Architect of the Lakehouse.
I turn chaotic, web-scraped data into strategic power — forging raw JSON through Bronze, Silver, and Gold tiers, and summoning RAG-augmented AI agents that automate the mundane and divine actionable truth.
My Journey
As a dual-classed Mechatronics Engineer and Master of Finance, I operate as an Architect of the Lakehouse. I transform chaotic data streams—like untamed web-scraped JSON—into strategic power through the Bronze, Silver, and Gold tiers of the Medallion architecture.
Armed with Python, Polars, and Object-Oriented methodologies, I summon autonomous, RAG-augmented AI systems that navigate enterprise labyrinths. Operating from my remote stronghold in Guatemala—and fueled by meticulously dialed-in espresso—I bridge complex business strategy and resilient infrastructure.
Technical Grimoire
- ▹ Databricks & Delta Lake
- ▹ Python (Pandas/Polars)
- ▹ RAG & Agentic AI (LangGraph)
- ▹ ETL/ELT & Medallion Arch
- ▹ DuckDB & Cloudflare R2
- ▹ Docker & CI/CD Pipelines
Forged Projects
Market Intelligence & AI Co-host
Lead Data & AI Engineer
End-to-end data platform optimizing short-term rental performance. Integrated Dockerized scrapers, a Medallion Data Lakehouse via DuckDB, and an Autonomous AI Co-host agent using LangGraph and Gemini 1.5 Pro with a RAG pipeline.
Market Insight Data Platform
Data Engineer / Business Analyst @ Halo/Mercer
Architected a Medallion Lakehouse on AWS Databricks. Engineered a single-node out-of-core pipeline using Python and Polars to bypass memory bottlenecks and process 65GB datasets locally.
Credit Risk ML Engine
Data Scientist @ Bantrab
Engineered an enterprise Lakehouse platform and deployed a machine learning behavioral scoring model using Scikit-learn to forecast credit default risk, establishing full MLOps CI/CD pipelines.