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Promise.all

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12:39
2026-07-07
dev.to
large-language-models

Building a Four-Tier Parallel RAG Pipeline with Gemini

BotForge, an AI no-code chatbot platform, built a four-tier parallel RAG pipeline using Gemini's gemini-embedding-2 model to handle messy user queries. The system runs semantic search, MongoDB full-te…

// co-occurs with top 6 entities
BotForge 1 Gemini 1 MongoDB Atlas 1 Levenshtein distance 1 cosine similarity 1 gemini-embedding-2 1