--- title: "How Listen builds AI Agents that review their own work | Florian Juengermann, CTO" source_name: "LangChain" original_url: "https://www.youtube.com/watch?v=YTTH-0XXEBE" canonical_url: "https://www.traeai.com/articles/42f97172-8b20-4dac-be46-ba206511046d" content_type: "video" language: "中文" score: 5 tags: [] published_at: "2026-04-23T14:01:02+00:00" created_at: "2026-04-24T23:15:28.341245+00:00" --- # How Listen builds AI Agents that review their own work | Florian Juengermann, CTO Canonical URL: https://www.traeai.com/articles/42f97172-8b20-4dac-be46-ba206511046d Original source: https://www.youtube.com/watch?v=YTTH-0XXEBE ## Summary traeai 为开发者、研究员和内容团队筛选高质量 AI 技术内容，提供摘要、评分、趋势雷达与一键内容产出。 ## Key Takeaways - - - ## Content Title: How Listen builds AI Agents that review their own work | Florian Juengermann, CTO URL Source: http://www.youtube.com/watch?v=YTTH-0XXEBE Markdown Content: # How Listen builds AI Agents that review their own work | Florian Juengermann, CTO - YouTube Back [![Image 1: Meet the line dancing community](https://www.gstatic.com/youtube/img/promos/462a7de0c39c428280f60a340dfcf2cf243600396c1f2a6cb8087b91f29140f4_122x56.webp)](http://www.youtube.com/ "Meet the line dancing community") Skip navigation Search Search with your voice [](http://www.youtube.com/watch?v=YTTH-0XXEBE) [Sign in](https://accounts.google.com/ServiceLogin?service=youtube&uilel=3&passive=true&continue=https%3A%2F%2Fwww.youtube.com%2Fsignin%3Faction_handle_signin%3Dtrue%26app%3Ddesktop%26hl%3Den%26next%3Dhttps%253A%252F%252Fwww.youtube.com%252Fwatch%253Fv%253DYTTH-0XXEBE&hl=en&ec=65620) [![Image 2: Meet the line dancing community](https://www.gstatic.com/youtube/img/promos/462a7de0c39c428280f60a340dfcf2cf243600396c1f2a6cb8087b91f29140f4_122x56.webp)](http://www.youtube.com/ "Meet the line dancing community") [](http://www.youtube.com/watch?v=YTTH-0XXEBE) [](http://www.youtube.com/watch?v=YTTH-0XXEBE) [](http://www.youtube.com/watch?v=YTTH-0XXEBE) [](http://www.youtube.com/watch?v=YTTH-0XXEBE) [How Listen builds AI Agents that review their own work | Florian Juengermann, CTO](http://www.youtube.com/watch?v=YTTH-0XXEBE) [](http://www.youtube.com/watch?v=YTTH-0XXEBE) Tap to unmute 2x [![Image 3](http://www.youtube.com/watch?v=YTTH-0XXEBE)](http://www.youtube.com/watch?v=YTTH-0XXEBE) ## How Listen builds AI Agents that review their own work | Florian Juengermann, CTO LangChain 1,089 views 1 day ago [](http://www.youtube.com/watch?v=YTTH-0XXEBE) Search Copy link Info Shopping ![Image 4](http://www.youtube.com/watch?v=YTTH-0XXEBE) [![Image 5](http://www.youtube.com/watch?v=YTTH-0XXEBE)](http://www.youtube.com/watch?v=YTTH-0XXEBE) If playback doesn't begin shortly, try restarting your device. • You're signed out Videos you watch may be added to the TV's watch history and influence TV recommendations. 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[Learn more](https://support.google.com/youtube/answer/3037019#zippy=%2Ccheck-that-youre-signed-into-youtube) [Sign in](https://accounts.google.com/ServiceLogin?service=youtube&uilel=3&passive=true&continue=https%3A%2F%2Fwww.youtube.com%2Fsignin%3Faction_handle_signin%3Dtrue%26app%3Ddesktop%26hl%3Den%26next%3D%252Fwatch%253Fv%253DYTTH-0XXEBE&hl=en) # How Listen builds AI Agents that review their own work | Florian Juengermann, CTO [![Image 7: LangChain](https://yt3.ggpht.com/a37xtLmxeZMFCB5Zj4isLgU9hKznc5qceLU4DOfdCdgiZJi0pORPqlc145VTJU6Sne1Ti6RJ=s48-c-k-c0x00ffffff-no-rj)](http://www.youtube.com/@LangChain) [LangChain](http://www.youtube.com/@LangChain) LangChain 178K subscribers Subscribe Subscribed 28 Share Save Download Download 1K views 1 day ago[Max Agency: A Podcast on Building Agents](http://www.youtube.com/playlist?list=PLfaIDFEXuae3UwB1QGEjsRAr8BzCQss7s) 1,089 views • Apr 23, 2026 • Max Agency: A Podcast on Building Agents Florian Juengermann is the co-founder and CTO of Listen, an AI startup that turns qualitative research across hundreds of interviews, surveys, and focus groups into structured, traceable insights. Listen's agents analyze responses at scale, and Florian has rearchitected the system multiple times to get there. In this conversation, he walks through the virtual table architecture at