to unpredictable macro factors, while remaining confident in current demand trends [49]
靠"氛围编程"狂揽 2 亿美金,Supabase 成 AI 时代最性感的开源数据库
AI前线· 2025-05-20 01:24
Core Insights - Supabase has successfully positioned itself at the forefront of the "Vibe Coding" trend, completing a $200 million Series D funding round with a post-money valuation of $2 billion, reflecting its rapid growth and the increasing importance of open-source databases in the AI application era [1][22]. Group 1: Supabase's Growth and Funding - Supabase raised $200 million in its Series D funding round, led by Accel, with participation from Coatue, Y Combinator, Craft Ventures, and existing investors, bringing its total funding to nearly $400 million [1]. - The company has seen a significant increase in its valuation, reaching $2 billion just seven months after its previous funding round of $80 million [1]. - Supabase's user base has expanded to over 2 million developers, managing 3.5 million databases, and its GitHub repository has surpassed 81,000 stars, doubling in just two years [17]. Group 2: Vibe Coding and Development Workflow - The "Vibe Coding" workflow emphasizes rapid completion of the entire development process using various AI tools, from product documentation to database design and service implementation [2][5]. - Developers utilize generative AI tools to draft product requirement documents and generate database schemas, facilitating the creation of initial data models [4]. - The integration of Supabase with tools like Lovable and Bolt.new allows users to deploy full-stack applications without server setup, enhancing the development experience [5][8]. Group 3: AI Integration and Features - Supabase has integrated PGVector to support embedding storage, crucial for building retrieval-augmented generation (RAG) applications and other AI-related tasks [11]. - The company launched its AI assistant, which can automatically generate database schemas and fill in sample data, significantly aiding non-developers in backend prototype development [13]. - Recent developments include the launch of an official MCP server, enabling developers to connect popular AI tools directly to Supabase for various database management tasks [14]. Group 4: Competitive Positioning and Future Outlook - Supabase's open-source model and reliance on PostgreSQL differentiate it from other backend-as-a-service (BaaS) platforms like Firebase, which lock users into their ecosystems [22]. - The company aims to become the default backend for AI and enterprise applications, leveraging its funding to accelerate the adoption of "Vibe Coding" tools and large-scale deployments [22]. - Accel partners believe Supabase has the potential to dominate the high-value database sector, drawing comparisons to the rise of Oracle and MongoDB [22].