Full Stack Developer and AI/ML practitioner based in Montréal. I build scalable web apps, APIs, and LLM-powered tools—with a foundation in structural engineering 🏗️ and machine learning 🤖. I care about clean code, regulatory compliance, and shipping with global teams.

• 💻 Full stack — 12+ years Python, 3+ years React; scalable web apps, REST APIs, PostgreSQL, and GenAI/LLM in production
• 🏆 Academic Excellence Scholarship (Air Canada, Collège LaSalle Montréal, 2025); AEC in AI & Machine Learning
• 🤝 Agile & global teams — distributed collaboration, code reviews, TDD, and clean code (DRY, YAGNI, SOLID)
• 🏗️ Engineering roots — 14+ years structural engineering and software; R&D and thesis on seismic performance of RC structures

• 🇬🇧 English (IELTS C1)
• 🇨🇱 Spanish (Native)
• 🇫🇷 French (TCF B2)

Technical expertise spanning software development, AI/ML, and engineering technologies.

This site: Hugo (Careercanvas theme), Tailwind CSS, PostCSS, vanilla JS, GSAP, i18n (en/es/fr), Vercel.

Programming Languages: Python, JavaScript, TypeScript

Web: HTML, CSS, Tailwind CSS · Frontend: React, Next.js, Vue.js, Vite, Three.js, Plotly Dash, Streamlit, Qt, Bootstrap

Backend: FastAPI, NestJS · Query: SQL, NoSQL

Data Science: NumPy, Pandas, GeoPandas, Plotly, Matplotlib, ReportLab

AI/ML: PyTorch, TensorFlow, Scikit-learn, OpenCV, Hugging Face Transformers, Keras, MindsDB, Cohere · Vector stores: Pinecone, ChromaDB

Databases: PostgreSQL, SQLModel, MySQL, SQLite, MongoDB, Supabase, Firebase, Prisma

Dev Tools: Git, GitHub, GitLab, VS Code, Linux (Arch), Docker, Podman, Jupyter, GCP, Postman, Nginx, Hugo

Engineering: OpenSees, SAP2000, ETABS, SAFE, BIM, CAD, QGIS, MATLAB

• 🔥 Current focus (Fireraven) — Full-stack (Python/FastAPI, React/Next.js) for LLM-based security and compliance; backend and frontend in balance; GenAI and AI compliance in production
• 🔍 Data & systems — Data analysis, visualization, and PostgreSQL/data pipelines for high-performance, compliance-ready applications
• 🕒 Automation & optimization — Cut engineering and workflow time (e.g. 75%) through scripting, tooling, and clean architecture
• 🏢 Delivery & leadership — Project and technical leadership; delivered complex solutions on time (e.g. 20,000 m² projects)
• 💬 Communication — Multilingual (EN/ES/FR); effective in distributed, cross-functional and international teams
• 🤝 Collaboration — Agile Scrum, code reviews, sprint planning; R&D and cross-functional team building
• 🔬 R&D & innovation — From structural engineering R&D to GenAI/LLM in production; bridging domains
• 🌍 International — Chile → Canada; adaptable across cultures and work environments

AI and Full Stack Developer at Fireraven — Montréal, Canada (May 2025 – Present)

• 🔧 Design and develop scalable full-stack solutions (Python/FastAPI, React/Next.js) for LLM-based security and compliance platforms
• 💾 Implement and optimize PostgreSQL schemas, queries, and data pipelines for regulatory compliance
• 🏗️ Apply OOP, design patterns (DRY, YAGNI, SOLID), and refactor legacy code across multiple repositories
• 🤝 Collaborate with global distributed teams in Agile Scrum; leverage GenAI and LLM-based features with AI compliance
• 🐧 Use Linux/Unix, Docker, and GCP for deployment automation and cloud infrastructure

Senior Software Developer at ObraLink -- Remote (Aug. 2023 – May 2025)

• 🛠️ Developed autonomous solutions for real-time structural analysis
• 📈 Implemented machine learning models for concrete demand estimation
• 📝 Authored innovation reports with investment potentials exceeding $500K USD
• 🔧 Real-time Slab Deflection Analysis: Built automated BIM-to-structural analysis tool

Technical Assistant Manager at Tensacon -- Santiago, Chile (Mar. 2022 – July 2023)

• 🏢 Led BIM team to enhance quality and productivity
• 🏗️ Designed solutions for major prefabricated projects (CODELCO facilities, Pan American Games venues)
• 📊 Managed multiple Fast Track projects on time
• ⚡ Developed automated workflows reducing design time by 40%

Structural Engineering Team Lead and R&D Coordinator at Sirve Engineering -- Santiago, Chile (Mar. 2019 – Mar. 2022)

• 🔬 Directed R&D for software tools, reducing initial engineering time by 75%
• 🏢 Managed multiple high-rise residential and commercial complexes (~20,000 m² each)
• 📈 Led structural and seismic engineering research projects
• 🏗️ Implemented parametric modeling for complex geometries

• 🎓 Artificial Intelligence and Machine Learning, Collège LaSalle Montréal
  • 🏆 Academic Excellence Scholarship (Sponsored by Air Canada, 2025)
  • Focus on AI/ML and Data Engineering
  • Currently based in Montréal, deepening skills in Python, PyTorch, and predictive modeling
• 🎓 Structural Civil Engineering, University of Chile
  • 🏅 Outstanding Student Award, School of Engineering and Sciences
  • Specialization in Structural Engineering
  • 🔬 Thesis: "Seismic Performance of Reinforced Concrete Wall Structures"
  • Advanced computational modeling using OpenSees software

• CareerCanvas Hugo Theme - Modern Hugo theme for technical portfolios
• Scheduler Student Services - Streamlit app for managing student volunteers at Collège LaSalle Montréal
• Concrete Beam Designer - Web-based structural analysis tool
• Retaining Walls Designer - Automated design and analysis tool

• Real-time Slab Deflection Analysis - Automated BIM-to-structural analysis tool with 3D visualization
• Seismic Performance Research - Advanced computational modeling of RC wall structures
• ETABS Post-Processor - High-level graphical interface for structural analysis
• Concrete Sections Analysis - 3D interaction diagrams and moment-curvature analysis

• 🟢 Volunteer, Montreal Supabase Meetup — Station FinTech Montréal (2025)
  • Tech talks, networking, and community with builders and developers; Supabase Community Events
• 🌟 Welcome Team Member, Collège LaSalle Montréal
  • Developed Scheduler Student Services, a web application for managing student volunteers
  • Helping new students integrate into the academic community
• 🏗️ Post-Earthquake Relief, Chile (2010)
  • Performed structural assessments following the 2010 earthquake
  • Contributed to community rebuilding efforts
• 🌾 Poverty Alleviation, Mialqui, Chile
  • Built honey collection centers for local producers
  • Supported sustainable economic development

• ♟️ Chess, 🎾 Tennis, 🚴 Cycling, 🏊‍♂️ Swimming, 👨‍🍳 Cooking, 🥁 Drumming, 📸 Photography, ✈️ Traveling, 📚 Reading

• 🏆 Academic Excellence Recognition - Journey of faith and perseverance
• 🎨 CareerCanvas Hugo Theme - Modern portfolio theme for technical professionals
• 🔧 Real-time Slab Deflection Analysis - Bridging BIM and structural engineering
• 🏗️ Seismic Performance Research - Comprehensive study of RC wall structures