--- title: "Building Conversational Agents — Thor Schaeff and Philipp Schmid, Google DeepMind" source_name: "AI Engineer" original_url: "https://www.youtube.com/watch?v=cVzf49yg0D8" canonical_url: "https://www.traeai.com/articles/115d5586-d0a8-4582-8073-456042d768b9" content_type: "video" language: "视频" score: 6 tags: ["对话系统","DeepMind","人工智能","自然语言处理"] published_at: "2026-04-30T16:00:06+00:00" created_at: "2026-05-01T00:25:25.351479+00:00" --- # Building Conversational Agents — Thor Schaeff and Philipp Schmid, Google DeepMind Canonical URL: https://www.traeai.com/articles/115d5586-d0a8-4582-8073-456042d768b9 Original source: https://www.youtube.com/watch?v=cVzf49yg0D8 ## Summary Google DeepMind专家Thor Schaeff和Philipp Schmid探讨构建对话代理的技术与挑战，分享最新研究进展。 ## Key Takeaways - DeepMind研究员讨论构建高效对话AI的方法 - 涵盖自然语言处理的最新进展及应用 - 涉及对话系统中的技术挑战与未来方向 ## Content Title: Building Conversational Agents — Thor Schaeff and Philipp Schmid, Google DeepMind URL Source: http://www.youtube.com/watch?v=cVzf49yg0D8 Markdown Content: # Building Conversational Agents — Thor Schaeff and Philipp Schmid, Google DeepMind - YouTube Back [![Image 1](http://www.youtube.com/watch?v=cVzf49yg0D8)](http://www.youtube.com/ "YouTube Home") Skip navigation Search Search with your voice [](http://www.youtube.com/watch?v=cVzf49yg0D8) [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%253DcVzf49yg0D8&hl=en&ec=65620) [![Image 2](http://www.youtube.com/watch?v=cVzf49yg0D8)](http://www.youtube.com/ "YouTube Home") [](http://www.youtube.com/watch?v=cVzf49yg0D8) [](http://www.youtube.com/watch?v=cVzf49yg0D8) [](http://www.youtube.com/watch?v=cVzf49yg0D8) [](http://www.youtube.com/watch?v=cVzf49yg0D8) [Building Conversational Agents — Thor Schaeff and Philipp Schmid, Google DeepMind](http://www.youtube.com/watch?v=cVzf49yg0D8) [](http://www.youtube.com/watch?v=cVzf49yg0D8) Tap to unmute 2x [![Image 3](http://www.youtube.com/watch?v=cVzf49yg0D8)](http://www.youtube.com/watch?v=cVzf49yg0D8) ## Building Conversational Agents — Thor Schaeff and Philipp Schmid, Google DeepMind AI Engineer 2,376 views 8 hours ago [](http://www.youtube.com/watch?v=cVzf49yg0D8) Search Copy link Info Shopping ![Image 4](http://www.youtube.com/watch?v=cVzf49yg0D8) [![Image 5](http://www.youtube.com/watch?v=cVzf49yg0D8)](http://www.youtube.com/watch?v=cVzf49yg0D8) 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](http://support.google.com/youtube/answer/15569972?hl=en) ## Key moments View all [![Image 8](http://www.youtube.com/watch?v=cVzf49yg0D8) #### Introduction and speaker introductions #### Introduction and speaker introductions 0:14](http://www.youtube.com/watch?v=cVzf49yg0D8&t=14s) #### [Introduction and speaker introductions](http://www.youtube.com/watch?v=cVzf49yg0D8&t=14s) 0:14 [![Image 9](http://www.youtube.com/watch?v=cVzf49yg0D8) #### Audience interaction and project discussions #### Audience interaction and project discussions 6:15](http://www.youtube.com/watch?v=cVzf49yg0D8&t=375s) #### [Audience interaction and project discussions](http://www.youtube.com/watch?v=cVzf49yg0D8&t=375s) 6:15 [![Image 10](http://www.youtube.com/watch?v=cVzf49yg0D8) #### Introduction