A developer benchmarked Voyage 4, Cohere Embed v4, and NVIDIA Nemotron 3 Embed for production RAG, concluding that the models' published scores are not directly comparable because Nemotron's figures c…
A developer built Chez Robot, a recipe assistant agent that uses MongoDB's native Vector Search to handle both semantic retrieval and persistent agent memory, avoiding a separate vector store. The tut…
Voyage AI released the Rerank 3 series, comprising rerank-3 and rerank-3-lite, which outperform Cohere Rerank v4.0 Pro by 2.72% and 2.23% respectively across 95 retrieval datasets at the same price as…
Voyage AI by MongoDB's Rerank 3 and Rerank 3 Lite are now available on Vercel's AI Gateway, callable as `voyage/rerank-3` and `voyage/rerank-3-lite`. Both reranking models reorder search results by re…
A developer built a complete retrieval-augmented generation (RAG) pipeline in TypeScript without using frameworks like LangChain or LlamaIndex, totaling about 200 lines across six files. The pipeline …
Voyage AI released voyage-code-4, a code embedding model for coding agents, which outperforms Cohere Embed v4 and Gemini Embedding 2 by an average of 28.25% and 31.03% on a new agentic code retrieval …
Voyage AI released the Voyage 4 model family, including voyage-4-large, voyage-4, voyage-4-lite, and the open-weight voyage-4-nano, featuring industry-first shared embedding spaces that allow mixing m…
MongoDB released a tutorial and demo for building an agentic event venue operator using MongoDB Atlas, Voyage AI embeddings, and LangGraph, featuring a fictional tennis tournament scenario where the a…
A developer built a vibe-based music recommender using MongoDB Vector Search and Voyage AI. The app takes natural-language descriptions like 'upbeat road trip with the windows down' and returns songs …
Qdrant has vectorized 33.7 million Ukrainian court decisions from the Unified State Register of Court Decisions using Voyage AI's voyage-3.5 embedding model. The system, running on a dedicated EC2 ins…
MongoDB has introduced a native reranking capability for its Atlas database platform, currently in public preview and powered by Voyage AI, to help enterprises improve AI retrieval quality without add…
MongoDB has evolved from a simple JSON document store into a full-featured database platform that natively supports ACID transactions, aggregation pipelines, time-series data, geospatial queries, full…
MongoDB has released new Atlas and Voyage AI extensions for the Dify platform, enabling developers and no-code builders to visually compose AI workflows that connect directly to MongoDB data. The exte…