Pulpo Oposiciones
An AI-assisted learning platform, from source documents to reviewed study material.

I'm a technical lead working across data, solution architecture, and applied AI. This is where I share what I build, the decisions behind it, and what I learn along the way.
A design boundary from the NetWorthAI prototype.
What a learning product asks of AI-generated content.
Why I am starting this collection of projects and notes.
My path has taken me from civil engineering and mobility analytics to technical leadership and independent product development. The constant is an interest in how things work, and how to make them work better.
A little more about me