to building conversational agents #### Introduction to building conversational agents 8:38](http://www.youtube.com/watch?v=cVzf49yg0D8&t=518s) #### [Introduction to building conversational agents](http://www.youtube.com/watch?v=cVzf49yg0D8&t=518s) 8:38 [![Image 11](http://www.youtube.com/watch?v=cVzf49yg0D8) #### Discussion on Gemini Flash for coding and agentic use #### Discussion on Gemini Flash for coding and agentic use 28:17](http://www.youtube.com/watch?v=cVzf49yg0D8&t=1697s) #### [Discussion on Gemini Flash for coding and agentic use](http://www.youtube.com/watch?v=cVzf49yg0D8&t=1697s) 28:17 [![Image 12](http://www.youtube.com/watch?v=cVzf49yg0D8) #### Coding agent implementation and tool calling demonstration #### Coding agent implementation and tool calling demonstration 36:28](http://www.youtube.com/watch?v=cVzf49yg0D8&t=2188s) #### [Coding agent implementation and tool calling demonstration](http://www.youtube.com/watch?v=cVzf49yg0D8&t=2188s) 36:28 [![Image 13](http://www.youtube.com/watch?v=cVzf49yg0D8) #### Overview of the Interactions API and state management #### Overview of the Interactions API and state management 42:55](http://www.youtube.com/watch?v=cVzf49yg0D8&t=2575s) #### [Overview of the Interactions API and state management](http://www.youtube.com/watch?v=cVzf49yg0D8&t=2575s) 42:55 [![Image 14](http://www.youtube.com/watch?v=cVzf49yg0D8) #### Introduction to the Gemini Live API #### Introduction to the Gemini Live API 49:05](http://www.youtube.com/watch?v=cVzf49yg0D8&t=2945s) #### [Introduction to the Gemini Live API](http://www.youtube.com/watch?v=cVzf49yg0D8&t=2945s) 49:05 [![Image 15](http://www.youtube.com/watch?v=cVzf49yg0D8) #### Live Jukebox demo with music generation #### Live Jukebox demo with music generation 50:02](http://www.youtube.com/watch?v=cVzf49yg0D8&t=3002s) #### [Live Jukebox demo with music generation](http://www.youtube.com/watch?v=cVzf49yg0D8&t=3002s) 50:02 Transcript Follow along using the transcript. Show transcript [![Image 16](http://www.youtube.com/watch?v=cVzf49yg0D8) ### AI Engineer 437K subscribers](http://www.youtube.com/@aiDotEngineer) [Videos](http://www.youtube.com/channel/UCLKPca3kwwd-B59HNr-_lvA/videos)[About](http://www.youtube.com/channel/UCLKPca3kwwd-B59HNr-_lvA/about) Show less ## Live chat replay See what others said about this video while it was live. Open panel [](http://www.youtube.com/watch?v=cVzf49yg0D8) # Building Conversational Agents — Thor Schaeff and Philipp Schmid, Google DeepMind 2,376 views 2.3K views Premiered 8 hours ago 84 Share Save Download Download ## 0 Comments Sort comments Sort by [Top Show featured comments](http://www.youtube.com/watch?v=cVzf49yg0D8)[Newest Show recent comments, including potential spam](http://www.youtube.com/watch?v=cVzf49yg0D8) ![Image 17: Default profile photo](https://yt3.ggpht.com/a/default-user=s48-c-k-c0x00ffffff-no-rj) Add a comment... ## Comments [Top Show featured comments](http://www.youtube.com/watch?v=cVzf49yg0D8)[Newest Show recent comments, including potential spam](http://www.youtube.com/watch?v=cVzf49yg0D8) ## In this video Transcript ## Key moments [![Image 18](http://www.youtube.com/watch?v=cVzf49yg0D8) #### Introduction and speaker introductions #### Introduction and speaker introductions 0:14](http://www.youtube.com/watch?v=cVzf49yg0D8&t=14s) #### [Introduction and speaker introductions](http://www.youtube.com/watch?v=cVzf49yg0D8&t=14s) 0:14 [![Image 19](http://www.youtube.com/watch?v=cVzf49yg0D8) #### Audience interaction and project discussions #### Audience interaction and project discussions 6:15](http://www.youtube.com/watch?v=cVzf49yg0D8&t=375s) #### [Audience interaction and project discussions](http://www.youtube.com/watch?v=cVzf49yg0D8&t=375s) 6:15 [![Image 20](http://www.youtube.com/watch?v=cVzf49yg0D8) #### Introduction to building conversational agents #### Introduction to building conversational agents 8:38](http://www.youtube.com/watch?v=cVzf49yg0D8&t=518s) #### [Introduction to building conversational agents](http://www.youtube.com/watch?v=cVzf49yg0D8&t=518s) 8:38 [![Image 21](http://www.youtube.com/watch?v=cVzf49yg0D8) #### Discussion on Gemini Flash for coding and agentic use #### Discussion on Gemini Flash for coding and agentic use 28:17](http://www.youtube.com/watch?v=cVzf49yg0D8&t=1697s) #### [Discussion on Gemini Flash for coding and agentic use](http://www.youtube.com/watch?v=cVzf49yg0D8&t=1697s) 28:17 [![Image 22](http://www.youtube.com/watch?v=cVzf49yg0D8) #### Coding agent implementation and tool calling demonstration #### Coding agent implementation and tool calling demonstration 36:28](http://www.youtube.com/watch?v=cVzf49yg0D8&t=2188s) #### [Coding agent implementation and tool calling demonstration](http://www.youtube.com/watch?v=cVzf49yg0D8&t=2188s) 36:28 [![Image 23](http://www.youtube.com/watch?v=cVzf49yg0D8) #### Overview of the Interactions API and state management #### Overview of the Interactions API and state management 42:55](http://www.youtube.com/watch?v=cVzf49yg0D8&t=2575s) #### [Overview of the Interactions API and state management](http://www.youtube.com/watch?v=cVzf49yg0D8&t=2575s) 42:55 [![Image 24](http://www.youtube.com/watch?v=cVzf49yg0D8) #### Introduction to the Gemini Live API #### Introduction to the Gemini Live API 49:05](http://www.youtube.com/watch?v=cVzf49yg0D8&t=2945s) #### [Introduction to the Gemini Live API](http://www.youtube.com/watch?v=cVzf49yg0D8&t=2945s) 49:05 [![Image 25](http://www.youtube.com/watch?v=cVzf49yg0D8) #### Live Jukebox demo with music generation #### Live Jukebox demo with music generation 50:02](http://www.youtube.com/watch?v=cVzf49yg0D8&t=3002s) #### [Live Jukebox demo with music generation](http://www.youtube.com/watch?v=cVzf49yg0D8&t=3002s) 50:02 [![Image 26](http://www.youtube.com/watch?v=cVzf49yg0D8) #### Deep dive into Gemini Flash Live features (multimodality, latency, tools) #### Deep dive into Gemini Flash Live features (multimodality, latency, tools) 54:49](http://www.youtube.com/watch?v=cVzf49yg0D8&t=3289s) #### [Deep dive into Gemini Flash Live features (multimodality, latency, tools)](http://www.youtube.com/watch?v=cVzf49yg0D8&t=3289s) 54:49 [![Image 27](http://www.youtube.com/watch?v=cVzf49yg0D8) #### Technical setup and