the core of their Researc…...more ...more How this was made Auto-dubbed Audio tracks for some languages were automatically generated. [Learn more](http://support.google.com/youtube/answer/15569972?hl=en) ## Chapters View all [![Image 8](http://www.youtube.com/watch?v=YTTH-0XXEBE) #### Introduction #### Introduction 0:00](http://www.youtube.com/watch?v=YTTH-0XXEBE) #### [Introduction](http://www.youtube.com/watch?v=YTTH-0XXEBE) 0:00 [![Image 9](http://www.youtube.com/watch?v=YTTH-0XXEBE) #### The three agents inside Listen's platform #### The three agents inside Listen's platform 1:25](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=85s) #### [The three agents inside Listen's platform](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=85s) 1:25 [![Image 10](http://www.youtube.com/watch?v=YTTH-0XXEBE) #### Live chat vs. long async runs, and how Listen tunes for each #### Live chat vs. long async runs, and how Listen tunes for each 3:15](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=195s) #### [Live chat vs. long async runs, and how Listen tunes for each](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=195s) 3:15 [![Image 11](http://www.youtube.com/watch?v=YTTH-0XXEBE) #### Under the hood of the Research Agent #### Under the hood of the Research Agent 5:33](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=333s) #### [Under the hood of the Research Agent](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=333s) 5:33 [![Image 12](http://www.youtube.com/watch?v=YTTH-0XXEBE) #### Listen's virtual table architecture #### Listen's virtual table architecture 6:37](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=397s) #### [Listen's virtual table architecture](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=397s) 6:37 [![Image 13](http://www.youtube.com/watch?v=YTTH-0XXEBE) #### How small models classify thousands of open-ended responses #### How small models classify thousands of open-ended responses 7:34](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=454s) #### [How small models classify thousands of open-ended responses](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=454s) 7:34 [![Image 14](http://www.youtube.com/watch?v=YTTH-0XXEBE) #### Running code in a sandbox: how E2B fits in #### Running code in a sandbox: how E2B fits in 10:05](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=605s) #### [Running code in a sandbox: how E2B fits in](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=605s) 10:05 [![Image 15](http://www.youtube.com/watch?v=YTTH-0XXEBE) #### Why Listen rebuilt the PowerPoint subagent from scratch #### Why Listen rebuilt the PowerPoint subagent from scratch 11:52](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=712s) #### [Why Listen rebuilt the PowerPoint subagent from scratch](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=712s) 11:52 Explore the podcast [![Image 16](http://www.youtube.com/watch?v=YTTH-0XXEBE)2 episodes 2 episodes](http://www.youtube.com/playlist?list=PLfaIDFEXuae3UwB1QGEjsRAr8BzCQss7s) Max Agency: A Podcast on Building Agents LangChain [![Image 17](http://www.youtube.com/watch?v=YTTH-0XXEBE) Podcasts](http://www.youtube.com/podcasts) Transcript Follow along using the transcript. Show transcript [![Image 18](http://www.youtube.com/watch?v=YTTH-0XXEBE) ### LangChain 178K subscribers](http://www.youtube.com/@LangChain) [Videos](http://www.youtube.com/channel/UCC-lyoTfSrcJzA1ab3APAgw/videos)[About](http://www.youtube.com/channel/UCC-lyoTfSrcJzA1ab3APAgw/about) Show less [](http://www.youtube.com/playlist?list=PLfaIDFEXuae3UwB1QGEjsRAr8BzCQss7s)[Max Agency: A Podcast on Building Agents](http://www.youtube.com/playlist?list=PLfaIDFEXuae3UwB1QGEjsRAr8BzCQss7s) # How Listen builds AI Agents that review their own work | Florian Juengermann, CTO 1,089 views 1K views Apr 23, 2026 28 Share Save Download Download ## 4 Comments Sort comments Sort by [Top Show featured comments](http://www.youtube.com/watch?v=YTTH-0XXEBE)[Newest Show recent comments, including potential spam](http://www.youtube.com/watch?v=YTTH-0XXEBE) ![Image 19: Default profile photo](https://yt3.ggpht.com/a/default-user=s48-c-k-c0x00ffffff-no-rj) Add a comment... ![Image 