Airtop browser automation subgraphs

What was done

Airtop built cloud browser automation APIs for agents that need to interact with authenticated websites, forms, and web interfaces through natural-language commands. LangChain gives the team model interoperability, while LangGraph lets Airtop organize individual browser automations as subgraphs and validate agent steps as they click, type, and extract data. LangSmith supports prompt debugging, customer-ticket investigation, and parallel model testing for real-world web automation scenarios.

Stack