I will build a multi source ai rag chatbot

M
mohammadaminb
M
mohammadaminb
Amin bm
Sommige informatie wordt in het Engels weergegeven.
build a multi source ai rag chatbot
build a multi source ai rag chatbot
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Volledig scherm
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build a multi source ai rag chatbotbuild a multi source ai rag chatbotbuild a multi source ai rag chatbotbuild a multi source ai rag chatbot

Over deze dienst

Build a RAG system that searches documents, databases, and multiple websites with traceable citations.


I build multi source retrieval for internal knowledge, research, and AI search using private files, databases, and approved websites.


Basic: keyword RAG for one agreed data source.

Standard: hybrid vector and keyword retrieval with weighted RRF, database integration, and a UI or API.

Premium: deployed multi source hybrid RAG across files, databases, and approved websites, with deduplication, updates, evaluation, documentation, and handoff.


My live 37000 line backend discovers, reads, caches, and searches multiple web sources. Canonical source IDs, content hashes, and near duplicate detection prevent repeated storage. Lexical and vector results are deduplicated and fused with weighted RRF.


I also built md for AI, an open source pipeline for cleaning, structuring, chunking, and preserving attribution in book scale content.


OCR, scan cleanup, advanced corpus preparation, complex layouts, live crawling, and scheduled updates are quoted after inspection.


Message me before ordering Standard or Premium with your sources, preferred interface, and five real questions.

  • AI engine

    • ChatGPT
    • Claude
    • Gemini
    • Meta Llama
    • Ollama

  • Tools en frameworks

    • LangChain

  • Type AI-oplossing

    • AI-chatbot

  • Doel

    • Klantondersteuning

Maak kennis met Amin bm

Amin bm

Programming and Tech

  • Afkomstig uitVerenigd Koninkrijk
  • Lid sindsaug 2026

  • Talen

    Engels
Python and JavaScript developer specializing in reliable RAG, hybrid search and document processing systems. Translating and studying different languages ​​is my passion, and I have thousands of pages of specialized and general translations. I build complete, tested solutions that turn private documents into searchable knowledge bases. My public work includes a live serverless retrieval backend and md for AI, my own pipeline for cleaning, structuring and chunking books for RAG. I bring a Masters in Economics, strong quantitative reasoning, documented source code and honest project scoping.

Mijn portfolio

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