20](https://yt3.ggpht.com/KtGYWcTK99DVGIcJWsNTnMJ4OSkTjpTaVXFI9a9Brd2vrImCBRnLAdVftrToq-ll2SMUuF7NNQ=s88-c-k-c0x00ffffff-no-rj) ### [@Somerandomnessvvv](http://www.youtube.com/@Somerandomnessvvv) [1 day ago](http://www.youtube.com/watch?v=YTTH-0XXEBE&lc=UgyliQaO_Cs1-Q3hXpx4AaABAg) Man I love how comprehensive LangChain as a company is. Much love ![Image 21: ❤](https://www.youtube.com/s/gaming/emoji/7ff574f2/emoji_u2764.png)️ Show less Read more Like 4 Dislike ![Image 22](https://yt3.ggpht.com/a37xtLmxeZMFCB5Zj4isLgU9hKznc5qceLU4DOfdCdgiZJi0pORPqlc145VTJU6Sne1Ti6RJ=s88-c-k-c0x00ffffff-no-rj) ❤ by @LangChain Reply ![Image 23](https://yt3.ggpht.com/rtXeD7_egE_MRVomBUw39eUEeAyF2ywqqRC2nns4OwiI87B22_klTLRkS-AZ17h9tOmLjTvoOPw=s88-c-k-c0x00ffffff-no-rj) ### [@adomicarts](http://www.youtube.com/@adomicarts) [1 day ago](http://www.youtube.com/watch?v=YTTH-0XXEBE&lc=UgxF04oLID2xcCN7m1x4AaABAg) These questions are well prepared. Nice work! Show less Read more Like 2 Dislike Reply ![Image 24](http://www.youtube.com/watch?v=YTTH-0XXEBE) · 1 reply ![Image 25](http://www.youtube.com/watch?v=YTTH-0XXEBE) · Hide replies ![Image 26: LangChain](https://yt3.ggpht.com/a37xtLmxeZMFCB5Zj4isLgU9hKznc5qceLU4DOfdCdgiZJi0pORPqlc145VTJU6Sne1Ti6RJ=s48-c-k-c0x00ffffff-no-rj) · 1 reply ![Image 27](https://yt3.ggpht.com/ytc/AIdro_nbdc5AzjivOkOVFs1t3A1g2QWi7OLsMZHV2ihZTqZmqltNd7G5En2x7TJbw2Ac3mb2Bw=s88-c-k-c0x00ffffff-no-rj) ### [@JasonMadruga-m7d](http://www.youtube.com/@JasonMadruga-m7d) [1 day ago](http://www.youtube.com/watch?v=YTTH-0XXEBE&lc=UgyIPkt0EijHY_jYsd14AaABAg) W Show less Read more Like 2 Dislike Reply Top is selected, so you'll see featured comments ## Comments 4 [Top Show featured comments](http://www.youtube.com/watch?v=YTTH-0XXEBE)[Newest Show recent comments, including potential spam](http://www.youtube.com/watch?v=YTTH-0XXEBE) ## In this video Chapters Transcript ## Chapters [![Image 28](http://www.youtube.com/watch?v=YTTH-0XXEBE) #### Introduction #### Introduction 0:00](http://www.youtube.com/watch?v=YTTH-0XXEBE) #### [Introduction](http://www.youtube.com/watch?v=YTTH-0XXEBE) 0:00 [![Image 29](http://www.youtube.com/watch?v=YTTH-0XXEBE) #### The three agents inside Listen's platform #### The three agents inside Listen's platform 1:25](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=85s) #### [The three agents inside Listen's platform](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=85s) 1:25 [![Image 30](http://www.youtube.com/watch?v=YTTH-0XXEBE) #### Live chat vs. long async runs, and how Listen tunes for each #### Live chat vs. long async runs, and how Listen tunes for each 3:15](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=195s) #### [Live chat vs. long async runs, and how Listen tunes for each](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=195s) 3:15 [![Image 31](http://www.youtube.com/watch?v=YTTH-0XXEBE) #### Under the hood of the Research Agent #### Under the hood of the Research Agent 5:33](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=333s) #### [Under the hood of the Research Agent](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=333s) 5:33 [![Image 32](http://www.youtube.com/watch?v=YTTH-0XXEBE) #### Listen's virtual table architecture #### Listen's virtual table architecture 6:37](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=397s) #### [Listen's virtual table architecture](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=397s) 6:37 [![Image 33](http://www.youtube.com/watch?v=YTTH-0XXEBE) #### How small models classify thousands of open-ended responses #### How small models classify thousands of open-ended responses 7:34](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=454s) #### [How small models classify thousands of open-ended responses](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=454s) 7:34 [![Image 34](http://www.youtube.com/watch?v=YTTH-0XXEBE) #### Running code in a sandbox: how E2B fits in #### Running code in a sandbox: how E2B fits in 10:05](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=605s) #### [Running code in a sandbox: how E2B fits in](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=605s) 10:05 [![Image 35](http://www.youtube.com/watch?v=YTTH-0XXEBE) #### Why