[Music] [Applause] So, uh, nice to meet you all. Thank you for having me. Um you know probably two two and a half years ago like many other companies out there you know we sort of started on this journey of of building assistants and sort of the north star that we had when we were building these assistants were that they were helpful you know and obviously we wanted them to be as accurate they could and to reference citations when they could and these kinds of things but at the end of the day we wanted it t ...

This hands-on workshop introduces Mastra.ai, a TypeScript framework that streamlines the development of agentic AI systems compared to traditional approaches using LangChain and vector databases. Participants will learn to build structured AI workflows with composable tools and reliable control, enabling them to create internal AI assistants that can handle requests like data cleaning, email drafting, and document summarization with minimal code. The session covers Mastra installation, running a local MCP s ...

"Vibe coding" often falters in complex enterprise environments. Drawing from real implementations, this talk demonstrates systematic approaches to customizing AI assistants for challenging codebases. We'll explore specialized techniques for navigating complex architectures, evidence-based strategies for undocumented legacy systems, methodologies for maintaining context across polyglot environments, and frameworks for standardizing AI usage while preserving developer autonomy. Through case studies from finan ...

努力分享一些很新、很酷的AI干货，愿我们永远对世界保持好奇。 本文来自微信公众号： 数字生命卡兹克 ，作者：卡兹克，原文标题：《一手体验首款通用Agent产品Manus - 唯有惊叹。》，头图来自：视觉中国 昨天夜里，深夜惊雷。 一个新团队突然发了一个首款通用型的项目：Manus。演示在此，我人直接看麻了。 看完我的第一感觉，卧槽，人类又要一败涂地了。 以下文章来源于数字生命卡兹克 ，作者数字生命卡兹克 数字生命卡兹克 . 可能很多人不知道GAIA是个啥，我简单说一下。 GAIA （General AI Assistants） 是一个面向通用AI助手能力的基准评测体系，由 Meta AI （FAIR） 、Hugging Face 等研究团队于 2023 年提出。 有一篇非常著名的论文： 里面有466个精心设计的问题。 这就是OpenAI的DeepResearch和Claude的Computer Use的究极集合体，甚至，它还能自己写代码，直接Coding Agent。 这是什么怪物啊！ 我预想到这一天会来，只是没想到，来得如此之早。 Manus在GAIA的评分上，也非常离谱。 已经超越OpenAI的DeepR ...