Senior AI Engineer & Data Scientist · Ferno (VA), Italy

I turn noise into signal and signal into systems

6+ years at Elmec Informatica, from Service Desk to the AI team.

Signal
Measured outcomes
50%
Doc creation time saved
35–40%
Classification savings
1,900+
Monthly interactions
~79
Hours saved / month

Work

In production at Elmec

LLM Gateway

OpenAI-compatible LLM gateway in Go: one API in front of OpenAI, Anthropic, and on-prem models (vLLM, Ollama), with token-level access control, RBAC, budgets, rate limiting, and OpenTelemetry observability, plus a 40-tool MCP admin server. In production at Elmec.

GoEchoPostgreSQLReactOpenTelemetryMCP
35–40%↓ analyst load

Phishing Email Triage

FastAPI service that parses incoming emails and scores phishing risk with an LLM, wired into the cybersecurity team’s ticketing flow. Langfuse-managed prompts, deployed on Kubernetes, and the basis for my public AI & Security talks.

PythonFastAPIOpenAILangfuseKubernetes
up to 50% faster docs

AI Documentation Assistant

LLM workflows for technical authors: validates draft sections against guidelines and offers suggest / rework / extract actions, streamed token-by-token. Structured output via Instructor, prompts in Langfuse, deployed on Kubernetes.

PythonFastAPIInstructorLangfuseKubernetes
personal project · in progress

Generative UI Dashboard

Upload a CSV / Excel / JSON file and get an interactive dashboard: one LLM call maps columns to chart specs, then everything renders deterministically through ECharts templates, with no generated code. Drag-and-drop layout, SSE streaming. Earlier iterations explored agentic generation.

PythonFastAPIPolarsReactECharts
More work
LLM Availability DashboardPython · FastAPI · Agno · WebSockets · Kubernetes
Ticket ClassifierPython · scikit-learn · FastAPI · PostgreSQL~79 h saved / mo
Procedure Knowledge BasePython · FastAPI · OpenAI · Vision LLM
Enterprise Site SearchPython · FastAPI · OpenSearch · Trino · MongoDB · OpenAIwith the Elmec AI team
Conversational AIPython · Pydantic AI · Qdrant · MongoDB · Langfusewith the Elmec AI team
This SiteNext.js · React · TypeScript · Framer Motion · Tailwind

The path

  1. 04/2024 – Present · Brunello (VA)

    AI Engineer & Data Scientist

    Elmec Informatica S.p.A.

    Technical reference for the AI team on LLM, RAG and MLOps; owns the hybrid deployment strategy and observability standard.

    50% Doc creation time saved35–40% Classification savings1,900+ Monthly interactions~79 Hours saved / month
  2. 04/2021 – 04/2024 · Brunello (VA)

    System Engineer & Business Data Analyst

    Elmec Informatica S.p.A.

    Stabilized Windows / Linux, cloud and virtualization; automated ops with Python / PowerShell and pioneered the first ML on ticketing.

  3. 01/2020 – 04/2021 · Brunello (VA)

    Service Desk Specialist

    Elmec Informatica S.p.A.

    L1/L2 incident and escalation management with ITSM: the foundation of technical analysis and communication.

Capabilities

I don’t just use the stack — I set the standards the team builds on.

Generative AI & LLM

Core · daily driver

LLMs · Generative AI · RAG · Agentic AI · Agent Orchestration · Prompt Engineering · LLM-as-a-Judge · Responsible AI · Conversational AI · Intent Detection

LLM Providers & Deployment

In-depth focus · cloud & on-prem

OpenAI · Azure OpenAI · Anthropic · vLLM (focus) · LocalAI · LM Studio · Ollama

MLOps & Observability

Production discipline

Langfuse · MLOps pipelines · Experiment Tracking · CI/CD for ML · Model Monitoring

Vector Databases & Search

Retrieval layer

Qdrant (cert) · ChromaDB · LanceDB · OpenSearch · Hybrid Search · Re-ranking

Frameworks & Programming

Daily tools

Python · LangChain · LlamaIndex · HuggingFace · Transformers · FastAPI · Flask · Gradio · Pydantic AI · Agno · React · SQL · PowerShell · Bash

Data Science & Visualization

Foundations

NLP · Predictive Modeling · Classification · Automated EDA · ECharts · Plotly · Qlik Sense · Matplotlib · Seaborn

Cloud, DevOps & Infrastructure

Infrastructure

AWS · Azure · Docker · Kubernetes · Git · VMware · Hyper-V · Linux · Windows Server

Recognition & Credentials

Talks — 7 (1 external)

AI & Automation Training Programongoing2026
RAG & Prompt Engineering for Enterprise AI Solutions2025
AI & Security: Tools for Attackers and Defendersexternal · ATED2025
AI & Security: Tools for Attackers and Defenders2025
AI to Support the End User2025
Introduction to Generative AI: LLMs, RAG and Prompt Engineering2024
Scripting for Data Extraction and Manipulation2023

Certifications

NVIDIA-Certified Associate: AI Infrastructure and Operations11/2025
Qdrant Essentials Certification01/2026

Education

Data Science & AISelf-Study · Specialist courses on DeepLearning.AI, Coursera, O'Reilly: ML, DL, NLP, MLOps, LLMs, agentic systems · External validation via vendor-neutral certifications (NVIDIA, Qdrant, HuggingFace)2020 – Present
B.Sc. Computer Science (interrupted)Università degli Studi di Milano · Path interrupted by deliberate choice to specialize in Data Science & AI through targeted training and enterprise application; the 2020-onwards career trajectory confirms the coherence of that choice. · Foundation acquired: programming, algorithms, databases, software engineering, statistics2018 – 2022
Scientific High School DiplomaLiceo Scientifico Statale Arturo Tosi · Grade: 78/1002013 – 2018

Let’s connect

Let’s turn your noise into signal.

Open to conversations about production AI, LLMs, and MLOps. Reach me on LinkedIn.

LinkedIn