Skip to main content
A-01

Professional Summary

Cloud Developper specializing in generative AI systems, RAG developperures, and LLM orchestration. Experience designing and deploying production AI applications on AWS Bedrock and Google Vertex AI with Terraform and modern orchestration frameworks. Strong foundation in cloud infrastructure, vector databases, and DevOps practices. Open source contributor focused on advancing AI tooling ecosystems.

GenAI AWS GCP Terraform RAG / GraphRAG LLM Orchestration Open Source
A-02

Professional Experience

Aug 2025 — Jan 2026
Cloud Developper — GenAI
Levio — Simons, Quebec
  • Developpered a multi-format document ingestion foundation for a RAG/GraphRAG knowledge base system, supporting diverse file types including video and legacy codebases (IBM i / AS400)
  • Designed extraction pipelines to surface business and functional knowledge from legacy applications, enabling semantic retrieval over previously inaccessible enterprise assets
GCP Google Vertex AI Google ADK Spanner Python
Dec 2024 — Jul 2025
Senior Developer
Levio — Desjardins, Quebec
  • Contributed to the global delivery plan for the GPAP modernization project at Desjardins
  • Developed a documentation visualization tool to streamline Confluence page administration
  • Designed CI/CD pipelines aligned with enterprise governance strategies
Azure Jira Confluence
Aug 2024 — Present
Cloud Developper
Levio — RSDE-CSPRP (Personal Data Protection), Quebec
  • Designed and implemented a RAG-based conversational AI system for personal data protection compliance
  • Developpered the full AWS infrastructure and deployed the solution end-to-end using Terraform
  • Built the frontend interface with Flutter, integrating Cognito-based authentication
  • Managed DevOps developperure including Azure and AWS deployment pipelines
AWS Bedrock LangChain Python Terraform Flutter Cognito
Apr 2024 — Jul 2024
Cloud Developper — AI Orchestration
Levio — Ministry of Cybersecurity and Digital (MCN), Quebec
  • Designed and optimized LLM orchestration for a generative AI chatbot within an AWS Landing Zone Accelerator environment
  • Conducted R&D on orchestration techniques to reduce latency and improve chatbot response quality
  • Implemented a test bench to track and measure conversational AI performance
  • Trained the production support team on system developperure, troubleshooting, and maintenance
AWS Bedrock LangChain Python PGVector
Sep 2022 — Jul 2023
DevOps Analyst
Levio — Ministry of Justice of Quebec (MJQ), Quebec
  • Configured, deployed, and managed Azure cloud resources supporting ministry initiatives
  • Performed in-depth performance analysis using Azure monitoring and logging tools
  • Developed a pipeline variable analysis and optimization tool to eliminate redundancies between source code and IaC
  • Configured access control strategies for solution versioning and deployment
Azure Azure DevOps PowerShell
Jan 2020 — Aug 2022
Software Developer
Noovelia, Quebec
  • Maintained and developed core features for warehouse management and gas delivery tracking systems using C# .NET, Xamarin, and SQL Server
  • Refactored the frontend codebase by 40%, resulting in 2–3x faster execution speeds
  • Improved UI/UX across a dozen features in a Flutter application, collaborating in a multidisciplinary environment
  • Maintained and refactored REST APIs leveraging a microservices developperure
C# .NET Xamarin SQL Server Flutter
6+ Years of Experience
A-03

Skills & Expertise

GenAI & ML

  • LLM Orchestration
  • RAG / GraphRAG
  • AWS Bedrock
  • Google Vertex AI / ADK
  • LangChain / LlamaIndex
  • Vector DBs (PGVector, ChromaDB, Neo4J)
  • Langfuse / FMEval

Cloud & DevOps

  • AWS (EC2, Lambda, Bedrock, S3)
  • GCP (Vertex AI, Cloud Run)
  • Terraform
  • Docker
  • GitHub Actions
  • Azure

Development

  • Python
  • C# / .NET
  • FastAPI
  • Dart / Flutter
  • pytest / CI/CD
CERTIFICATIONS
1
AWS Cloud Practitioner
2
Terraform Associate
LANGUAGES
French (native) English (bilingual)
A-04

Projects & Open Source

Haystack 2 Contributor

Implemented AWS Bedrock integration for LLM tool calling, enabling function-based agentic workflows in the Haystack 2 open source framework.

Open Source AWS Bedrock LLM
Logistic Platform Prototype

Built a prototype logistics management system using Supabase and Flutter, showcasing real-time tracking and project visualization capabilities.

Supabase Flutter Real-time
RAG Solutions in AWS

Developperure and implementation of RAG (retrieval augmented generation) solutions in AWS for company HR agent.

AWS RAG LLM
Game Server Management

Personal video game servers deployment, management and backup automation with AWS.

AWS Automation DevOps
View on GitHub →
A-05

Education

2017
Bachelor in Applied Sciences
UQAC — Computer Science
A-06

Get In Touch

SubjectPortfolio
AuthorFlorian Rumiel
RoleCloud Developper
FocusGenerative AI
Updated2026-02-06
LocationQuebec, CA
SheetA-001
Revision01
StatusActive