VultronRetriever takes on-device RAG to the MTEB top
Running fully offline on an iPhone, the 8B VultronRetriever embedding model tops the MTEB leaderboard for on-device RAG.
7 stories tagged rag.
Running fully offline on an iPhone, the 8B VultronRetriever embedding model tops the MTEB leaderboard for on-device RAG.
Spring AI 2.0 is a sturdier Java AI stack: Boot 4.1, MCP, unified tool loops, and 4 Cosmos DB modules now matter for agents.
Agentic clinical RAG accepted 96.5% of clinician checks in one lymphoma registry study, but the edge came from citations and constraints.
Diversifying the first query adds 5 to 7 pass@4 points: DivInit seeds agentic search without any training.
Cortex Agents let you build an AI agent that reasons across structured tables, unstructured documents, and custom tools inside Snowflake. It orchestrates a plan-act-reflect loop, and the bill is the sum of four meters you need to watch.
Snowflake's Cortex Search runs managed hybrid search for RAG without a vector database, but its several meters bill serving compute even when idle.
Amazon says revising labels before grading lifted expert accuracy from 60.8 to 90.9 percent. Audit then score turns AI ground truth into a process.