implementation of the Live API using WebSockets #### Technical setup and implementation of the Live API using WebSockets 1:06:54](http://www.youtube.com/watch?v=cVzf49yg0D8&t=4014s&pp=0gcJCREDDuyUWbzu) #### [Technical setup and implementation of the Live API using WebSockets](http://www.youtube.com/watch?v=cVzf49yg0D8&t=4014s&pp=0gcJCREDDuyUWbzu) 1:06:54 [![Image 28](http://www.youtube.com/watch?v=cVzf49yg0D8) #### Session management and context window compression #### Session management and context window compression 1:25:14](http://www.youtube.com/watch?v=cVzf49yg0D8&t=5114s&pp=0gcJCREDDuyUWbzu) #### [Session management and context window compression](http://www.youtube.com/watch?v=cVzf49yg0D8&t=5114s&pp=0gcJCREDDuyUWbzu) 1:25:14 [![Image 29](http://www.youtube.com/watch?v=cVzf49yg0D8) #### Real-world business use cases for conversational agents #### Real-world business use cases for conversational agents 1:26:57](http://www.youtube.com/watch?v=cVzf49yg0D8&t=5217s) #### [Real-world business use cases for conversational agents](http://www.youtube.com/watch?v=cVzf49yg0D8&t=5217s) 1:26:57 [![Image 30](http://www.youtube.com/watch?v=cVzf49yg0D8) #### Multimodal grounding and handling audio inputs #### Multimodal grounding and handling audio inputs 1:35:02](http://www.youtube.com/watch?v=cVzf49yg0D8&t=5702s) #### [Multimodal grounding and handling audio inputs](http://www.youtube.com/watch?v=cVzf49yg0D8&t=5702s) 1:35:02 [![Image 31](http://www.youtube.com/watch?v=cVzf49yg0D8) #### Discussion on personalization and speaker identification #### Discussion on personalization and speaker identification 1:40:00](http://www.youtube.com/watch?v=cVzf49yg0D8&t=6000s) #### [Discussion on personalization and speaker identification](http://www.youtube.com/watch?v=cVzf49yg0D8&t=6000s) 1:40:00 Sync to video time ## Description Building Conversational Agents — Thor Schaeff and Philipp Schmid, Google DeepMind Thor Schaeff and Philipp Schmid show how to build conversational agents with Google DeepMind's Gemini APIs, from tool-using coding agents to realtime voice interfaces. The session covers the new Interactions API, agent skills, server-side state, and the Live API workflow for streaming audio, video, and tool calls into multimodal assistants. Speaker info: * [https://x.com/_philschmid](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqbXJfN1VhdnhkRWE5Nl80LVlWUUlkZm5RN1BiZ3xBQ3Jtc0tsVDRBaDRHVHdEYXBNbWc4Vk1URktUZ2Z1OURHZmpCZEN5S2dQcERjeThBVmtCRlk3ZThtclBDNTc4Q2pzbEw0UmtZMUpNaFJTZUZacGNpY3U0X0F6M1ZHMlROX2RCaHdQcHc0bzVTRlhBc2Q4VWRLMA&q=https%3A%2F%2Fx.com%2F_philschmid&v=cVzf49yg0D8) * [https://x.com/thorwebdev](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqbWM5blRzOTFUYzhpZXdRbGdLd2l5WDllN2dMZ3xBQ3Jtc0trYlZNUGRYN09COFVYWXB6N1U0ZXRsMm10Q0pjd0F1aWtLRmx3bDJST3hfNzUweVZ3UzBCMzMzcWR5WG5mQ0xQcXpEZ18zeEk1Tld4VmlVRW5OeDZwdlZGdVdXVzVodzZ2UU9VTjk1VHVPOW9QLVV1aw&q=https%3A%2F%2Fx.com%2Fthorwebdev&v=cVzf49yg0D8) Timestamps [0:14](http://www.youtube.com/watch?v=cVzf49yg0D8&t=14s) - Introduction and speaker introductions [6:15](http://www.youtube.com/watch?v=cVzf49yg0D8&t=375s) - Audience interaction and project