Hi there! 👋 I'm Giuseppe an AI Engineer focused on building LLM-based systems for retrieval, structured reasoning, and production deployment.
I currently work on AI systems used in operational environments, including projects connected to public healthcare organizations and the Italian Air Force Academy.
My work spans multi-agent architectures, Retrieval-Augmented Generation (RAG), structured query generation across SQL, graph databases (Cypher), and semantic ontologies systems (SPARQL), as well as model adaptation through fine-tuning, reinforcement learning, and knowledge distillation.
I have experience developing and deploying AI systems using frameworks such as LangGraph and LangChain, with a strong focus on scalability, reliability, and system behavior under real constraints.
On the infrastructure side, I’ve worked with multi-GPU on-premise environments (H100, L40S), inference serving with vLLM and Unsloth, vector databases such as FAISS and Chroma, graph databases like Neo4j, and REST APIs built with FastAPI. I also have experience working with AWS-based cloud systems.
- Constrained Decoding VLM — Constrained decoding with grammars & VLMs
- CVRP Solver — Hybrid GA for CVRP with Numba + React dashboard
- GRPO Strict Code Generation — RL-based LLM alignment for strict JSON/code generation
- Image Enhancement — Advanced image quality improvement
- Warehouse Swarm Intelligence System — Multi-agent warehouse optimization
- An AI to conquer the world (I'm joking... maybe)
- Survive
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