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muhtello/README.md

Hi, I'm Muhanad — AI Engineer specializing in Generative AI & RAG

I build LLM applications — retrieval-augmented generation, agentic workflows, and production AI systems — backed by 10+ years of experience keeping production systems reliable in enterprise IT. That combination is the throughline of my work: I don't just prototype AI features, I think about what breaks them in production and how to debug it.

Currently deepening this through Ironhack's AI Engineering Bootcamp, where I built streamTube. Since August 2025 I've also been building and shipping Mnemova, a live AI-assisted learning app, as founder and sole developer.


🔭 Featured projects

streamTube — Multimodal RAG video assistant. Answers natural-language questions about any YouTube video by combining timestamped audio transcription, vision-based frame captioning, and OCR — every answer is grounded with clickable timestamp citations, and it explicitly says "not covered" instead of hallucinating when the video doesn't have the answer. Python · FastAPI · LangChain · LangGraph · ChromaDB · faster-whisper · React/TypeScript

Mnemova — AI-assisted spaced-repetition learning platform I founded and built. Converts raw notes into flashcards and other exercise types using a deterministic SM-2 scheduling engine plus an AI generation layer, with an offline-first data layer and bidirectional Supabase sync across web and mobile. TypeScript · Next.js · Supabase


🛠️ Technical toolkit

Python TypeScript JavaScript SQLLangChain LangGraph OpenAI API Anthropic API Hugging Face Transformers PyTorchChromaDB Vector Search & Embeddings RAG PipelinesFastAPI React Next.js SupabaseGit Linux Docker

🧭 Background

10+ years in enterprise IT — root-cause analysis, API troubleshooting, ITIL-aligned incident management, production-system reliability — most recently at Infosys Germany. That operational discipline is what I bring to building AI systems that hold up outside a demo.

📫 Reach me

LinkedIn · muhtello@gmail.com · mnemova.com

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  1. internal-knowledge-assistant internal-knowledge-assistant Public

    RAG assistant that answers employee questions from internal company documents (HR, Finance, IT, Legal, Sales) using LangChain, OpenAI embeddings, and a Chroma vector store — grounded answers only, …

    Python

  2. Mini-Project-AI-Travel-Advisor Mini-Project-AI-Travel-Advisor Public

    Conversational AI travel-planning chatbot built with Streamlit and the OpenAI API — gathers trip details through follow-up questions and generates a full itinerary with budget estimate.

    Python

  3. mnemova-shared mnemova-shared Public

    TypeScript

  4. myportfolio myportfolio Public

    Personal portfolio site — AI Engineer positioning, project highlights, and CV download.

    HTML

  5. NLP-automated-customers-reviews NLP-automated-customers-reviews Public

    NLP system for Amazon reviews: sentiment classification, product-category clustering, and AI-generated summaries, served through a FastAPI backend and a Next.js dashboard.

    Jupyter Notebook

  6. Multimodal-AI-Assistant/streamTube Multimodal-AI-Assistant/streamTube Public

    Multimodal RAG chatbot that answers questions about any YouTube video by combining audio transcription, vision frame captioning, and OCR — grounded with clickable timestamp citations.

    Python