<p>之前将他们的直播视频初创公司 Periscope 出售给 Twitter 的创始人们又回来了，这次他们创办了一家新的初创公司，毫无疑问，这是一家专注于人工智能的公司。</p>
<p>周三，前 Twitter 产品负责人 Kayvon Beykpour 宣布推出 Macroscope，这是一款面向开发者和产品领导者的人工智能系统，旨在总结代码库的更新并捕捉错误等。</p>
<p>这家初创公司由 Beykpour（现任 Macroscope 首席执行官）于 2023 年 7 月与童年好友 Joe Bernstein 共同创办，Bernstein 也曾在 Periscope 和他们之前的企业初创公司 Terriblyclever 工作，该公司于 2009 年出售给 Blackboard。他们的联合创始人 Rob Bishop 也加入了他，他在 2016 年将他的计算机视觉和机器学习公司 Magic Pony Technology 出售给 Twitter。</p>
<p>该公司将其产品描述为 “人工智能驱动的理解引擎”，旨在为工程师节省时间。Beykpour 表示，今天的工程师使用各种工具来跟踪工作，如 JIRA、Linear 和电子表格，并且在会议上花费了太多时间，而不是进行实际的构建。Macroscope 旨在解决这个问题。</p>
<p><img src="https://imageproxy.pbkrs.com/https://techcrunch.com/wp-content/uploads/2025/09/Productivity-Stats.jpg/query-dz02ODA?x-oss-process=image/auto-orient,1/interlace,1/resize,w_1440,h_1440/quality,q_95/format,jpg" alt="" original-src="https://imageproxy.pbkrs.com/https://techcrunch.com/wp-content/uploads/2025/09/Productivity-Stats.jpg/query-dz02ODA"/></p>
<p><strong>图片来源：</strong> Macroscope</p>
<p>“我觉得我经历过这种痛苦……在我工作的每家公司，无论是我们自己建立的初创公司，还是像 Twitter 这样的大型上市公司，我们都以艰难的方式经历了这个问题，” Beykpour 在接受 TechCrunch 采访时说道。</p>
<p>“试图了解每个人在做什么，尤其是当你有像 Twitter 这样拥有数千名工程师的组织时，这几乎是我工作的全部内容——也是我在 Twitter 担任产品负责人的时候最不喜欢的部分，” 他说。</p>
<p><img src="https://imageproxy.pbkrs.com/https://techcrunch.com/wp-content/uploads/2025/09/Project-Summaries.jpg/query-dz02ODA?x-oss-process=image/auto-orient,1/interlace,1/resize,w_1440,h_1440/quality,q_95/format,jpg" alt="" original-src="https://imageproxy.pbkrs.com/https://techcrunch.com/wp-content/uploads/2025/09/Project-Summaries.jpg/query-dz02ODA"/></p>
<p><strong>图片来源：</strong> Macroscope</p>
<p>为了解决这个问题和其他问题，Macroscope 的客户首先安装其 GitHub 应用，这使得公司可以访问代码库。然后，他们可以选择安装其他集成，如 Slack 应用、Linear 应用和 JIRA 应用。软件随后通过分析代码并记录变化来完成其余工作。</p>
<p>Techcrunch 事件</p>
<p>旧金山 |2025 年 10 月 27-29 日</p>
<p>这涉及一个称为代码漫游的过程，它使用抽象语法树（AST）——编程代码的结构表示——来收集有关客户代码库如何工作的关键信息。这些知识随后与大型语言模型（LLMs）结合使用。</p>
<p><img src="https://imageproxy.pbkrs.com/https://techcrunch.com/wp-content/uploads/2025/09/Pull-request-Descriptions.jpg/query-dz02ODA?x-oss-process=image/auto-orient,1/interlace,1/resize,w_1440,h_1440/quality,q_95/format,jpg" alt="" original-src="https://imageproxy.pbkrs.com/https://techcrunch.com/wp-content/uploads/2025/09/Pull-request-Descriptions.jpg/query-dz02ODA"/></p>
<p><strong>图片来源：</strong> Macroscope</p>
<p>一旦启动，工程师可以使用 Macroscope 发现需要修复的 PR（拉取请求）中的错误，总结他们的 PR，获取代码库变化的摘要，并提出基于代码研究的问题。同时，产品领导者可以使用该软件实时获取产品更新的摘要、生产力洞察、关于产品、代码或开发活动的自然语言问题的答案等。这可以帮助他们确定团队在工程分配方面的优先事项。</p>
<p><img src="https://imageproxy.pbkrs.com/https://techcrunch.com/wp-content/uploads/2025/09/Ask-Macroscope-Anything.jpg/query-dz02ODA?x-oss-process=image/auto-orient,1/interlace,1/resize,w_1440,h_1440/quality,q_95/format,jpg" alt="" original-src="https://imageproxy.pbkrs.com/https://techcrunch.com/wp-content/uploads/2025/09/Ask-Macroscope-Anything.jpg/query-dz02ODA"/></p>
<p><strong>图片来源：</strong> Macroscope</p>
