I write about data, AI and innovation — what I learn transforming organizations.
20 years building systems, leading teams, and working with data in changing environments. At Santander, I drive innovation and better data management; at ITBA, I teach Data Management and coordinate the AI Agent Developer program.
I care about turning technology into solutions that actually work: better-governed data, AI applied with judgment, and teams that can move even when the context changes. I write here about those tests, lessons, and decisions. If that resonates, subscribe below.
§ Recent writing
full archive →- Apr 2026Data
The Data Quality Metrics You're Using Are from 2020. Here's Why Your Pipeline is Broken
Exploring why traditional data quality metrics are insufficient for modern AI applications and suggesting practical steps to improve data quality.
- Apr 2026Data
Why Companies That Implemented Generative AI in 2024 Are Failing in 2026
Most generative AI implementations in enterprises didn't fail because of the technology — they failed because of something more fundamental: data.
- Apr 2026AI
The problem with AI isn't adopting it, it's governing it
Pilots die in the pilot phase. What separates a POC from a productive system is governance of the model, data, and consequences.
- Mar 2026Data
Three years teaching data at ITBA: what changed with LLMs
Teaching data in 2023 was SQL and models. In 2026 it's knowing when not to use an LLM. Notes from a program that gets rewritten every year.
- Feb 2026Innovation
Innovation isn't technology, it's organizational permission
An innovator's most powerful tool isn't what they prototype. It's the political cover they secure before testing it.
One idea a week, no noise.
Every Sunday I write a short note on data, AI and innovation. Things I learn teaching, managing teams, and building. No clickbait, no sponsors.
§ Projects
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Transport companies management
Smart transport operations for ART providers: trips, drivers, billing, and insurer imports in one platform with real-time traceability.
Medical centers management
End-to-end management system for medical centers: appointments, clinical records, insurance billing, services, and operational reporting.
Payroll Laravel
End-to-end payroll and HR system for a medical center. Salary calculations, payslips, vacations, leave, and accounting reports. Three years in production.
Cupon3D / NextCupon
E-commerce for discount coupons and products. Frontend, backend, payment gateway, admin panel, and in-store coupon validation system.
Applied AI, with data and governance.
I help companies move from AI pilots to usable solutions: private RAG, agents over internal documentation, process automation, and governance criteria to operate with confidence in regulated environments.