1948 年，Norbert Wiener 将这种模式命名为控制论（cybernetics）。 因此，真正值得追问的问题或许不是"AI 会不会取代程序员"，而是：当反馈回路终于能够在"架构 决策"这一层闭合时，工程师需要做什么，才能让这套机制真正运转起来？ 作者：George Zhang（OpenClaw 维护者 ） 本文是 George Zhang 对 Harness engineering 的解读，原文发布于他的 X。 今年 2 月，OpenAI 发布了一篇文章 Harness engineering: leveraging Codex in an agent-first world ， 描述了一种新的工作方式：工程师不再直接编写代码，而是设计环境、制定规则，让 agent 在其中 完成编码。 这篇文章很快在技术圈引发了广泛讨论。有人认为这是软件工程的终结，也有人觉得不过是新的炒 作。事实上，围绕 AI coding 的叙事一直在演化：从最早的 prompt engineering，到 context engineering，再到如今的 harness engineering，工程师的关注点逐渐从"如何与 ...

Data Bricks just announcing a new $5 billion funding round at a 134 billion valuation making it now the fifth largest private company in the US. Our DOSA has more on the numbers in today's tech check. Morning D. >> Hey, good morning Carl.So Data Bricks, if you're not familiar, it's the plumbing behind the AI economy. It takes the messy data inside the world's biggest companies and makes it usable for AI. Its financials, they underpin the latest round that they shared with us, $5.4% 4 billion in revenue run ...

AI isn't just answering questions anymore… it's building software. And we put it to the test, vibecoding our own version of Monday.com. Did it work? Kinda. Does it mean software is dead? Probably not. In this livestream, we sit down with Guillermo Rauch, co-founder and CEO of Vercel, to talk about the AI shift that's putting software companies on notice. Vercel powers some of the biggest websites in the world and is at the center of the AI coding revolution. We'll cover: Why AI coding is different from ever ...

Core Insights - Microsoft aims to revamp GitHub to enhance its competitiveness against AI coding tools like Cursor and Anthropic's Claude Code, indicating a strategic shift in its approach to software development platforms [1][4] - The formation of the CoreAI Platform and Tools group in January 2025, led by Jay Parikh, consolidates Microsoft's developer division, AI platform team, and GitHub to streamline AI tool development [2] - Recent organizational changes include reallocating Microsoft engineers to GitHub to improve coordination and sales efforts, reflecting a commitment to integrate AI capabilities more effectively [3] Strategic Goals - The primary objective is to position GitHub as a central hub for AI-powered software development, moving beyond its traditional role as a code storage platform [5] - Microsoft envisions GitHub's AI tools being accessible across various development environments, aiming to create a dashboard for managing multiple AI agents [5] - Investments will focus on enhancing core GitHub functionalities, including GitHub Actions for automation, analytics tools for performance insights, and security measures to comply with local data storage regulations [6]

[music] Jed [music] Boravik. >> Hello. Good morning.[music] [applause] Welcome to the 2025 AI Engineering Code Summit in New York. How are we doing. All right, it's early. It's Friday.Thank you all for being here. Raise your hand if you've been to one of these events before, an AI engineering conference before. All right, pretty good.So, for those on uh those watching live stream, about half the hands up, keep your hands up. Keep your hands up. Two or more events.Okay, still have a couple. Three, four. All ...

One of the biggest names in AI coding or vibe coding. Dear Dbosa has more in tech check. It's they're like open AI these days.Dear I turn around they're making another splashy move. The stocks up. Yep.And Replet. Speaking of vibe coding, it is the $3 billion darling in the space. It lets non-software engineers like hobbyists or marketing employees or your elementary grade kid simply tell AI what it wants and the AI builds the final app or product for you.Now it differs from some of the other players in the ...