Listen rebuilt the PowerPoint subagent from scratch #### Why Listen rebuilt the PowerPoint subagent from scratch 11:52](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=712s) #### [Why Listen rebuilt the PowerPoint subagent from scratch](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=712s) 11:52 [![Image 36](http://www.youtube.com/watch?v=YTTH-0XXEBE) #### Contextual prompt engineering instead of skills #### Contextual prompt engineering instead of skills 14:11](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=851s&pp=0gcJCREDDuyUWbzu) #### [Contextual prompt engineering instead of skills](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=851s&pp=0gcJCREDDuyUWbzu) 14:11 [![Image 37](http://www.youtube.com/watch?v=YTTH-0XXEBE) #### The feedback subagent that reviews its own reports #### The feedback subagent that reviews its own reports 16:32](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=992s) #### [The feedback subagent that reviews its own reports](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=992s) 16:32 [![Image 38](http://www.youtube.com/watch?v=YTTH-0XXEBE) #### How Listen runs evals in production #### How Listen runs evals in production 18:14](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=1094s) #### [How Listen runs evals in production](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=1094s) 18:14 [![Image 39](http://www.youtube.com/watch?v=YTTH-0XXEBE) #### Unexpected ways users push the agent to its limits #### Unexpected ways users push the agent to its limits 19:47](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=1187s) #### [Unexpected ways users push the agent to its limits](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=1187s) 19:47 [![Image 40](http://www.youtube.com/watch?v=YTTH-0XXEBE) #### How many times Listen has rearchitected, and why #### How many times Listen has rearchitected, and why 21:42](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=1302s) #### [How many times Listen has rearchitected, and why](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=1302s) 21:42 [![Image 41](http://www.youtube.com/watch?v=YTTH-0XXEBE) #### Trace observability: depth over breadth #### Trace observability: depth over breadth 24:59](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=1499s&pp=0gcJCREDDuyUWbzu) #### [Trace observability: depth over breadth](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=1499s&pp=0gcJCREDDuyUWbzu) 24:59 [![Image 42](http://www.youtube.com/watch?v=YTTH-0XXEBE) #### Lessons from running Claude Code SDK inside E2B #### Lessons from running Claude Code SDK inside E2B 26:10](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=1570s) #### [Lessons from running Claude Code SDK inside E2B](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=1570s) 26:10 [![Image 43](http://www.youtube.com/watch?v=YTTH-0XXEBE) #### Memory: what's solved and what isn't #### Memory: what's solved and what isn't 27:42](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=1662s) #### [Memory: what's solved and what isn't](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=1662s) 27:42 [![Image 44](http://www.youtube.com/watch?v=YTTH-0XXEBE) #### The Composer agent UX: co-editing a document with AI #### The Composer agent UX: co-editing a document with AI 29:10](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=1750s) #### [The Composer agent UX: co-editing a document with AI](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=1750s) 29:10 [![Image 45](http://www.youtube.com/watch?v=YTTH-0XXEBE) #### How Listen keeps report numbers live as new responses come in #### How Listen keeps report numbers live as new responses come in 35:50](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=2150s) #### [How Listen keeps report numbers live as new responses come in](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=2150s) 35:50 [![Image 46](http://www.youtube.com/watch?v=YTTH-0XXEBE) #### What Listen looks for when hiring agent engineers #### What Listen looks for when hiring agent engineers 43:47](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=2627s) #### [What Listen looks for when hiring agent engineers](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=2627s) 