
The LangChain Team has released a hosted, open-source service for extracting structured data from unstructured sources, allowing users to experiment with tools and workflows. It supports PDF, HTML, and text, enables custom schemas, and provides a LangServe endpoint for integration. The service demonstrates financial data extraction from a public company earnings call, highlighting its ability to handle complex data structures and improve accuracy through examples.
Managed Deep Agents gives developers a managed way to build, run, and deploy Deep Agents with built-in runtime, streaming, sandboxes, evals, memory, and auth.

LangSmith Bring Your Own Cloud is now generally available on AWS, giving Enterprise teams managed observability, evaluation, and deployment inside their own VPC.

Learn what AI agents are, how they work in an LLM loop, and where workflows fit so you can build reliable, production-ready autonomous systems.
