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Kevinbeltran123/README.md

Kevin Beltrán

Final-year Systems Engineering and Industrial Engineering student at Universidad de Ibagué, Colombia. I build web and mobile apps and data pipelines with Python, JavaScript and SQL.

Projects

  • Turquestra. A PWA for tour operators: conflict-free bookings, customers and preventive equipment maintenance. I led development in a team of three; one of the three winners of the Pijaotech startup competition (Festech 2026). In use by its first operator. React, Spring Boot, PostgreSQL.
  • Zociva. Fertilizer recommendations for coffee growers, my undergraduate thesis in a research group. It combines IDEAM weather-station data, CHIRPS satellite rainfall and OCR of soil lab reports; a linear-programming model picks the lowest-cost fertilizer mix. Offline-first PWA for use on the farm. Python, FastAPI, React, PostgreSQL. Private code: ongoing research.
  • Sports forecasting data platform. ETL pipelines with Polars and Pydantic into PostgreSQL, a gradient-boosting ensemble (XGBoost, CatBoost, LightGBM) and more than 3,000 automated tests.
  • Field software for an engineering company. An offline app for technical site surveys with photos, sketches and customer signature, office review, PDF reports and quotes. TypeScript, Fastify, PostgreSQL. Private under a confidentiality agreement.

Building now

  • ISO 20022 instant payments. A simulator of Colombia's Bre-B scheme, written in Java from Banco de la República's public technical specification: funds reservation and settlement, timeouts with unknown outcomes, daily reconciliation, mTLS. The repo goes public when its first phase is done.
  • A harness for AI coding agents. Guardrails that block known agent cheats before they run, an action log the agent can't edit, and a cost per accepted change.

How I work

  • Spec and tests first; every behavior traces to a requirement.
  • Numbers I measured, not adjectives.
  • Security in the pipeline, not after the release.

Contact

LinkedIn · turquestra.lat

Popular repositories Loading

  1. Kevinbeltran123 Kevinbeltran123 Public

  2. sports-forecasting-platform sports-forecasting-platform Public

    ML platform for probabilistic football forecasting: ETL, leakage-safe gradient-boosting ensembles, calibration and backtesting

    Python