Q2 2026 Open-Source Embedding Models Benchmark: BGE, GTE, E5, Stella, Nomic Posted by By MPRAUTO MPRAUTO May 16, 2026Posted inAINo Comments Q2 2026 open-source embedding models benchmarked — BGE-M3, GTE-Qwen2, E5-Mistral, Stella, Nomic on MTEB plus latency, memory, and industrial retrieval tasks.
GraphRAG Architecture Patterns: Building Knowledge-Graph-Enhanced Retrieval for Enterprise LLM Applications Posted by By MPRAUTO MPRAUTO April 16, 2026Posted inAINo Comments Deep-dive into GraphRAG architecture patterns — knowledge graph construction, community detection, graph-enhanced retrieval, and when GraphRAG outperforms naive vector RAG. Benchmarks and trade-offs.
Agentic RAG Architecture Patterns: When Plain RAG Is Not Enough Posted by By MPRAUTO MPRAUTO April 16, 2026Posted inAINo Comments Four agentic RAG patterns — planner-retriever, router, graph-RAG agent, reflective RAG. When each is worth it and the failure modes each introduces.