discussions [8:38](http://www.youtube.com/watch?v=cVzf49yg0D8&t=518s) - Introduction to building conversational agents [28:17](http://www.youtube.com/watch?v=cVzf49yg0D8&t=1697s) - Discussion on Gemini Flash for coding and agentic use [36:28](http://www.youtube.com/watch?v=cVzf49yg0D8&t=2188s) - Coding agent implementation and tool calling demonstration [42:55](http://www.youtube.com/watch?v=cVzf49yg0D8&t=2575s) - Overview of the Interactions API and state management [49:05](http://www.youtube.com/watch?v=cVzf49yg0D8&t=2945s) - Introduction to the Gemini Live API [50:02](http://www.youtube.com/watch?v=cVzf49yg0D8&t=3002s) - Live Jukebox demo with music generation [54:49](http://www.youtube.com/watch?v=cVzf49yg0D8&t=3289s) - Deep dive into Gemini Flash Live features (multimodality, latency, tools) [1:06:54](http://www.youtube.com/watch?v=cVzf49yg0D8&t=4014s) - Technical setup and implementation of the Live API using WebSockets [1:25:14](http://www.youtube.com/watch?v=cVzf49yg0D8&t=5114s) - Session management and context window compression [1:26:57](http://www.youtube.com/watch?v=cVzf49yg0D8&t=5217s) - Real-world business use cases for conversational agents [1:35:02](http://www.youtube.com/watch?v=cVzf49yg0D8&t=5702s) - Multimodal grounding and handling audio inputs [1:40:00](http://www.youtube.com/watch?v=cVzf49yg0D8&t=6000s) - Discussion on personalization and speaker identification…...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) ## Key moments View all [![Image 32](http://www.youtube.com/watch?v=cVzf49yg0D8) #### Introduction and speaker introductions #### Introduction and speaker introductions 0:14](http://www.youtube.com/watch?v=cVzf49yg0D8&t=14s) #### [Introduction and speaker introductions](http://www.youtube.com/watch?v=cVzf49yg0D8&t=14s) 0:14 [![Image 33](http://www.youtube.com/watch?v=cVzf49yg0D8) #### Audience interaction and project discussions #### Audience interaction and project discussions 6:15](http://www.youtube.com/watch?v=cVzf49yg0D8&t=375s) #### [Audience interaction and project discussions](http://www.youtube.com/watch?v=cVzf49yg0D8&t=375s) 6:15 [![Image 34](http://www.youtube.com/watch?v=cVzf49yg0D8) #### Introduction to building conversational agents #### Introduction to building conversational agents 8:38](http://www.youtube.com/watch?v=cVzf49yg0D8&t=518s) #### [Introduction to building conversational agents](http://www.youtube.com/watch?v=cVzf49yg0D8&t=518s) 8:38 [![Image 35](http://www.youtube.com/watch?v=cVzf49yg0D8) #### Discussion on Gemini Flash for coding and agentic use #### Discussion on Gemini Flash for coding and agentic use 28:17](http://www.youtube.com/watch?v=cVzf49yg0D8&t=1697s) #### [Discussion on Gemini Flash for coding and agentic use](http://www.youtube.com/watch?v=cVzf49yg0D8&t=1697s) 28:17 Transcript Follow along using the transcript. Show transcript [![Image 36](http://www.youtube.com/watch?v=cVzf49yg0D8) ### AI Engineer 437K subscribers](http://www.youtube.com/@aiDotEngineer) [Videos](http://www.youtube.com/channel/UCLKPca3kwwd-B59HNr-_lvA/videos)[About](http://www.youtube.com/channel/UCLKPca3kwwd-B59HNr-_lvA/about) ## Transcript