43:47 Sync to video time ## Description How Listen builds AI Agents that review their own work | Florian Juengermann, CTO 28 Likes 1,089 Views Apr 23 2026 Florian Juengermann is the co-founder and CTO of Listen, an AI startup that turns qualitative research across hundreds of interviews, surveys, and focus groups into structured, traceable insights. Listen's agents analyze responses at scale, and Florian has rearchitected the system multiple times to get there. In this conversation, he walks through the virtual table architecture at the core of their Research Agent, how small models run map-reduce classification across thousands of open-ended responses, and the self-reviewing feedback subagent that catches errors during long async runs. We also discuss: • The three agents inside Listen's platform •How Listen rearchitected from a simple RAG bot to a multi-agent system multiple times • Why the PowerPoint subagent was completely rebuilt using Claude's code SDK • Contextual prompt engineering as an alternative to skills • How Listen keeps report numbers live as new interview responses come in • When to trigger the long-running agent vs. showing early results •What Florian looks for when hiring agent engineers References: • Anthropic: [https://www.anthropic.com/](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqbjdUbm5XS0U5bi1SSUZ5OEZuMFJWZFJPbUJlQXxBQ3Jtc0tsSS1RSWstRkRDZXRmckh0UlAxTlc2MDlzbVVfcHZVbTJmYmpZUndTMzk0VXhFdk54M3RTYlFjbG56TkcxTTM4aEJyX041UUdYYjFSOTljeFNPUDl5eC1lWFNxTzRTWTFYRDF1YkdKZ0F4ZmZtUENKVQ&q=https%3A%2F%2Fwww.anthropic.com%2F&v=YTTH-0XXEBE) • ChatGPT: [https://chatgpt.com/](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqa1VqMVhFU1B0S0FobzAyWXloWFhIRDFPNklyUXxBQ3Jtc0trTW4zcHdCRmh3dlBOby1zNTN6TFBDRnJ4RlNFekpOaldTSHZaWG9fMVNXZHhtWE5vRnRxNjk2Sms5ZHlYVjZHenNwZnkzbjUwcjRPMzV6c3ZxMjYxNUtlRWxVd1ZjdnJZLTdGV1M0eDJnNEdsRmhkaw&q=https%3A%2F%2Fchatgpt.com%2F&v=YTTH-0XXEBE) • Claude: [https://claude.ai/](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqbkFqeFBlc1VNaTNOX2pIdVl1NWxGbTJzMjM2Z3xBQ3Jtc0ttWlRqZ2RHRXRaM2VrVi16YzhLVWY5LTZIYWZUbWJ6UjJYT1pQWmhUcy1kOGJwVmZGU3A4YUtyMFFFdlRydG5NSy02VG11UHBsOGQyS052U1gxTmtRUTdaYlZRS3Q5cG5LQkd0TXRGZE9ZTXdzNkxlZw&q=https%3A%2F%2Fclaude.ai%2F&v=YTTH-0XXEBE) • Claude Code SDK: [https://docs.anthropic.com/en/docs/cl...](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqbjdWRVF2eUp0M0tLWTF2VV9majRnV0lFeUFaQXxBQ3Jtc0ttTVBJSXB4NnFzYUtyRlR4YmdpTy1xbkNya2lvY18temt3S3NTS2lGXzY3ay1kd29vV2I5dkZ4NjVlQ2RwT3AzX0VEN0pjdXJna0VxRlhNaFFLWkgtb3FOUXh3dlRmS0tCSHktRXdJVVBXdDlGOXpnMA&q=https%3A%2F%2Fdocs.anthropic.com%2Fen%2Fdocs%2Fclaude-code%2Fsdk&v=YTTH-0XXEBE) •E2B: [https://e2b.dev/](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqbEtLNF9WTHhGdTU4N1NMR0ozaDI0UmotT1NFd3xBQ3Jtc0trQ0I3a0R4VS1MelVPV2hoYzluUUZpOFU4U0IxcjlEdXRhVUNsWGlmWDZfMlMyeDQzRElqMXNqVkJ3QU10R3ZTWV83UlZxcDBLRWdaWHJTVGNZYVVpd2ZOSmtfSnRiOVdVYV9laHYybVowRmdYY0cwWQ&q=https%3A%2F%2Fe2b.dev%2F&v=YTTH-0XXEBE) • Emotional Intelligence: [https://listenlabs.ai/features/emotio...](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqbDNobXAya0tUcFpNXzVocWx2UXBlUGF0QnlQZ3xBQ3Jtc0trSks5OXdFYVBwem14OXFiWmVEelB3Mlh6RkpFS1N4cFVVUEFMRFZNWnU1TWF6cEdXZDYzUGNrN1ZRUDRZek5nZm5mR1VsRjVPMGNjbEp2T2xGLU5qdlYxVW9oY0sxT2NCNjQtSzdnMDZ0ejNDcUxaQQ&q=https%3A%2F%2Flistenlabs.ai%2Ffeatures%2Femotional-intelligence&v=YTTH-0XXEBE) •GPT Mini: [https://openai.com/index/gpt-4o-mini-...](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqa0lFekttS1VsZC1HZFpQVDRxU3ZyZnF5bnNkQXxBQ3Jtc0trUndHWDFQQ18yWUpPUzNEWDlsYThPRzNtb1B0RUstOHkwRENfekZMOTE0MUlRcmducVEzdHRPMkRRclhubkJmMktNZmp1ajRxQ09OalN5d1FJeFBvSjFlS1d1NWpycWJ6NHRnWkVLRm1icU1nQ3BCOA&q=https%3A%2F%2Fopenai.com%2Findex%2Fgpt-4o-mini-advancing-cost-efficient-intelligence%2F&v=YTTH-0XXEBE) •Haiku: [https://www.anthropic.com/claude/haiku](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqbVprVXBZUGVhenRYaDNsVmJfOVAtWWJ3ZnhBd3xBQ3Jtc0ttM3lWSkE1NWVTeGp0M0FDa2Jjbkt3d3M4VzhBNmJOQTNXYmpGUjNiWC1IMWhKOTAxZ055S2lQT2FxUmJrT2ZBOVRTRVFqS1hrcDItLVRuZUdKVGRaWnFxVnRSREJqZzF5c1d5WlFxbVkzRTJRSURvWQ&q=https%3A%2F%2Fwww.anthropic.com%2Fclaude%2Fhaiku&v=YTTH-0XXEBE) • Listen: [https://listenlabs.ai/](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqbDFUOWpIYnQ0OWhocVo5QmJKNktYQWV3UGYyQXxBQ3Jtc0trclg1WFlERmZxX2x4WWNlSmZ2TVM3WnJUSDB2c3BEbTVIQUQyTmc3eTl2RlhOS1pvaFlxaFZkYko5Rl9leEtocUdYVlUzM3ZTcnRHc09XTWZzbFBfSUNaWVgxWUs3NmQ1ZkFBNk1hdkxFZ1FkLXo0Yw&q=https%3A%2F%2Flistenlabs.ai%2F&v=YTTH-0XXEBE) •OpenAI: [https://openai.com/](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqbXZNa2p5QzJBZ1ZkbkNoaEVjZUtoS3RZcGszd3xBQ3Jtc0tsMGVFZWE5MDd2NGlaVG8xUVJ6X0FQV2JMSGJOWmJzUVlwQjdTSUh6MG5MTXl5OHhUa29ENVZ6RTB1X21VbU8zWS1tVVVjVUdXSUJBaDlXSjE3TmxMdjBjUXRPdm5sM19sbTBIcEYxMm1KOGpjaFB4QQ&q=https%3A%2F%2Fopenai.com%2F&v=YTTH-0XXEBE) • Pandas: [https://pandas.pydata.org/](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqbGFsUWw3cmxtNnBIOUJvMG5kLVZJaEdLYVVRZ3xBQ3Jtc0trb3Q0SWpHM1AwNE01S1hqbEd3cEtNUHRSWnEzdWVXbWdmVS01QkcwcFcwZEtSTm4xOUs0djJHVUIyWVBtZHVkNmV3ZlhnT19KN3cwbEdkbjQzRkY2OFF0V3N5ZWkxaUo2ZjV6dnpPMkQ1cG1HVVFxcw&q=https%3A%2F%2Fpandas.pydata.org%2F&v=YTTH-0XXEBE) • Postgres: [https://www.postgresql.org/](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqbFVseWtGQ2hmTFlNZmlmMFN2X0VMekxMS2ZRQXxBQ3Jtc0ttSUFybVVETXd3Tkd4NkJIbVdfcl93QXJaWlRXY3hWdk9sSjVuTWsycFhLMmMxa0hHSjRiTkNwVXlYNXB0QkhFbmRXMHQ3dDA5SUJSYUpKcV9BRXBVdDVmQUFSTTlOcmtCZGlJclBVSElBTlJ6Z05rVQ&q=https%3A%2F%2Fwww.postgresql.org%2F&v=YTTH-0XXEBE) • Python: [https://www.python.org/](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqa3luVWJpblZxQVNoQlRqM0R4bEJGT1hTbHVVZ3xBQ3Jtc0tsUVBKVDE5UndkMGk2OGg3T19oeC1OdDlab3otY2VhQ3ZwcUZyVVdtRXYxOEZTaFNjOVZ6cFFIMm93UUNodjNhSjFmV0xyM01UQWVjM2Zicm1SUWI2QlJyWkNwSmF0MHU2Tjk3cVM5aGZBZUh6YzU5QQ&q=https%3A%2F%2Fwww.python.org%2F&v=YTTH-0XXEBE) • Research Agent: [https://listenlabs.ai/features/resear...](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqbFQyeVQzYzN6bFJZU2xnX0FZbzlJLW51WXRXd3xBQ3Jtc0ttZ1dMR2h2MTlqaVZWUEVFMnBKNjFhRGVRNDdaZzVFYjR6QUNFZ2VxamhIcE1tX2lVa1lpYzB0WW8wcjFsT2Yyb1NPdXR4RGh2emR6RGFTdHdFLUJBazVQSWlBWkxIU2RIM1hXM2F5aDJMR2poOWtVUQ&q=https%3A%2F%2Flistenlabs.ai%2Ffeatures%2Fresearch-agent&v=YTTH-0XXEBE) •Render: [https://render.com/](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqbHRmV0t4c3pHZ3oxeGRhSm5QaG5jVUo1WUY0QXxBQ3Jtc0trWGVpSmxWOUttU2VyeDM3QjJET21zNU1XWHNtdnQ2Q0h1QTZlTFhQVDFodVlaUEZVVDlNV1pmYlU5NXdGZkVBMkxYY0lrRzMycTFoVTRqR3JNWkVUY3dJaGhVeFU3enJGWWZCQ21NVGZlS29ZYnpfOA&q=https%3A%2F%2Frender.com%2F&v=YTTH-0XXEBE) • Zoom: [https://zoom.us/](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqa3R6TEZPVXoycjVjZzNDd1h6Z3ctNUVJdEVPd3xBQ3Jtc0trUFNXS3dERmZBVHdWLXUxUEVuZUxlOFJyMDR5dk5HODhpTzI1NVRqd1Z6MXN2b2wzVHdnRWRiWXVRbjJQNXlydFRTcGpFWkRPTlFFZmU4R1g4WFYwZnFyaF83anV0UlA5OC1XSFhUeGViWGt0WmJZWQ&q=https%3A%2F%2Fzoom.us%2F&v=YTTH-0XXEBE) Where to find Florian: • LinkedIn: [![Image 47](http://www.youtube.com/watch?v=YTTH-0XXEBE)/juengermann](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqbFJLcndGckx6RUtWOTREZGxGYmpOTkpDOFY0d3xBQ3Jtc0ttS2Rjd1VCd3NKamhPUVoxOE12UFNrLUhkT0FSbmxxZXI4MmhQMjEyWEhUUzlVWG50SURpYUhrd1l3RnJ0QWlkSFNUUDA0bWppVldCZFZZdEQzMm4tZWowWEFTVl9PR1Y1THc5dm50N2tHU0hsVlpXTQ&q=https%3A%2F%2Fwww.linkedin.com%2Fin%2Fjuengermann%2F&v=YTTH-0XXEBE) •Twitter/X: [https://x.com/florian_jue](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqa2ZmSXNsYkZFSWJrT3diRGNxVHZOTmU4UkxEUXxBQ3Jtc0tudmJQVmRqcU10QVgzdFg2OXJYWWNKYy1Sa0xac3kxOWJIVjdwLTFpMUlHSlFVdWhzYUg0TU1PSHRnVWJkU2NnNlNSQ09jTHFFdjQyeGJITjFvbS1ibXlvUnhkMVoxVHJxWWFTV29sZzhsaENlOHdSVQ&q=https%3A%2F%2Fx.com%2Fflorian_jue&v=YTTH-0XXEBE) Where to find Harrison: • LinkedIn: [![Image 48](http://www.youtube.com/watch?v=YTTH-0XXEBE)/harrison-chase-961287118](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqbUlFQVlwMW5OVGxFdXdtNVNYZ0dBcTFaU1RjQXxBQ3Jtc0tuS0ExMG1NYUZUMkF4VjBjd3RPX2h3QXlCYVVxQ01CUEg3MTd2LVJncGZvdDVfUmw4SjFtVGk5bHZERFN2SloxRkNwZkhoVTUyZlhnOE92NFRhdEJXbHFsX2RxVkVSdGNWTU1JRENlTEtrZV9ocV8wOA&q=https%3A%2F%2Fwww.linkedin.com%2Fin%2Fharrison-chase-961287118%2F&v=YTTH-0XXEBE) • Twitter/X: [https://x.com/hwchase17](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqbTBBakdIOVRJWjJCQ0VvSGEzR0pPWkc3WGZNQXxBQ3Jtc0tsa200aGQwMGkzaVJ5eGFnWmU3Y0ZBNVRwTUNPVHlZNEtlR3RfN2I4REdpNUhiSVRuakZEZk1RQXVZdHRPYzlmb1REcUh6YjN4Q3FJcHUxS0pGZkg3US1vNjh0REtYb0lkRmFsamhreVhNRWZJVUQ1TQ&q=https%3A%2F%2Fx.com%2Fhwchase17&v=YTTH-0XXEBE) Where