Launch HN: Miyagi(YC W25)将YouTube视频转化为在线互动课程
大家好,我们是Tyrone和Guang,Miyagi Labs的创始人(<a href="https://miyagilabs.ai">https://miyagilabs.ai</a>),这是一个基于人工智能的教育平台,能够将教育类YouTube视频转化为互动课程。它通过主动练习和个性化反馈帮助你更好地学习。
我们利用大型语言模型(LLMs)自动生成测验、练习题和来自任何教育视频或资源的实时反馈——将被动观看转变为主动学习。这里有一个简短的演示:<a href="https://youtu.be/alO7FaorHOY" rel="nofollow">https://youtu.be/alO7FaorHOY</a>。
改善教育一直是个棘手的问题。Bloom的2-西格玛问题(表明高质量的私人导师远比传统方法更有效)依然存在,即使技术不断进步。
我们在麻省理工学院相识,都是计算机专业的学生,一直对教育充满热情。多年来,我们成为了教师,并在国际象棋、算法、数学、语言和忍者勇士等学科中积累了丰富的经验。一个共同的主题是,我们都非常依赖YouTube来学习。
YouTube上有着丰富的学习内容,但这些内容常常被大量的干扰信息掩盖。此外,被动观看视频的效果远不如记笔记、提问和做练习题,而这正是我们希望通过Miyagi Labs实现的目标。
我们的解决方案本质上是一个多步骤的功能,它接受一个YouTube播放列表(或任何资源列表),并输出一个完整的课程,包括摘要、问题、答案等。整个流程大致为:视频/资源 —> 转录/文本 —> 分块 —> 摘要和问题 —> 问题答案,并在此过程中增加一些其他功能。
我们在每个步骤中主要使用提示和不同的模型,以使课程尽可能有用。某些主题需要更多的练习题,而不是理解,我们会对高度技术性的主题使用推理模型。
我们大约三个月前推出,目前已有400多个课程,并与一些企业和优秀创作者建立了合作关系。我们的一些热门课程包括3Blue1Brown的线性代数课程、一门关于植物和生态学的植物学课程,以及YC的《如何创办初创公司》系列。
我们的产品在用户界面上类似于经典的MOOC课程平台,但更具互动性。与Coursera上的静态课程相比,提问或接收定制反馈变得非常简单。它也可与AI辅导网站相媲美,但我们努力建立更多的社区,并减少学习者的激活能量。我们基本上在赌AI可以大幅改善教育,但学生仍然希望向他们喜欢的创作者学习,并希望获得标准主题的基础共享资源,然后再通过个性化特性进行增强。
你可以在这里试用:<a href="https://miyagilabs.ai">https://miyagilabs.ai</a>(大多数课程无需登录,但如果你注册,可以创建自己的课程)。
我们非常希望听到你对希望学习的视频/资源类型的反馈,当前学习工具中缺少什么,以及你是否知道任何希望合作的创作者或教育者。期待你的反馈和问题!
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Hey HN, we’re Tyrone and Guang, founders of Miyagi Labs (<a href="https://miyagilabs.ai">https://miyagilabs.ai</a>), an AI-powered education platform that transforms educational YouTube videos into interactive courses. It helps you learn better through active practice and personalized feedback.<p>We use LLMs to automatically generate quizzes, practice questions, and real-time feedback from any educational video or resource—turning passive watching into active learning. Here’s a short demo: <a href="https://youtu.be/alO7FaorHOY" rel="nofollow">https://youtu.be/alO7FaorHOY</a>.<p>Improving education has always been tricky. Bloom’s 2-sigma problem (showing that a high-quality personal tutor is far more effective than conventional methods) has persisted, even as technology has advanced.<p>We met at MIT as CS majors and have always been passionate about education. Over the years, we’ve become teachers and experts in subjects like chess, algorithms, math, languages, and ninja warrior. A common theme was that we both heavily relied on YouTube to learn.<p>YouTube has incredible content for learning pretty much anything, but it’s buried in a lot of distractions. Also, passively watching videos is far less effective than taking notes, asking questions, and doing practice problems, which is what we aim to do with Miyagi Labs.<p>Our solution is essentially a multi-step function that takes in a YouTube playlist (or list of any resources) and outputs an entire course with summaries, questions, answers, and more. The pipeline is roughly: video/resource —> transcript/text —> chunks —> summary and question —> answers to questions, with some other features along the way.<p>We mostly use prompting and different models at each step to make the course as useful as possible. Certain topics require more practice problems vs. comprehension, and we’d use reasoning models for highly technical subjects.<p>We launched about three months ago and currently have 400+ courses and partnerships with some businesses and awesome creators. Some of our popular courses include 3Blue1Brown’s linear algebra course, a botany course on plants and ecology, and YC’s How to Start a Startup series.<p>Our product resembles classical MOOC-style course platforms in terms of UI, but is more interactive. It’s really easy to ask a question or receive custom feedback compared to a static course on Coursera. It’s also comparable to AI tutor sites, but we try to build more of a community and require less activation energy as a learner. We’re basically betting that AI can hugely improve education, but that students still want to learn from their favorite creators and want baseline shared resources for standard topics that are then augmented with personalized features.<p>You can try it here: <a href="https://miyagilabs.ai">https://miyagilabs.ai</a> (no login required for most courses—but if you sign up you can also create your own course).<p>We’d love your feedback on what kinds of videos/resources you’d like to learn from, what’s missing from current learning tools, and if you know any creators or educators who would like to collaborate. Happy to hear any feedback and answer any questions!