Amit Upadhyay

@amitupadhyay-ai

Building production AI systems with Azure, .NET, RAG, and LLM architecture.

Joined June 2026

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Senior Software Engineer and AI Systems Architect building production-grade AI systems with Azure, .NET, RAG, LLM orchestration, and distributed architecture. I share practical AI engineering notes, system design breakdowns, and real implementation lessons. Full deep-dive articles: https://www.aiwisdom.dev/

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AUAmit Upadhyayaiwisdom.hashnode.devJun 13 · 1 min read

Most RAG Systems Don’t Fail Because of the LLM

Most RAG systems do not fail because the model is weak. They fail because the retrieval layer is under-designed. A demo RAG pipeline can work with a simple flow: Upload documents Split them into chu

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Amit Upadhyay

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Amit Upadhyay's blogs

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Most RAG Systems Don’t Fail Because of the LLM

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Amit Upadhyay

About

Available for

Amit Upadhyay's blogs

Recently published

Most RAG Systems Don’t Fail Because of the LLM