to find LangChain: • Website: [http://langchain.com](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqbUpBUW1SQ2JfNVpqY2dVZGRfWFRHYVduaDlNd3xBQ3Jtc0ttb1pFZFVYS2JfTjNXdGtKUl9GN2lIVmw1a1drbGlQcU1NSWs5MVAxV2h2Ymtib043aTlhbXVYRUMzaUNkcE1PMkF1TVlEaU1ZVk1xdXg0TFF0b3FPQXg1TWNPS1dKM0xqMm1iN0M0U1B1MUtRSE54TQ&q=http%3A%2F%2Flangchain.com%2F&v=YTTH-0XXEBE) •Docs: [https://docs.langchain.com/](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqbmRvXzA3WkNVS3NWYm1UYmN2dkhfd2RwUUNNZ3xBQ3Jtc0ttZVAwS1lSeEFtOGdjQUlGei12MTlielA2STM2MGNlRmdnN3FsbmZzRy0yMlo0MzF1WHllaWFCaUt6aU0wR0VqdkxQS2U2Y0NOZm1ibm5MbGZEYnhPYTVGeVl1Y3Bva3ZhNjhvX3FNMlRzM0k5ZXFmMA&q=https%3A%2F%2Fdocs.langchain.com%2F&v=YTTH-0XXEBE) Send feedback or questions to maxagency@langchain.dev Timestamps: [00:00](http://www.youtube.com/watch?v=YTTH-0XXEBE) Introduction [01:25](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=85s) The three agents inside Listen's platform [03:15](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=195s) Live chat vs. long async runs, and how Listen tunes for each [05:33](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=333s) Under the hood of the Research Agent [06:37](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=397s) Listen's virtual table architecture [07:34](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=454s) How small models classify thousands of open-ended responses [10:05](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=605s) Running code in a sandbox: how E2B fits in [11:52](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=712s) Why Listen rebuilt the PowerPoint subagent from scratch [14:11](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=851s) Contextual prompt engineering instead of skills [16:32](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=992s) The feedback subagent that reviews its own reports [18:14](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=1094s) How Listen runs evals in production [19:47](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=1187s) Unexpected ways users push the agent to its limits [21:42](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=1302s) How many times Listen has rearchitected, and why [24:59](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=1499s) Trace observability: depth over breadth [26:10](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=1570s) Lessons from running Claude Code SDK inside E2B [27:42](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=1662s) Memory: what's solved and what isn't [29:10](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=1750s) The Composer agent UX: co-editing a document with AI [35:50](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=2150s) How Listen keeps report numbers live as new responses come in [43:47](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=2627s) What Listen looks for when hiring agent engineers…...more ...more Show less How this was made Auto-dubbed Audio tracks for some languages were automatically generated. [Learn more](http://support.google.com/youtube/answer/15569972?hl=en) ## Chapters View all [![Image 49](http://www.youtube.com/watch?v=YTTH-0XXEBE) #### Introduction #### Introduction 0:00](http://www.youtube.com/watch?v=YTTH-0XXEBE) #### [Introduction](http://www.youtube.com/watch?v=YTTH-0XXEBE) 0:00 [![Image 50](http://www.youtube.com/watch?v=YTTH-0XXEBE) #### The three agents inside Listen's platform #### The three agents inside Listen's platform 1:25](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=85s) #### [The three agents inside Listen's platform](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=85s) 1:25 [![Image 51](http://www.youtube.com/watch?v=YTTH-0XXEBE) #### Live chat vs. long async runs, and how Listen tunes for each #### Live chat vs. long async runs, and how Listen tunes for each 3:15](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=195s) #### [Live chat vs. long async runs, and how Listen tunes for each](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=195s) 3:15 [![Image 52](http://www.youtube.com/watch?v=YTTH-0XXEBE) #### Under the hood of the Research Agent #### Under the hood of the