
LangSmith BYOC enables enterprises to deploy LangSmith in their own AWS account and VPC, ensuring secure data storage and management while allowing LangChain to handle operational tasks like monitoring, scaling, and cluster lifecycle management. This model supports regulatory compliance and data governance by keeping sensitive data within the customer's environment, and it is available in 15 AWS regions with features like multi-AZ RDS and ElastiCache for reliability.
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.

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.

We benchmarked NVIDIA NeMo Switchyard on 145 agent tasks. Only 7% of turns needed a frontier model, and routing cut cost 74% for six points of accuracy.
