Blog
An Agentic Alternative to GraphRAG
A Metadata Search Tool for agents that achieves GraphRAG-like reference traversal without the architectural complexity — no static graphs, no heuristic pipelines.
Open-Sourcing Reranker v2
State-of-the-art, cost-effective, instruction-following, multilingual family of rerankers — open-sourced in three sizes with quantized variants.
Open-Sourcing the Best Local Text-to-SQL System
The best fully-local Text-to-SQL solution on the BIRD benchmark. Lessons on context engineering and inference-time scaling for structured data retrieval.
Introducing the World's First Instruction-Following Reranker
The first reranker that can follow custom instructions about how to rank retrievals — state-of-the-art on BEIR with or without instructions.