Loic TON_NOM
DevOps & Platform Engineer. Linux · Docker · Kubernetes · GitLab · AI.
Engineer transitioning to DevOps and Platform Engineering. I build K8s infrastructures, CI/CD pipelines and intelligent observability tools. Creator of LogSense AI — AI-powered log analysis, self-hosted.
About Me
Technical product engineer in AI—turning security, compliance, and product goals into shipped software for LLM agents. I started in structural engineering in Chile, moved into software and automation in construction and BIM, then into AI/ML and LLM-based products. Today I’m a full-stack AI product engineer at Fireraven, focused on AI agent security and compliance: scoping with product and customers, designing policies and guardrails, and shipping APIs and UIs teams rely on—not a generic backend role. I’ve led complex, cross-disciplinary work from R&D through delivery, including the Academic Excellence Scholarship (Air Canada, Collège LaSalle Montréal, 2025) for AI/ML studies.
Quick Facts
Current Role
Full-Stack AI Product Engineer at Fireraven
Education
🏗️ University of Chile, Bachelor’s Degree in Civil Engineering
🤖 Collège LaSalle Montréal, AEC: Artificial Intelligence and Machine Learning
Recent Achievement
🏆 Recipient of the Academic Excellence Scholarship 🎓 sponsored by ✈️ Air Canada at Collège LaSalle Montréal (2025) 🎉
Languages
Interests
Skills
Product-engineering for AI agents: LLM security and compliance design, full-stack delivery, and clear collaboration across product, security, and customers.
AI & Product Engineering
LLM agents, prompt and policy design, guardrails, runtime enforcement, red-teaming mindset, AI security, compliance-oriented product design, and scoping with PMs and customers.
Full-Stack AI Engineering
Python, FastAPI, Next.js/TypeScript, agents and RAG patterns, PostgreSQL and Supabase, testing, observability, GCP and modern deployment—an integrated toolkit for shipping reliable features.
Product & Security Thinking
Requirements discovery, risk framing, security controls, auditability, and working with regulatory and compliance constraints—turning them into prioritized roadmaps and shipped features.
Structural Engineering & AEC
Deep background in structural design, BIM, and construction technology—grounding product decisions in how complex physical and organizational systems actually behave.
Collaboration & Leadership
Agile delivery with global distributed teams; leading R&D and cross-functional work from discovery through release.
Languages & International Experience
Native Spanish; English (IELTS C1) and French (TCF B2) for international product and customer contexts.
Community & Learning
Volunteer work and continuous learning, including the Academic Excellence Scholarship at Collège LaSalle Montréal.
Experience
From structural engineering to AI product engineering: building tools and platforms that connect technical depth with product and business outcomes.
Fireraven
Full-Stack AI Product Engineer
Security and compliance tooling for LLM-based AI agents—guardrails, runtime enforcement, red-teaming, auditing, and policy-driven behavior for enterprises.
Key Achievements
- Own AI security and compliance features end to end: discovery with product managers, security, compliance, and customers; prioritization, scope, and delivery.
- Design and implement guardrails, policy-driven behavior, and runtime controls for LLM agents, surfaced through APIs and internal or customer-facing tooling.
- Partner with security and compliance stakeholders to translate regulatory and risk requirements into concrete product behavior, audit trails, and operational workflows.
- Build across the stack with Python (FastAPI), Next.js/TypeScript, and PostgreSQL—emphasizing reliable, observable systems for enterprise adoption.
- Help customers deploy AI agents more safely: reducing risk and friction so teams can scale agent use with confidence.
ObraLink
Senior Software Developer
Innovative construction technology company developing AI-powered structural analysis tools
Key Achievements
- Led technical initiatives tied to product and business goals, including innovation documentation for investment conversations exceeding $500K USD.
- Delivered autonomous structural analysis and ML-based concrete estimation that shortened engineering workflows and changed how teams produced deliverables.
- Translated ambiguous engineering needs into architecture, implementation, and iterative releases.
Tensacon
Technical Assistant Manager
Specialized in prefabricated construction solutions and BIM implementation
Key Achievements
- Led BIM and prefabrication delivery on major projects, including CODELCO facilities and Pan American Games venues, enhancing quality and throughput on Fast Track work.
- Drove workflow automation that reduced design time by 40% on critical paths.
- Connected field and design constraints to executable solutions for large prefabricated builds.
Sirve Engineering
Structural Engineering Team Lead and R&D Coordinator
Engineering firm specializing in high-rise residential and commercial structures
Key Achievements
- Owned R&D for internal software tools, reducing initial engineering and structure sizing time by 75%.
- Delivered multiple high-rise residential and commercial complexes (~20,000 m² each) with clear technical ownership.
- Implemented parametric modeling for complex geometries, linking structural performance to delivery timelines.
Various Engineering Firms
Structural Engineer
Multiple engineering firms focusing on seismic-resistant structures and custom solutions
Key Achievements
- Designed seismic-resistant structures
- Developed custom calculation tools
- Mentored junior engineers
Tech Stack
Implementation toolkit supporting product-engineering work—languages, frameworks, data, AI/ML, and engineering software I use to ship features end to end.
Programming Languages
Web Fundamentals
Query Languages
Backend Frameworks
Frontend Frameworks
Data Science
AI/ML Frameworks
Vector Stores
Development Tools
Databases
Engineering Software
Let's Connect
Send me a message
Contact Information
Let's connect! I'm always interested in hearing about new projects and opportunities.