
SmithDB's inverted index is optimized for handling large, deeply nested JSON documents by using a byte-budgeted row group structure and efficient encoding techniques like FST, allowing for fast query performance and reduced latency. It addresses challenges such as varying term frequencies and different query modalities, ensuring efficiency even with high-frequency terms. The index leverages Vortex for storage and supports direct access to row positions, enhancing performance through coalesced I/O requests.
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.