<p>“你可以提出自然语言问题，无论你的技术能力如何，” Beykpour 指出。“如果你想了解代码库而不打扰团队中的高级工程师，这可能非常有用。非常有价值。如果你是 CEO，想要了解 ‘我们这周完成了什么？’，你的选择要么是问 Macroscope，要么去打扰一些队友，” 他补充道。“一个的成本远高于另一个。”</p>
<p><img src="https://imageproxy.pbkrs.com/https://techcrunch.com/wp-content/uploads/2025/09/Bug-Finding-and-Fixing.jpg/query-dz02ODA?x-oss-process=image/auto-orient,1/interlace,1/resize,w_1440,h_1440/quality,q_95/format,jpg" alt="" original-src="https://imageproxy.pbkrs.com/https://techcrunch.com/wp-content/uploads/2025/09/Bug-Finding-and-Fixing.jpg/query-dz02ODA"/></p>
<p><strong>图片来源：</strong> Macroscope</p>
<p>虽然没有产品直接与 Macroscope 提供的所有功能竞争，但它在代码审查领域与 CodeRabbit、Cursor Bugbot、Graphite Diamond、Greptile 等工具竞争，开发者在实施之前会检查和测试代码更改。然而，该公司表示，在对 100 多个真实世界的错误进行内部基准测试时，其产品捕获的错误比下一个最佳工具多出 5%。它还生成了 75% 更少的评论。（它在一篇博客文章中公开分享了其基准测试结果。）</p>
<p><img src="https://imageproxy.pbkrs.com/https://techcrunch.com/wp-content/uploads/2025/09/macroscope-benchmark-2025-09-17-at-3.06.46PM.jpg/query-dz02ODA?x-oss-process=image/auto-orient,1/interlace,1/resize,w_1440,h_1440/quality,q_95/format,jpg" alt="" original-src="https://imageproxy.pbkrs.com/https://techcrunch.com/wp-content/uploads/2025/09/macroscope-benchmark-2025-09-17-at-3.06.46PM.jpg/query-dz02ODA"/></p>
<p><strong>图片来源：</strong> Macroscope</p>
<p><img src="https://imageproxy.pbkrs.com/https://techcrunch.com/wp-content/uploads/2025/09/macroscope-benchmark-2025-09-17-at-3.06.57PM.jpg/query-dz02ODA?x-oss-process=image/auto-orient,1/interlace,1/resize,w_1440,h_1440/quality,q_95/format,jpg" alt="" original-src="https://imageproxy.pbkrs.com/https://techcrunch.com/wp-content/uploads/2025/09/macroscope-benchmark-2025-09-17-at-3.06.57PM.jpg/query-dz02ODA"/></p>
<p><strong>图片来源：</strong> Macroscope</p>
<p>该软件的费用为每位活跃开发者每月 30 美元，起始为五个席位，并为大型企业提供企业定价和定制集成。在推出之前，一些初创公司和大型企业已经在使用该产品，包括 XMTP、Things、United Masters、Bilt、Class.com、Seed.com、ParkHub、A24 Labs 等。</p>
<p>这家位于旧金山的初创公司拥有 20 人的团队，并获得了 3000 万美元的 A 轮融资，该轮融资于 7 月完成，由 Lightspeed 的 Michael Mignano 领导。其他投资者包括 Adverb、Thrive Capital 和 Google Ventures。到目前为止，Macroscope 总共筹集了 4000 万美元。</p>

<p>Macroscope 是一款由前 Twitter 产品负责人 Kayvon Beykpour 和联合创始人 Joe Bernstein 及 Rob Bishop 推出的 AI 工具。该工具总结代码库更新并识别错误，旨在简化工程流程。它与 GitHub 及其他工具集成，允许用户用自然语言提问关于他们代码的问题。Macroscope 的定价为每位开发者每月 30 美元，已筹集 4000 万美元的资金，并已被多家初创公司和企业使用</p>

<p>The founders who previously sold their livestreaming video startup Periscope to Twitter are back with a new startup — and no surprise, it’s an AI-focused company this time around.</p>
<div class="lb-trans"><p>之前将他们的直播视频初创公司 Periscope 出售给 Twitter 的创始人们又回来了，这次他们创办了一家新的初创公司，毫无疑问，这是一家专注于人工智能的公司。</p>
</div><p>On Wednesday, former Twitter head of product Kayvon Beykpour announced the launch of Macroscope, an AI system aimed at developers and product leaders that summarizes updates to a codebase and catches bugs, among other things.</p>
<div class="lb-trans"><p>周三，前 Twitter 产品负责人 Kayvon Beykpour 宣布推出 Macroscope，这是一款面向开发者和产品领导者的人工智能系统，旨在总结代码库的更新并捕捉错误等。</p>
