Automation and integration
n8n workflows, webhooks, REST APIs and local LLMs with Ollama to replace manual, error-prone steps.
10 PRINT "MEDELLÍN, COLOMBIA · IT SINCE 1988"
I have worked in IT since 1988. I retired in 2014, and in 2022 machine learning and AI brought me back. Now I spend my retirement playing and creating games and building with ML and AI. Retirement doesn't stop me from giving time, attention and effort to an interesting challenge.

n8n workflows, webhooks, REST APIs and local LLMs with Ollama to replace manual, error-prone steps.
Python, Streamlit and pandas tools for engineering and operations, from cleaning raw readings to models.
Multi-agent workflows, agent skills and spec-driven development, with human approval for anything public or irreversible.
Google Cloud and my own Linux servers: Docker, systemd services, virtualization and automated backups.
Recent work since 2022.
Automation · 2026
MVP selected as finalist in the Tienda Registrada 2026 challenge. An n8n workflow of about 60 nodes validates and audits point-of-sale backups with a local LLM and feeds a live IT dashboard.
Data and AI
Machine-learning classifier trained on 25,674 pipe records: 84% recall on test data and 85% of deficient pipes flagged on 100 newly inspected sections.
Open source · MIT
Method, agent skill and Python pipeline to find empty niches in a market, with blind re-coding (Cohen's kappa) and a mirage test.
Data · open source · MIT
Rainfall analysis from rain-gauge CSV series: event detection, Huff curves and data cleaning. Streamlit app, CLI and Python module. Co-authored with Mónica Gallego.
Teoktonos · Android
Solo-built Android game published on Google Play: two wingsuit flyers, one per thumb, in a procedural canyon. One-time purchase, no ads, no tracking.
Teoktonos · Android · soon
Twin-stick black-hole dungeon. Clear all 10 levels. Soon on Google Play.
It started with a starfield flight simulator I was writing in BASIC on a Tandy Color Computer. Today I fly Elite Dangerous, record my sessions and make my own games.
Play video: Titan Cocijo bombing run - Basic DB ExplorerTeoktonos is my independent studio for Android games, built with Flutter + Flame.
Published on Google Play
Solo-built Android game published on Google Play: two wingsuit flyers, one per thumb, in a procedural canyon. One-time purchase, no ads, no tracking.
twinglide.teoktonos.com (opens in a new tab)Google Play (opens in a new tab)
Soon on Google Play
Twin-stick black-hole dungeon. Clear all 10 levels. Soon on Google Play.
Co-author of two full papers at the XXXI Latin American Hydraulics Congress (IAHR, 2024) on rainfall analysis and on predicting sewer pipe deterioration with AI.
Retirement doesn't stop me from giving time, attention and effort to an interesting challenge.