Full-stack AI Product Engineer @ Fireraven — enterprise LLM security & compliance: guardrails, policy, runtime controls, auditing · Structural engineer background · 14+ years · Python · FastAPI · Next.js · TypeScript · PostgreSQL

I bridge structural engineering, software, and AI security. At Fireraven I work as a full-stack AI product engineer on guardrails, compliance, and secure deployment of LLM agents for enterprises: product-scoped work with PM, security, compliance, and customers—not a generic backend-only role. 6+ years of cross-functional, Agile-informed delivery: user stories, acceptance criteria, backlog alignment, sprint goals, and turning regulatory and risk needs into production features. Background spans BIM and large-project delivery, construction-tech products, and R&D that cut engineering time by 75% (Sirve) and design time by 40% on critical paths (Tensacon).

• 🧭 Product-engineering & Agile — User stories, acceptance criteria, backlog refinement, release planning; partners with product, security, and customers from discovery to release
• 💻 Full-stack AI — Python, FastAPI, NestJS, React/Next.js, TypeScript, PostgreSQL; LLM agents, RAG, and GenAI in production; observability and quality signals for backlog decisions
• 🏆 Academic Excellence Scholarship (Air Canada, Collège LaSalle Montréal, 2025); AEC in AI & Machine Learning
• 🏗️ Engineering → software → AI — 14+ years across structural engineering, BIM, construction-tech, and AI security/compliance platforms

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

Technical expertise spanning product-oriented delivery, 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, LangChain · 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

• 🎯 Fireraven (current) — Full-stack AI product engineer: LLM security, risk, and compliance; guardrails, policy-driven behavior, APIs and UIs; collaborates with product, security, compliance, and customers; user stories, acceptance criteria, and end-to-end feature ownership
• 📋 Product & delivery — Backlog prioritization, sprint planning, scope trade-offs, documentation for customers and internal teams (behavioral specs, release notes)
• 🔍 Data & systems — PostgreSQL, data pipelines, and observability (defects, latency, adoption) to inform roadmap and releases
• 🕒 Automation & optimization — Scripting and tooling that cut engineering time (e.g. 75% initial sizing, 40% design time on critical paths)
• 🏢 Delivery & leadership — BIM and prefabrication on major projects (e.g. CODELCO, Pan American Games); high-rise portfolios (~20,000 m²)
• 💬 Communication — Multilingual (EN/ES/FR); distributed, cross-functional teams
• 🤝 Collaboration — Agile Scrum, code reviews, TDD; R&D and cross-functional initiatives
• 🔬 Domain depth — AEC, structural engineering, and AI agent security/compliance in production

Full-Stack AI Product Engineer at Fireraven — Montréal, Canada (May 2025 – Present)
Security and compliance tooling for LLM-based agents: guardrails, runtime enforcement, red-teaming, auditing, policy-driven behavior.

• Own features end-to-end with product and security/compliance stakeholders: clarify problems, draft and refine user stories and acceptance criteria, sequence work to roadmap and sprint goals, align engineering on scope and definition of done
• Design and implement guardrails, policies, and runtime controls for LLM agents—APIs and customer-facing or internal tooling (Python/FastAPI, NestJS, React/Next.js, TypeScript, PostgreSQL)
• Translate regulatory and risk requirements into shippable product behavior, audit trails, and operational workflows; facilitate delivery when blockers appear (re-scoping, phased releases)
• Contribute to documentation (behavioral specs, release notes) for traceable, supportable launches; track quality and operational signals to inform backlog ordering
• Apply GenAI/LLM patterns in production; participate in Agile events with globally distributed teams (Linux/Unix, Docker, GCP)

Senior Software Developer (product-facing delivery) at ObraLink — Remote (Aug. 2023 – May 2025)

• Delivered features for a construction project management platform: translated field and operations needs into user stories and acceptance criteria, negotiated scope, shipped full-stack increments (FastAPI, React, PostgreSQL)
• Built dashboards, real-time visualization, and 3D-linked workflows for non-developer users; integrated ML-driven analytics via stable APIs and data contracts
• Innovation documentation supporting investment conversations exceeding $500K USD; engineering quality through TDD, integration tests, and code review
• Real-time slab deflection analysis: automated BIM-to-structural analysis tooling

Technical Team Lead (BIM / delivery) at Tensacon — Santiago, Chile (Mar. 2022 – July 2023)

• Led BIM coordination for fast-track AEC projects (e.g. CODELCO facilities, Pan American Games venues); work packages, dependencies, and cross-discipline handoffs
• Workflow automation reducing design time by ~40% on critical paths; fast-track delivery on schedule and budget

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

• Prioritized R&D and internal tooling roadmap: requirements from structural engineers, measurable outcomes, Python-based tools that cut initial structural sizing time by 75%
• High-rise residential and commercial complexes (~20,000 m² each); parametric modeling for complex geometry; seismic and structural research leadership

Structural Engineer, various firms — Santiago, Chile (2010 – 2018)

• Seismic-resistant design, custom calculation tools, mentoring junior engineers

• 🎓 Artificial Intelligence and Machine Learning (AEC), Collège LaSalle Montréal (Sept 2023 – Present)
  • 🏆 Academic Excellence Scholarship (Sponsored by Air Canada, 2025)
  • Focus on AI/ML and data engineering; Python, PyTorch, predictive modeling
• 🎓 Bachelor's Degree in Civil Engineering, University of Chile (2004 – 2011)
  • 🏅 Outstanding Student Award, School of Engineering and Sciences (2009)
  • Structural engineering specialization; thesis on seismic performance of reinforced concrete wall structures; OpenSees and advanced computational modeling

• 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