I will build a rag pipeline for your nestjs, python or java backend

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Muhammad N

About this gig

Backend engineer with hands-on production experience building RAG pipelines (document embeddings + chat completions with OpenAI) inside a NestJS monorepo, including multi-tenant data isolation. I handle the tricky parts chunking/embedding strategy, retrieval tuning, token-limit and model-compatibility issues, and wiring it cleanly into your existing API. Good fit if you want to add "chat with your docs" or AI search to an existing product.

Get to know Muhammad N

Muhammad N

Principal Software Engineer

  • FromPakistan
  • Member sinceNov 2015
  • Avg. response time4 hours
  • Languages

    Urdu, Sindhi, English, Hindi, Punjabi
I am a Principal Software Engineer with 10+ years of experience building and scaling distributed systems and high-throughput backend platforms. I specialize in designing cloud-native microservices using Java, Node.js, and Kubernetes, recently scaling APIs from 10 to over 1000 requests per second.