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Fugant1/README.md

👨‍💻 AI/ML Engineer | Data Scientist | Julio Fuganti

👋 Hello!

I build AI-powered backend systems and LLM applications, with experience spanning RAG pipelines, multi-agent workflows, NLP, and cloud infrastructure.

My work focuses on turning research-driven AI ideas into reliable products, including fraud detection systems, enterprise messaging platforms, and Text-to-SQL agents. I’ve worked across both startup and research environments, contributing to deployed systems as well as published NLP research accepted at SemEval 2026 (ACL Workshop).


🚀 At a Glance

  • 💼 Current: AI Engineer @ EstateBotics & Co-Founder @ Remy.AI
  • 🎓 Education: Data Science at University of São Paulo (USP) & Harvard Computer Science in Brazil at Fundação Estudar.
  • 🛡️ Focus: Architecting scalable RAG pipelines, NLP agents, and production-grade ML systems.

🏗️ Key Projects

  • Remy.AI – Real-time fraud detection chatbot for WhatsApp & Telegram using NLP and LLMs.
  • TextToInsight - Text-To-SQL library with a next step of insight, include GraphRAG pipelines to filter Schema databases and rn aim to Host local models to achieve big results at low costs.
  • Unfaker – Chrome extension for fake news detection using Transformers.
  • ML-TutorBot – Multilingual RAG tutor with code interpretation; reduced learning time by ~20%.
  • ML Model Factory – Automated MLOps pipeline using MLflow & Docker; reduced Data Scientist setup time by 33%.

🛠️ Tech Stack

  • Core: Python, C++, R, Java, C, Javascript
  • AI, NLP & ML: LangGraph, LangChain, Transformers, PyTorch, RAG, OpenAI/Gemini APIs, TensorFlow, Scikit-learn, PEFT, TRL, vLLM, Unsloth, HuggingFace
  • Ops & Cloud: Docker, MLflow, AWS, Azure, FastAPI
  • Databases: SQL (PostgreSQL, MySQL), NoSQL (DynamoDB, SQLite)

📫 Contact

LinkedIn 📧 juliocesarfuganti@gmail.com

Pinned Loading

  1. ML-TutorBot ML-TutorBot Public

    ML TutorBot is a multilingual, AI-powered Data Science & Machine Learning tutor. It helps users understand ML/DS concepts, libraries, and techniques in a conversational way, using Retrieval-Augment…

    Python

  2. Unfaker Unfaker Public

    Unfaker is an open-source Chrome extension and API designed to detect fake news in social media posts

    Python 2

  3. ml-model-factory ml-model-factory Public

    Automated ML pipeline

    Jupyter Notebook 2

  4. AnalyPrevMilk AnalyPrevMilk Public

    Analysis and previsions based in a database of the milk market

    Jupyter Notebook

  5. statistical-analysis-ENEM-grades statistical-analysis-ENEM-grades Public

    Análise estatística completa do dataset de notas do ENEM no ano de 2018

    Jupyter Notebook

  6. AgentSwarm AgentSwarm Public

    Agent Swarm: Multi-Agent LLM System

    Python