Managed Deep Agents and LLM Gateway entered public beta this month. LangChain also released Deep Agents v0.7 and Tuned Evaluators to refine agentic performance. AWS users can now utilize Bring Your Own Cloud for better data control. These updates simplify the deployment of complex autonomous workflows for developers building production-grade AI systems.