</div><p>The startup was co-founded by Beykpour, now Macroscope CEO, in July 2023, along with childhood friend Joe Bernstein, also previously of Periscope and their prior enterprise startup, Terriblyclever, which was sold to Blackboard in 2009. They’re joined by co-founder Rob Bishop, who sold his computer vision and machine learning company, Magic Pony Technology, to Twitter in 2016.</p>
<div class="lb-trans"><p>这家初创公司由 Beykpour（现任 Macroscope 首席执行官）于 2023 年 7 月与童年好友 Joe Bernstein 共同创办，Bernstein 也曾在 Periscope 和他们之前的企业初创公司 Terriblyclever 工作，该公司于 2009 年出售给 Blackboard。他们的联合创始人 Rob Bishop 也加入了他，他在 2016 年将他的计算机视觉和机器学习公司 Magic Pony Technology 出售给 Twitter。</p>
</div><p>The company describes its product as an “AI-powered understanding engine” that’s designed to save engineers time. Today, engineers use a variety of tools to keep track of work, like JIRA, Linear, and spreadsheets, and spend too much time in meetings instead of building, Beykpour says. Macroscope is designed to fix this.</p>
<div class="lb-trans"><p>该公司将其产品描述为 “人工智能驱动的理解引擎”，旨在为工程师节省时间。Beykpour 表示，今天的工程师使用各种工具来跟踪工作，如 JIRA、Linear 和电子表格，并且在会议上花费了太多时间，而不是进行实际的构建。Macroscope 旨在解决这个问题。</p>
</div><p><img src="https://imageproxy.pbkrs.com/https://techcrunch.com/wp-content/uploads/2025/09/Productivity-Stats.jpg/query-dz02ODA" alt="" original-src="https://techcrunch.com/wp-content/uploads/2025/09/Productivity-Stats.jpg?w=680"/></p>
<p><strong>Image Credits:</strong> Macroscope</p>
<div class="lb-trans"><p><strong>图片来源：</strong> Macroscope</p>
</div><p>“I feel like I lived this pain…at every company I worked at, whether it was the startups that we built ourselves, or whether it was enormous public companies like Twitter, we sort of lived this problem the hard way,” Beykpour told TechCrunch in an interview.</p>
<div class="lb-trans"><p>“我觉得我经历过这种痛苦……在我工作的每家公司，无论是我们自己建立的初创公司，还是像 Twitter 这样的大型上市公司，我们都以艰难的方式经历了这个问题，” Beykpour 在接受 TechCrunch 采访时说道。</p>
</div><p>“Trying to get a sense for what everyone was doing, especially when you have an organization like Twitter with thousands of engineers, it was literally most of my job — and my least favorite part of my job as the head of product at Twitter,” he said.</p>
<div class="lb-trans"><p>“试图了解每个人在做什么，尤其是当你有像 Twitter 这样拥有数千名工程师的组织时，这几乎是我工作的全部内容——也是我在 Twitter 担任产品负责人的时候最不喜欢的部分，” 他说。</p>
</div><p><img src="https://imageproxy.pbkrs.com/https://techcrunch.com/wp-content/uploads/2025/09/Project-Summaries.jpg/query-dz02ODA" alt="" original-src="https://techcrunch.com/wp-content/uploads/2025/09/Project-Summaries.jpg?w=680"/></p>
<p><strong>Image Credits:</strong> Macroscope</p>
<div class="lb-trans"><p><strong>图片来源：</strong> Macroscope</p>
</div><p>To address this issue and others, Macroscope’s customers first install its GitHub app, which gives the company access to the code base. They can then optionally install other integrations, like a Slack app, Linear app, and JIRA app. The software then does the rest of the work by analyzing the code and noting what’s changing.</p>
