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IvanNece/README.md

Hi there, I'm Ivan Necerini 👋

🤖 AI Engineer | 🎓 M.Sc. in Computer Engineering (AI & Robotics) @PoliTo

Building intelligent automation through LLMs, RAG architectures, and multi-agent workflows designed to orchestrate complex processes and enable real-world impact.

🏋️‍♂️ Streetlifting & Calisthenics coach — National & international coach and athlete | @calisthenics_florence

📍 Italy (Florence → Turin)

📧 ivan.necerini@gmail.com

LinkedIn Instagram


🔬 What I Do

I design and build AI systems powered by LLMs, RAG architectures, and multi-agent workflows to automate complex processes. My focus is on developing systems that can reason, coordinate, and execute tasks—enabling intelligent automation in real-world environments where theory meets practice.

Working at the intersection of Artificial Intelligence, multi-agent systems, and computer vision, I build software that scales processes and supports intelligent decision-making across organizations.


🛠️ Technical Focus Areas

  • 🤖 LLMs & Generative AI — RAG systems, agentic workflows, AI pipelines
  • 🔗 Multi-Agent Systems — Process automation, orchestration & coordination (LangSuite, n8n, LangGraph)
  • ⚙️ AI for Business Process Automation & Optimization — Intelligent workflow design and orchestration
  • 👁️ Computer Vision & Multimedia AI — Vision-based applications and intelligent media processing
  • 🦾 Robot Learning & Autonomous Systems — Robotics, reinforcement learning, autonomous vehicles
  • 🌐 Web Development — Full-stack applications supporting AI systems

💡 Philosophy

I bring the same discipline, precision, and iterative mindset from competitive sport into every project. Whether architecting AI systems or coaching athletes, it's about consistent optimization and excellence.


🛠️ Tech Stack

Languages

Python JavaScript Rust C C++ HTML5 CSS3 LaTeX Markdown

AI, ML & Agentic Automation

PyTorch Hugging Face LangChain LangGraph LangSmith n8n scikit-learn NumPy Matplotlib

Frameworks & Libraries

React Django Node.js Bootstrap ROS

Engineering & Simulation

MATLAB Simulink

Databases

SQLite Supabase

Tools & Platforms

Linux Git GitHub Arduino Notion


Pinned Loading

  1. Multi-Agent-Architectures-for-LLM-Based-Code-Generation Multi-Agent-Architectures-for-LLM-Based-Code-Generation Public

    Systematic empirical comparison of Multi-Agent Systems (MAS) (LangGraph) for automated code generation using Large Language Models. We evaluate complex agentic pipelines that mimic real-world softw…

    Jupyter Notebook

  2. Detection-of-Anomalies-with-Localization Detection-of-Anomalies-with-Localization Public

    A Comparative Study of PatchCore and PaDiM under Clean and Shifted Domains (MVtecAD dataset)

    Jupyter Notebook 1

  3. Sim2real-domain-randomization Sim2real-domain-randomization Public

    Exploreing domain randomization techniques to improve the robustness of reinforcement learning (RL) policies for sim-to-real transfer. The study focuses on environments like Hopper and Walker2d fro…

    Jupyter Notebook

  4. Streetlifting-RefereeAI Streetlifting-RefereeAI Public

    Software to check the validity of a streetlifting / powerlifting lifts with computer vision. My aim is to help the VAR system in international competitions.

    Python 1

  5. Text-chat-app Text-chat-app Public

    Ruggine is a cross-platform chat application written entirely in Rust, featuring: A multi-threaded TCP server managing client connections. A desktop GUI client using the iced crate A shared protoco…

    Rust

  6. Guess-the-sentence Guess-the-sentence Public

    Full stack web app (guess the sentence game)

    JavaScript