Core Insights - Replet is emerging as a significant player in the AI coding space, valued at $3 billion, enabling non-software engineers to create applications through AI assistance [1] - The partnership with Google Cloud is broadening Replet's reach, allowing various departments within organizations to develop internal tools [2] - Replet integrates with major data platforms like BigQuery, Databricks, and Snowflake, promoting a culture where everyone in an organization can engage in programming [3] Company Overview - Replet differentiates itself from competitors by having a strong partnership with Google Cloud, focusing on providing first-party products rather than just optionality [4] - The current strategic move towards enterprise-level AI coding reflects a growing trend in the industry, although Replet is not seeking additional capital at this time [4]

Google out with another new announcement as the AI coding space heats up. Deer DBosa breaking the news here exclusively for today's tech check. Dearra, >> hey, morning Sarah.So, Google is topping VI code startup Replet in a multi-year partnership. It means that Replet will lean further into Google Cloud and Google stays Replet's primary cloud provider. Now, for Google, this is all about giving Gemini 3 a front door into how people are actually building software in the AI age.For Replet, this is about going ...

Core Insights - Google has entered a multi-year partnership with Replet, positioning itself as the primary cloud provider for Replet, which aims to enhance its enterprise presence in the AI coding space [1][2][4] - The partnership is significant as it aligns with the growing trend of "vibe coding," where non-technical teams can instruct AI to generate code, thus driving AI adoption within organizations [2][3][12] - Replet has shown rapid customer growth, leading among software vendors, while Google is also experiencing fast customer acquisition on the RAMP platform, indicating a strong market opportunity for both companies [4] Company Developments - Replet is focusing on expanding its market reach, particularly among enterprise clients, leveraging its broad appeal in vibe coding [2][3] - Google is enhancing its AI coding tools, although they are not yet the primary choice for most users in the AI development space [3][5] - The partnership with Replet provides Google’s Gemini 3 model with access to real-world applications, which is crucial for its competitive positioning against OpenAI [5] Industry Trends - The AI coding sector is highly competitive, with major players like OpenAI and Microsoft also making significant strides in this area [2][4] - Vibe coding is emerging as a transformative approach, allowing non-technical users to create applications, which could reshape the traditional software development landscape [11][12] - There is ongoing debate regarding the scalability of AI models, with some experts suggesting that significant breakthroughs may still be on the horizon [9][10]

Core Insights - The article emphasizes the evolving nature of entrepreneurship in the AI era, highlighting the importance of a unique mindset among entrepreneurs, particularly the founder of WaveSpeedAI, Cheng Zeyi, who embodies a self-driven and systematic approach to building a future-focused business [1][3]. Work Ethic and Challenges - Cheng Zeyi works an intense schedule, often from 9 AM to midnight, 6 to 7 days a week, reflecting the demanding nature of the current AI infrastructure [3][10]. - The emergence of AI has raised the standards for programmers, shifting the focus from merely writing code to creating high-quality, reusable code that can be utilized by AI systems [4]. Company Operations and Strategy - WaveSpeedAI operates with a lean team of around ten employees, achieving an annual recurring revenue (ARR) of $10 million, resulting in a high productivity rate of approximately $1 million per employee [12][13]. - The company employs a monorepo architecture for code management and utilizes low-code platforms to standardize workflows, allowing non-core personnel to contribute effectively [14]. Market Positioning and Customer Engagement - WaveSpeedAI differentiates itself by focusing on user proximity rather than merely competing on model strength, providing finely-tuned APIs and robust customer support [5][15]. - The company has a low customer churn rate, attributed to proactive customer research and support, enhancing user experience and satisfaction [16]. Product and Competitive Edge - The core strategy of WaveSpeedAI is to offer differentiated products, ensuring flexibility and stability in their APIs, and providing unique functionalities not available on other platforms [17][18]. - The company targets developers looking to integrate AI capabilities into applications, contrasting with platforms aimed at end-users or creators [19]. Future Aspirations - WaveSpeedAI aims to establish a leading position in the minds of global developers, aspiring to be the go-to recommendation for AI development tools [23].