NaN / NaN Show chat replay [![Image 37](https://i.ytimg.com/vi/vgCYYrhL-kE/hqdefault.jpg?sqp=-oaymwEmCKgBEF5IWvKriqkDGQgBFQAAiEIYAdgBAeIBCggYEAIYBjgBQAE=&rs=AOn4CLBGStwSGDp1Vc2bC6fkuu24A75Ilg) 12:55](http://www.youtube.com/watch?v=vgCYYrhL-kE&pp=ugUEEgJlbg%3D%3D) ![Image 38](http://www.youtube.com/watch?v=cVzf49yg0D8) ### [Why this Chinese EV terrifies Europe’s carmakers](http://www.youtube.com/watch?v=vgCYYrhL-kE&pp=ugUEEgJlbg%3D%3D) Bloomberg Television 1.6M 5d ago New [![Image 39](https://i.ytimg.com/vi/LRo33rnv6rQ/hqdefault.jpg?sqp=-oaymwEmCKgBEF5IWvKriqkDGQgBFQAAiEIYAdgBAeIBCggYEAIYBjgBQAE=&rs=AOn4CLCPKseOYFgWKfu4oF-UlofJg5OWhg) 32:27](http://www.youtube.com/watch?v=LRo33rnv6rQ&pp=ugUEEgJlbg%3D%3D) ![Image 40](http://www.youtube.com/watch?v=cVzf49yg0D8) ### [This is AGI: Sequoia AI Ascent 2026 Keynote](http://www.youtube.com/watch?v=LRo33rnv6rQ&pp=ugUEEgJlbg%3D%3D) Sequoia Capital 4.4K 7h ago New [![Image 41](https://i.ytimg.com/vi/d53Zk28esmU/hqdefault.jpg?sqp=-oaymwEmCKgBEF5IWvKriqkDGQgBFQAAiEIYAdgBAeIBCggYEAIYBjgBQAE=&rs=AOn4CLBp8jEO5NWts53tS_LYX_WcJmDZeg) 5:59](http://www.youtube.com/watch?v=d53Zk28esmU) ![Image 42](http://www.youtube.com/watch?v=cVzf49yg0D8) ### [GitHub is having some major issues right now…](http://www.youtube.com/watch?v=d53Zk28esmU) Fireship 345K 7h ago New [![Image 43](https://i.ytimg.com/vi/-QFHIoCo-Ko/hqdefault.jpg?sqp=-oaymwEmCKgBEF5IWvKriqkDGQgBFQAAiEIYAdgBAeIBCggYEAIYBjgBQAE=&rs=AOn4CLAjqfhVXCym1J3M1Q5FFsmLv37FBg) 1:36:30](http://www.youtube.com/watch?v=-QFHIoCo-Ko&pp=ugUEEgJlbg%3D%3D) ![Image 44](http://www.youtube.com/watch?v=cVzf49yg0D8) ![Image 45](http://www.youtube.com/watch?v=cVzf49yg0D8) ### [Full Walkthrough: Workflow for AI Coding — Matt Pocock](http://www.youtube.com/watch?v=-QFHIoCo-Ko&pp=ugUEEgJlbg%3D%3D) AI Engineer and Matt Pocock 252K 6d ago New [![Image 46](https://i.ytimg.com/vi/nWzXyjXCoCE/hqdefault.jpg?sqp=-oaymwEmCKgBEF5IWvKriqkDGQgBFQAAiEIYAdgBAeIBCggYEAIYBjgBQAE=&rs=AOn4CLDi4nt_eXPERfmNcW4S5TIVy4gyXw) 20:33](http://www.youtube.com/watch?v=nWzXyjXCoCE) ![Image 47](http://www.youtube.com/watch?v=cVzf49yg0D8) ### [The Common Architecture Behind Every Agent Harness](http://www.youtube.com/watch?v=nWzXyjXCoCE) Prompt Engineering 2.4K 8h ago New [![Image 48](https://i.ytimg.com/vi/pMjWLDvnApg/hqdefault.jpg?sqp=-oaymwEmCKgBEF5IWvKriqkDGQgBFQAAiEIYAdgBAeIBCggYEAIYBjgBQAE=&rs=AOn4CLCbdu6V3iWFAhdR_OP7KarJBlhTpA) 42:36](http://www.youtube.com/watch?v=pMjWLDvnApg&pp=ugUEEgJlbg%3D%3D) ![Image 49](http://www.youtube.com/watch?v=cVzf49yg0D8) ### [Episode 43: Jensen Huang on Generative Computing, Re-industrialization, & Physical AI](http://www.youtube.com/watch?v=pMjWLDvnApg&pp=ugUEEgJlbg%3D%3D) Special Competitive Studies Project 2.9K 10h ago New [![Image 50](https://i.ytimg.com/vi/2Prxmjy-R0o/hqdefault.jpg?sqp=-oaymwEmCKgBEF5IWvKriqkDGQgBFQAAiEIYAdgBAeIBCggYEAIYBjgBQAE=&rs=AOn4CLD4_lrNWtRhtJVkHxGyaKq7g0VJ4A) 17:15](http://www.youtube.com/watch?v=2Prxmjy-R0o&pp=ugUHEgVlbi1VUw%3D%3D) ![Image 51](http://www.youtube.com/watch?v=cVzf49yg0D8) ### [ANTHROPIC CLAUDE Just admitted everything - 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