Capabilities
What I build, and the technology behind it
Architecture, data, models and tools. Below are the technologies I use and my work history.
Product Engineering
Complete products end to end: execution engines, visual editors, plugin systems, and the architecture that ties them together.
AI Platforms
LLM, RAG, and agent systems designed for production: evaluation, cost, and reliability.
Machine Learning Infrastructure
Training, deployment, monitoring, and AutoML: the domain of my open-source libraries.
Data Engineering
Batch and streaming data ingestion, transformation and validation.
Cloud Architecture
Containerized platforms, CI/CD, and infrastructure as code on Azure.
Python Ecosystem
Libraries published on PyPI and conda-forge, with public documentation and CI.
Technology
The tools I reach for most, and the ones I bring in when a project needs them.
Intelligence & software
From a model to a system that makes it useful.
- Python
- LLMs & agents
Data in motion
Store, transform, and connect.
- MongoDB
- Postgres
- Redis
- MySQL
- Snowflake
- Airflow
- Kafka
Infrastructure & delivery
From local development to operations.
- Docker
- Azure
- Git
- Bash / Terminal
Interfaces & analytics
Make what we build visible and usable.
- JS
- React
- CSS 3
- Power BI
Professional Experience
From data analytics to ML engineering and technical leadership.
Senior ML Engineer
EPAM Systems · 2023 to Present
Leading ML engineering initiatives and AI strategy for enterprise clients. Specialized in production ML systems, LLMs, and RAG implementations.
Sr Data Scientist
Globant · 2021 to 2023
Built AutoML models and made them available to non-technical users from a graphical interface.
BI Manager
Rappi · 2019 to 2021
Led a team of analysts and data scientists delivering ETLs, data lakes/warehouses, and ML models.
CRM Analytics Coordinator
Avianca · 2018 to 2019
Tech lead for BI, Data Science and DBA team. Built forecasting models, a data warehouse and Power BI dashboards.
BI Analyst
OneLink · 2016 to 2018
Built interactive dashboards, ETLs and SQL queries to show company KPIs.
Companies I have worked with
EPAM Systems
Globant
Rappi
Avianca
OneLink
Are you building an AI or data platform?
We can review an existing architecture or work out how to build it with your team. Tell me about the scope and constraints.