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AI EngineeringJune 15, 20257 min read

Designing Resilient RAG Pipelines: Hybrid Keyword & Vector Retrieval

How to engineer deterministic retrieval-augmented generation systems combining dense vector embeddings with sparse keyword search and JSON schema enforcement.

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Aditya Kumar
Full-Stack Engineer & AI Systems Developer • blog.adityaguptareal.com
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Read the Complete Deep Dive on Aditya's Engineering Blog

This comprehensive architecture breakdown is published on blog.adityaguptareal.com. It contains detailed code implementations, architectural benchmarks, and production-tested patterns.

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AI Engineering & Agentic Systems

Production blueprints for AI systems: Building agentic loops with LangChain/LangGraph, Model Context Protocol (MCP) tool calling, and deterministic LLM orchestration.

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Side-by-side technical trade-offs between frameworks, protocols, and message queues.

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#RAG#Vector Search#MongoDB Atlas#LLMs