Secondary coverage (July 17, 2026): Nemotron3Embed for production RAG, agentic/code retrieval, agent memory. Three checkpoints under OpenMDW-1.1; bidirectional transformer encoder; 34 languages; 32k context. Tiered RAG strategy suggested: 1B-NVFP4 high-capacity recall + 8B hard queries.