Carlo Ceriotti·Sep 25Building the Cheapest Gym Meal Plan With Linear ProgrammingOr: how constraints cut a shape in space — and why the best cart sits on a corner
Carlo Ceriotti·Sep 17I used a data lake to understand my Shopify e-commerce product marginsHow I turned messy Shopify exports and product costs into clear margin answers — without Excel spreadsheets.
Carlo Ceriotti·Sep 1I built a team of AI Agents that research together — with observability and quality gatesTools used:
Carlo Ceriotti·Aug 2What does it actually mean when people say “AI agents work together as a team”?First part: for non-technical people, followed by a technical walkthrough of a real multi-agent system built with LangGraph.
Carlo Ceriotti·Jul 28QLoRA fine-tuning for beginners: How I taught a tiny AI to read movie reviews (without a fancy…Here we will explain what it means “fine-tuning a LLM model” — no technical background required
Carlo Ceriotti·Jul 28Come abbiamo costruito un sistema che prevede quali dipendenti stanno per lasciare un’aziendaE perché la tecnologia dietro conta più della previsione stessa
Carlo Ceriotti·Jul 24How We Built a System That Predicts Which Employees Are About to QuitAnd why the technology behind it matters more than the prediction itself
Carlo Ceriotti·Jul 24Building a Production-Grade MLOps Platform for Employee Attrition PredictionFrom raw data to a live prediction API — with Airflow, Feast, MLflow, DVC, and FastAPI
Carlo Ceriotti·Jul 17Del Notebook a Producción: Construyendo una Plataforma MLOps Self-Healing desde CeroCómo construí un sistema MLOps end-to-end que se monitorea solo, detecta data drift y se vuelve a entrenar automáticamente — usando una…