
LangChain Labs partnered with Fireworks to develop a Trace Judge using the Qwen model, achieving high performance at lower cost. The model demonstrated strong generalization across datasets, with fine-tuned versions outperforming frontier models. Future work aims to enhance continual learning and create specialized models for trace understanding, while open models have become cost-effective classifiers.
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.
