Data Scientist @ Extendi · AI Architecture & Agentic Systems

Luca Flammia,
PhD

Data Scientist @ Extendi | Specializing in AI Architecture & Agentic Systems

Data Scientist focused on AI architecture and production ML engineering. Day-to-day work: data lifecycle management, model training, validation, and enterprise deployment. AI Architecture is the engineering methodology around those models. Speaker and educator on agentic systems.

Background

From quantum research
to enterprise ML engineering

I hold a joint international PhD in Theoretical and Computational Physics from the University of Antwerp (Belgium) and the University of Camerino (Italy), awarded in 2018. My doctoral research focused on emergent phenomena in quantum-confined nanostructured superconductors — involving large-scale HPC simulations, peer-reviewed publications, and international conference presentations.

Today I work as a Senior Data Scientist at Extendi, managing full ML model lifecycles in enterprise environments: data curation, training, validation, and production deployment on AWS and Azure. AI Architecture is the engineering methodology I apply around those models — event-driven flows, agentic orchestration, and the Model Context Protocol.

Academic

PhD Computational Physics · Joint Antwerp + Camerino · 2014–2018

MSc Theoretical Physics · University of Modena · 2010–2013

Current Role

Active

Senior Data Scientist · Extendi · 2022–present

NLP & LLM Systems · Enterprise ML Deployment

Data Scientist · Multitraccia · 2021–2022

Software Developer · Energee3 · 2018–2021

Off-Hours Educational Activities

AI Instructor · Agentic Systems & MCP · Fargin Academy · 2025–present

Technical Speaker · ML Modena Meetup · 2025–present

−15%

Route optimization for healthcare logistics with Google OR-Tools

+300%

Synthetic training dataset expansion (Llama 3 + Mixtral 8x7B) preserving label distribution

99%

Patient coverage within 3 days with priority-queue scheduling (vs. 87% baseline)

AI & LLM Systems

  • Agentic workflow design (MCP)
  • LLM fine-tuning (Llama 3, Mixtral, GPT)
  • Synthetic data generation
  • RAG and vector search
  • Production-grade NLP pipelines

Engineering & Cloud

  • Python, Ruby, FastAPI, Rails
  • AWS, Azure (ML services)
  • MySQL, PostgreSQL
  • Optimization algorithms (OR-Tools)
  • CI/CD, Agile/Scrum

Domain Verticals

  • Enterprise AI — Compliance & Security (AI Act / DORA)
  • Media Tech — Audience Intelligence & Engagement
  • Industry 4.0 — Predictive Maintenance & Analytics
  • Logistics — Supply Chain & Operational Optimization
Contact

Let's Talk AI

Open to technical conversations on agentic systems, enterprise ML architecture, and production model engineering. Available as a speaker for meetups and conferences on applied AI.

Data Scientist @ Extendi. Educator and speaker on AI Architecture in my spare time.

Location

Modena, Italy
Available remotely

Technical Focus

Enterprise AI,
LLM Systems, MCP

Contact

luca.flammia@gmail.com
LinkedIn  ·  GitHub