Research Agent 5:33](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=333s) #### [Under the hood of the Research Agent](http://www.youtube.com/watch?v=YTTH-0XXEBE&t=333s) 5:33 Explore the podcast [![Image 53](http://www.youtube.com/watch?v=YTTH-0XXEBE)2 episodes 2 episodes](http://www.youtube.com/playlist?list=PLfaIDFEXuae3UwB1QGEjsRAr8BzCQss7s) Max Agency: A Podcast on Building Agents LangChain [![Image 54](http://www.youtube.com/watch?v=YTTH-0XXEBE) Podcasts](http://www.youtube.com/podcasts) Transcript Follow along using the transcript. Show transcript [![Image 55](http://www.youtube.com/watch?v=YTTH-0XXEBE) ### LangChain 178K subscribers](http://www.youtube.com/@LangChain) [Videos](http://www.youtube.com/channel/UCC-lyoTfSrcJzA1ab3APAgw/videos)[About](http://www.youtube.com/channel/UCC-lyoTfSrcJzA1ab3APAgw/about) ## Transcript NaN / NaN [![Image 56](https://i.ytimg.com/vi/E0Q96IKXx6Q/hqdefault.jpg?sqp=-oaymwEnCNACELwBSFryq4qpAxkIARUAAIhCGAHYAQHiAQoIGBACGAY4AUAB&rs=AOn4CLB2J6RaadxGpDcsJC9g6gXjytUvRw) 39:58](http://www.youtube.com/watch?v=E0Q96IKXx6Q) ![Image 57](http://www.youtube.com/watch?v=YTTH-0XXEBE) ![Image 58](http://www.youtube.com/watch?v=YTTH-0XXEBE) ### [Ex-Google Exec: How to Position Yourself Now Before the Next AI Phase (2026–2027) | Mo Gawdat](http://www.youtube.com/watch?v=E0Q96IKXx6Q) Silicon Valley Girl and Mo Gawdat 642K views • 3 weeks ago [![Image 59](https://i.ytimg.com/vi/S_oN3vlzpMw/hqdefault.jpg?sqp=-oaymwEnCNACELwBSFryq4qpAxkIARUAAIhCGAHYAQHiAQoIGBACGAY4AUAB&rs=AOn4CLBOWGfE0RLdi8Ygam44r5LAmzOZ_w) 35:26](http://www.youtube.com/watch?v=S_oN3vlzpMw) ![Image 60](http://www.youtube.com/watch?v=YTTH-0XXEBE) ### [How AI agents & Claude skills work (Clearly Explained)](http://www.youtube.com/watch?v=S_oN3vlzpMw) Greg Isenberg 184K views • 2 weeks ago [![Image 61](https://i.ytimg.com/vi/Xyh1EqcjGME/hqdefault.jpg?sqp=-oaymwEnCNACELwBSFryq4qpAxkIARUAAIhCGAHYAQHiAQoIGBACGAY4AUAB&rs=AOn4CLB6AizQgrPH-4uSzdA8ShNXT5lQlA) 1:08:21](http://www.youtube.com/watch?v=Xyh1EqcjGME&pp=ugUEEgJlbg%3D%3D) ![Image 62](http://www.youtube.com/watch?v=YTTH-0XXEBE) ### [How Hex Builds AI Agents: Making Agents Reason Like Human Data Analysts | Izzy Miller, AI Engineer](http://www.youtube.com/watch?v=Xyh1EqcjGME&pp=ugUEEgJlbg%3D%3D) LangChain 12K views • 2 weeks ago [![Image 63](https://i.ytimg.com/vi/SSya123u9Yk/hqdefault.jpg?sqp=-oaymwEnCNACELwBSFryq4qpAxkIARUAAIhCGAHYAQHiAQoIGBACGAY4AUAB&rs=AOn4CLD4PT17fLDGFZUuTMXpnQlx6XYmsQ) 32:23](http://www.youtube.com/watch?v=SSya123u9Yk&pp=ugUHEgVlbi1VU9IHCQnUCgGHKiGM7w%3D%3D) ![Image 64](http://www.youtube.com/watch?v=YTTH-0XXEBE) ### [Demis Hassabis: Why AGI is Bigger than the Industrial Revolution & Where Are The Bottlenecks in AI](http://www.youtube.com/watch?v=SSya123u9Yk&pp=ugUHEgVlbi1VU9IHCQnUCgGHKiGM7w%3D%3D) 20VC with Harry Stebbings 281K views • 2 weeks ago [![Image 65](https://i.ytimg.com/vi/nyT_oz2MLQc/hqdefault.jpg?sqp=-oaymwFBCNACELwBSFryq4qpAzMIARUAAIhCGAHYAQHiAQoIGBACGAY4AUAB8AEB-AH-CYAC0AWKAgwIABABGGUgZShlMA8=&rs=AOn4CLDlSVz-nA503gSBTVzPg9R0Dsqy2w) 1:45:02](http://www.youtube.com/watch?v=nyT_oz2MLQc) ![Image 66](http://www.youtube.com/watch?v=YTTH-0XXEBE) ### [This Stanford class exposes why you're behind on AI](http://www.youtube.com/watch?v=nyT_oz2MLQc) Mastering Tech Insights 7.5K views • 11 days ago [![Image 67](https://i.ytimg.com/vi/YwZR6tc7qYg/hqdefault.jpg?sqp=-oaymwEnCNACELwBSFryq4qpAxkIARUAAIhCGAHYAQHiAQoIGBACGAY4AUAB&rs=AOn4CLD0yzXYFWUX-Mco3Cxj3yif-cvKLw) 26:46](http://www.youtube.com/watch?v=YwZR6tc7qYg&pp=ugUEEgJlbtIHCQnUCgGHKiGM7w%3D%3D) ![Image 68](http://www.youtube.com/watch?v=YTTH-0XXEBE) ### [Everything We Got Wrong About Research-Plan-Implement - Dexter Horthy](http://www.youtube.com/watch?v=YwZR6tc7qYg&pp=ugUEEgJlbtIHCQnUCgGHKiGM7w%3D%3D) MLOps.community 94K views • 1 month ago [![Image 69](https://i.ytimg.com/vi/2d9ZmA-4QzU/hqdefault.jpg?sqp=-oaymwEnCNACELwBSFryq4qpAxkIARUAAIhCGAHYAQHiAQoIGBACGAY4AUAB&rs=AOn4CLCcy4e_AmghKvY1RH2DWr2yyz29Tg) 21:00](http://www.youtube.com/watch?v=2d9ZmA-4QzU&pp=ugUEEgJlbtIHCQnUCgGHKiGM7w%3D%3D) ![Image 70](http://www.youtube.com/watch?v=YTTH-0XXEBE) ### [Your Apps Don't Need an API Anymore. 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