Luca
Repupilli

Bachelor's Thesis · University of Camerino

• Built a conversational multi-agent assistant that lets researchers drive six heterogeneous RNA-analysis command-line tools through plain natural language, removing the need to learn each tool's formats and options.
• Designed a supervisor-worker architecture in LangGraph that interprets a request, routes it to the right specialized agent, and chains tools into multi-step pipelines when a task depends on previous output.
• Implemented a RAG layer over a documentation knowledge base (ChromaDB + embeddings) to answer questions about the tools and the PhyloRNA taxonomy database.
• Made the system declaratively extensible (a new tool takes four localized steps, no changes to the graph or shared state), packaged it with Docker, and wrote a pytest suite with LLM calls mocked for deterministic tests.

• Python
• LangChain
• LangGraph
• ChromaDB
• Streamlit
• Pydantic
• pytest
• Docker

LLM Content-Automation Workflow · KreaSistemi Internship

• Built an agentic workflow that turns a short Telegram chat into a publish-ready blog article: SEO-optimized, human-sounding copy plus a matching cover image generated with FLUX.
• Added a human-in-the-loop review over Telegram before publishing content as a WordPress draft.

• n8n
• LLM agents
• Telegram Bot
• FLUX
• WordPress

Hackathon Management REST Backend · Team Project, UNICAM

• Developed a RESTful backend covering the full hackathon lifecycle (events, teams, submissions, evaluations, reports, support requests) with a layered architecture (7 REST controllers), stateless JWT authentication, role-based access, and OpenAPI / Swagger documentation.
• Applied classic design patterns (Adapter, Builder, Strategy, Unit of Work) and covered business logic with JUnit / Mockito tests.
• Delivered as a team project: designed all UML diagrams (Visual Paradigm) and implemented the core modules and functionality, collaborating closely with teammates to keep the codebase consistent.

• Java 21
• Spring Boot
• JWT
• OpenAPI/Swagger
• JPA/Hibernate
• JUnit
• Mockito
• Gradle
• Visual Paradigm

University Project · UNICAM

• Built a Web API with JWT-secured operations for books, categories, and users, and filtered, paginated search (by category, title, author, publication date) over a layered, multi-project solution.

• C#
• ASP.NET Core
• Entity Framework Core
• SQL
• Swagger
• JWT

Personal Budget Desktop App · UNICAM

• Built a desktop application for personal budget management with a JavaFX interface and a JPA / Hibernate + embedded H2 persistence layer.

• Java
• JavaFX
• JPA / Hibernate
• H2
• Gradle
• Lombok

Embedded Alarm System · UNICAM

• Designed an alarm control unit using a finite-state-machine architecture and interrupt-driven programming with direct register manipulation for low-level hardware control (simulated on the Wokwi platform).

• Arduino
• C++
• Wokwi