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 →- May 2026Data
Why MCP Servers Are Going to Kill Traditional Data Pipelines (And That's a Good Thing)
MCP servers are replacing traditional data pipelines for real-time, context-aware applications. Learn why latency, rigidity, and maintenance costs make Airflow-style orchestration obsolete for AI agents while batch processing remains essential.
- May 2026Innovation
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El Model Context Protocol (MCP) no es solo una moda: está redefiniendo cómo las startups diseñan sus sistemas de IA. Entendé qué cambia y por qué importa elegir bien el protocolo desde el día uno.
- 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.
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
see all →
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.