<div class="lb-trans"><p>为了解决这个问题和其他问题，Macroscope 的客户首先安装其 GitHub 应用，这使得公司可以访问代码库。然后，他们可以选择安装其他集成，如 Slack 应用、Linear 应用和 JIRA 应用。软件随后通过分析代码并记录变化来完成其余工作。</p>
</div><p>Techcrunch event</p>
<div class="lb-trans"><p>Techcrunch 事件</p>
</div><p>San Francisco|October 27-29, 2025</p>
<div class="lb-trans"><p>旧金山 |2025 年 10 月 27-29 日</p>
</div><p>This involves a process called code walking, which uses the Abstract Syntax Tree (AST) — a structural representation of programming code — to gather important context about how the customer’s code base works. That knowledge is then used in conjunction with large language models (LLMs).</p>
<div class="lb-trans"><p>这涉及一个称为代码漫游的过程，它使用抽象语法树（AST）——编程代码的结构表示——来收集有关客户代码库如何工作的关键信息。这些知识随后与大型语言模型（LLMs）结合使用。</p>
</div><p><img src="https://imageproxy.pbkrs.com/https://techcrunch.com/wp-content/uploads/2025/09/Pull-request-Descriptions.jpg/query-dz02ODA" alt="" original-src="https://techcrunch.com/wp-content/uploads/2025/09/Pull-request-Descriptions.jpg?w=680"/></p>
<p><strong>Image Credits:</strong> Macroscope</p>
<div class="lb-trans"><p><strong>图片来源：</strong> Macroscope</p>
</div><p>Once up and running, engineers can use Macroscope to discover bugs to fix in their PRs (pull requests), summarize their PRs, get a summary of how the codebase is changing, and ask code research-based questions. Meanwhile, product leaders could use the software to get real-time summaries of product updates, productivity insights, answers to natural language questions about the product, code, or development activity, and more. This can help them determine what teams are prioritizing in terms of engineering allocation.</p>
<div class="lb-trans"><p>一旦启动，工程师可以使用 Macroscope 发现需要修复的 PR（拉取请求）中的错误，总结他们的 PR，获取代码库变化的摘要，并提出基于代码研究的问题。同时，产品领导者可以使用该软件实时获取产品更新的摘要、生产力洞察、关于产品、代码或开发活动的自然语言问题的答案等。这可以帮助他们确定团队在工程分配方面的优先事项。</p>
</div><p><img src="https://imageproxy.pbkrs.com/https://techcrunch.com/wp-content/uploads/2025/09/Ask-Macroscope-Anything.jpg/query-dz02ODA" alt="" original-src="https://techcrunch.com/wp-content/uploads/2025/09/Ask-Macroscope-Anything.jpg?w=680"/></p>
<p><strong>Image Credits:</strong> Macroscope</p>
<div class="lb-trans"><p><strong>图片来源：</strong> Macroscope</p>
</div><p>“You can ask natural language questions, regardless of what your technical ability is,” notes Beykpour. “This might be very useful if you’re trying to learn about the code base without distracting a senior engineer on your team. Very valuable. If you’re a CEO and you want to understand literally, ‘what did we get done this week?’, your options are either ask Macroscope or go distract some teammates,” he adds. “One is a lot more expensive than the other.”</p>
<div class="lb-trans"><p>“你可以提出自然语言问题，无论你的技术能力如何，” Beykpour 指出。“如果你想了解代码库而不打扰团队中的高级工程师，这可能非常有用。非常有价值。如果你是 CEO，想要了解 ‘我们这周完成了什么？’，你的选择要么是问 Macroscope，要么去打扰一些队友，” 他补充道。“一个的成本远高于另一个。”</p>
</div><p><img src="https://imageproxy.pbkrs.com/https://techcrunch.com/wp-content/uploads/2025/09/Bug-Finding-and-Fixing.jpg/query-dz02ODA" alt="" original-src="https://techcrunch.com/wp-content/uploads/2025/09/Bug-Finding-and-Fixing.jpg?w=680"/></p>
