Stateful agent orchestration framework from LangChain supporting graph workflows and durable execution.
Amazon Bedrock AgentCore has launched a Web Search API that lets agents fetch current web results with title, URL, publication date and query-relevant extracts in a single call, served entirely from an Amazon-operated index rather than a third-party search engine. It supports domain include/exclude filters and publication-date ranges, and can be paired with LangGraph to build production workflows such as daily dependency watchers.
Workday built an internal agent developer platform on LangGraph for orchestration and LangSmith for tracing, observability and evals, running production AI agents on its own infrastructure. A four-person team delivered it under some of the strictest security, audit and data governance constraints in enterprise software, targeting agents in production by end-2026.
Stripe built Kai, a company-wide productivity agent, in one week on LangChain/LangGraph and the open-source Deep Agents harness, serving as the core of its Knowledge AI Platform. The case shows that the real bottleneck for in-house agent orchestration is not internal infrastructure integration but building a reliable production-grade agent harness.