Hugo Bustamante
AI Scientist at ARAUCO
Concepcion, Biobio Region, Chile
Summary
👤
Senior🎓
Top SchoolHugo Bustamante is an AI Scientist and Industrial Engineer based in Concepción, Chile, with over 8 years applying AI, ML, optimization and advanced GIS to operational forestry problems. He designs and deploys end-to-end systems—AI agents, predictive models, optimization pipelines and cloud architectures—using Python, LangGraph/LangChain, FastAPI, PostgreSQL, Docker and Google Cloud. His project portfolio includes production tools like LAMdA (QGIS + Fortran), ForestGantt (optimization + simulation), Skyline/Alpine (geospatial algorithms with Bayesian optimization) and Optigarra (neural nets coupled with MIP), demonstrating a rare blend of mathematical modeling and software engineering. He has built computer vision solutions with transfer learning for logistics and optimization models for wildfire resource deployment, achieving practical, high-impact results (e.g., 90% accuracy in truck load recognition). Notably, he implements AI agents respecting the Model Context Protocol and operationalizes them for maintenance and supply domains, bridging research prototypes to scalable operational services. His background in academic research and production engineering enables him to convert complex spatial and combinatorial problems into robust, deployable systems.
8 years of coding experience
6 years of employment as a software developer
Título y Grado Académico, Título y Grado Académico at Universidad de ConcepciónDiplomatura, Analista desarrollador de Aplicaciones de Software., Diplomatura, Analista desarrollador de Aplicaciones de Software. at Duoc UCDiplomatura, Ciencia de Datos - Data Science, Diplomatura, Ciencia de Datos - Data Science at Universidad del Desarrollo
English, English
Github Skills (5)
php3
python1
hypothesis-testing1
data-science1
data-analysis1
Programming languages (3)
Github contributions (5)
hugoub/Bike_Sharing_System
Oct 2020 - May 2021
Contributions:3 commits, 2 pushes, 1 branch in 6 months
hugoub/Baxter-UdeC
May 2018 - May 2020
Contributions:6 pushes, 1 branch in 2 years
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