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Harrison Chase, Brace Sproul, and Caroline di Vittorio kicked off Day 2 of Interrupt 26 with an inside look at where AI agents are headed, the unveiling of LangChain Labs, as well as the latest features in LangSmith Fleet. 0:00 Welcome & Shoutouts 0:29 Setting the Stage: Imagining Interrupt 2027 1:22 Two Types of Agents: Long-Horizon vs. Customer Experience 2:42 The Future of Voice Agents 3:58 Why Every Agent Needs a Sandbox 4:47 The Rise of Open-Source Models 6:01 Agent Identity & Auth Patterns 7:26 Continual Learning: Model, Harness & Context Layers 10:42 Announcing LangChain Labs 11:00 Updates to LangSmith Fleet 12:39 How LangChain Builds Agents Internally 13:40 Fleet Demo: Go-to-Market Agent 19:05 Fleet Features: Tools, Channels, Governance 21:28 Closing Extra resources: • Everything we shipped at Interrupt: https://www.langchain.com/blog/interrupt-2026-overview • Meet LangSmith Engine: https://www.langchain.com/blog/introducing-langsmith-engine • About LangChain: https://www.langchain.com/