About Me
I'm an AI Solutions Architect with 5+ years of experience designing and implementing enterprise-scale AI solutions.
Specialized in LLM orchestration, RAG systems, and cloud infrastructure automation. I have a proven track record of delivering multi-million dollar modernization projects and optimizing AI systems for production environments. My expertise spans from architecting intelligent RAG-based chatbots to implementing agentic AI solutions for real estate and documentation automation using AWS Bedrock, Google Vertex AI, and cutting-edge orchestration frameworks.
Email: rumiel.florian@gmail.com
Languages: French (native), English (bilingual)
5+
Years of Experience
15+
Enterprise Projects
8+
AI Systems Deployed
3
Professional Certifications
Professional Experience
2025
AI Solutions Architect
Levio Conseils inc., Quebec
- Architected enterprise-grade documentation automation solution leveraging Google Vertex AI and ADK, streamlining knowledge management workflows across multiple business units
- Engineered GraphRAG integration with internal document management systems and codebases, enabling intelligent retrieval and contextualized responses from organizational knowledge bases
- Automated AI service deployment pipelines using Terraform and GitHub Actions, reducing deployment time by implementing infrastructure-as-code best practices
2025
AI Solutions Architect
Levio Conseils inc. - Desjardins, Quebec
- Designed and deployed autonomous agentic AI solution for real estate division using Google Vertex AI and ADK, automating customer interactions and inquiry processing to enhance seller productivity
- Orchestrated seamless integration of AI agent tools with enterprise systems and databases, enabling real-time data access and automated transaction workflows
2024 - 2025
Senior Developer
Levio Conseils inc. - Desjardins, Quebec
- Led strategic design and architecture planning for multi-million dollar enterprise modernization initiative, defining technical roadmaps and implementation strategies
- Developed and deployed automated CI/CD pipelines for API documentation websites, improving developer experience and reducing manual documentation efforts
2024 - 2025
Cloud Developer
Levio Conseils inc. - Legal Department, Quebec
- Implemented automated website change detection system integrated with enterprise cloud infrastructure, enabling proactive monitoring of legal and compliance content updates
- Engineered secure authentication solution using AWS Cognito and Flutter mobile framework, ensuring seamless cross-platform user experience
- Optimized multi-cloud deployment pipelines across Azure and AWS environments, enhancing deployment reliability and reducing infrastructure costs
2024
Cloud Developer - AI Orchestration
Levio Conseils inc. - Ministry of Cybersecurity and Digital Technology (MCN), Quebec
- Collaborated with Amazon AI experts to architect and implement advanced inference orchestration algorithms for production RAG-based chatbot leveraging AWS Bedrock foundation models
- Optimized high-throughput data ingestion pipeline using LangChain and PostgreSQL vector database, improving knowledge base indexing efficiency and retrieval accuracy
- Delivered comprehensive training programs to production support teams, ensuring smooth system maintenance and operational excellence
- Conducted performance research and implemented optimization techniques, significantly reducing response latency while enhancing answer quality and relevance
- Established automated performance monitoring infrastructure using Langfuse, enabling continuous quality assessment and model performance tracking
2023 - 2024
Developer
Ministry of Natural Resources and Forests (MRNF), Quebec
- Modernized UI components for critical land registry system, enhancing user experience and accessibility
- Conducted comprehensive codebase analysis and delivered actionable optimization recommendations to improve system performance and maintainability
2022 - 2023
DevOps Analyst
Levio Conseils inc. - Ministry of Justice of Quebec (MJQ), Quebec
- Architected, deployed, and managed enterprise cloud infrastructure on Azure, ensuring high availability and compliance with government security standards
- Implemented comprehensive performance monitoring and analysis framework using Azure Application Insights and Log Analytics, enabling proactive issue detection
- Engineered custom pipeline optimization tool for variable analysis, improving CI/CD efficiency and reducing configuration complexity
- Established role-based access control (RBAC) policies and secure deployment workflows, strengthening infrastructure security posture
2020 - 2022
Fullstack Developer
Noovelia
- Developed and maintained enterprise inventory management system in C# .NET, streamlining warehouse operations and stock tracking
- Reduced frontend codebase by 40% through strategic refactoring, improving maintainability and reducing technical debt
- Enhanced UI/UX and maintained REST APIs in microservices architecture, delivering responsive and scalable solutions
2018 - 2020
IT Analyst
Government of Canada
- Delivered bilingual technical support to federal employees, maintaining high satisfaction rates and rapid issue resolution
- Diagnosed and resolved complex hardware and software issues, ensuring minimal downtime and operational continuity
Education
2017
Bachelor in applied sciences
UQAC - Major in Computer Science and Video Game Design
2017
Technology University Diploma
University of Burgundy - Computer Science
Skills & Expertise
AI & Machine Learning
RAG Systems
AWS Bedrock
Google Vertex AI
LangChain
LlamaIndex
GraphRAG & Neo4J
Vector DBs (PGVector, ChromaDB, FAISS)
Langfuse & FMEval
Cloud & DevOps
AWS (Lambda, ECS, S3, EC2, Cognito)
Terraform
GCP (Google Cloud Platform)
Azure
Docker
CI/CD (GitHub Actions)
Programming Languages
Python
Dart/Flutter
C#
Terraform
Certifications
AWS Cloud Practitioner
AWS Generative AI Essentials Partner
Terraform Associate
Personal Projects
Portfolio & Resume Automation
Personal website content management automation integrated with resume data
GitHub Automation Web Development
YCombinator Startup Project
Application to YCombinator's Startup School with a project to automate data extraction from various sources
Entrepreneurship Data Extraction Automation
RAG Solutions in AWS
Architecture and implementation of RAG (retrieval augmented generation) solutions in AWS for company HR agent
AWS RAG LLM
Game Server Management
Personal & friends video game servers deployment, management and backup automation with AWS
AWS Automation DevOps
Haystack 2 Contribution
Open source contribution to the Haystack 2 project (AWS Bedrock integration for LLM tool calling)
Open Source AWS Bedrock LLM
Resume Enrichment Tool
Automated resume enrichment tool to facilitate assignment agent work
NLP Python AI
RitFlocking
Open Source library of steering behaviors for autonomous agents
C# Unity AI