<p><strong>Image Credits:</strong> Macroscope</p>
<div class="lb-trans"><p><strong>图片来源：</strong> Macroscope</p>
</div><p>While there isn’t a product that offers a direct competitor to all that Macroscope offers, it does compete in the code review space — where developers examine and test code changes before they’re implemented — with tools like CodeRabbit, Cursor Bugbot, Graphite Diamond, Greptile, and others. However, the company said when it ran its own internal benchmark of over 100 real-world bugs, its product caught 5% more bugs than the next-best tool. It also generated 75% fewer comments. (It shared its benchmark publicly in a blog post.)</p>
<div class="lb-trans"><p>虽然没有产品直接与 Macroscope 提供的所有功能竞争，但它在代码审查领域与 CodeRabbit、Cursor Bugbot、Graphite Diamond、Greptile 等工具竞争，开发者在实施之前会检查和测试代码更改。然而，该公司表示，在对 100 多个真实世界的错误进行内部基准测试时，其产品捕获的错误比下一个最佳工具多出 5%。它还生成了 75% 更少的评论。（它在一篇博客文章中公开分享了其基准测试结果。）</p>
</div><p><img src="https://imageproxy.pbkrs.com/https://techcrunch.com/wp-content/uploads/2025/09/macroscope-benchmark-2025-09-17-at-3.06.46PM.jpg/query-dz02ODA" alt="" original-src="https://techcrunch.com/wp-content/uploads/2025/09/macroscope-benchmark-2025-09-17-at-3.06.46PM.jpg?w=680"/></p>
<p><strong>Image Credits:</strong> Macroscope</p>
<div class="lb-trans"><p><strong>图片来源：</strong> Macroscope</p>
</div><p><img src="https://imageproxy.pbkrs.com/https://techcrunch.com/wp-content/uploads/2025/09/macroscope-benchmark-2025-09-17-at-3.06.57PM.jpg/query-dz02ODA" alt="" original-src="https://techcrunch.com/wp-content/uploads/2025/09/macroscope-benchmark-2025-09-17-at-3.06.57PM.jpg?w=680"/></p>
<p><strong>Image Credits:</strong> Macroscope</p>
<div class="lb-trans"><p><strong>图片来源：</strong> Macroscope</p>
</div><p>The software costs $30 per active developer per month, starting at five seats, and offers enterprise pricing and custom integrations for larger businesses. It requires the use of GitHub Cloud. Ahead of its launch, a number of startups and larger firms have been using the product, including XMTP, Things, United Masters, Bilt, Class.com, Seed.com, ParkHub, A24 Labs, and others.</p>
<div class="lb-trans"><p>该软件的费用为每位活跃开发者每月 30 美元，起始为五个席位，并为大型企业提供企业定价和定制集成。在推出之前，一些初创公司和大型企业已经在使用该产品，包括 XMTP、Things、United Masters、Bilt、Class.com、Seed.com、ParkHub、A24 Labs 等。</p>
</div><p>The San Francisco-based startup has a team of 20 and is backed by $30 million in Series A funding, which was closed in July and led by Michael Mignano at Lightspeed. Other investors include Adverb, Thrive Capital, and Google Ventures. To date, Macroscope has raised $40 million total.</p>
<div class="lb-trans"><p>这家位于旧金山的初创公司拥有 20 人的团队，并获得了 3000 万美元的 A 轮融资，该轮融资于 7 月完成，由 Lightspeed 的 Michael Mignano 领导。其他投资者包括 Adverb、Thrive Capital 和 Google Ventures。到目前为止，Macroscope 总共筹集了 4000 万美元。</p>
</div>

认识 Macroscope：一种用于理解代码库并修复错误的 AI 工具