SAMI RAUTANEN
AI ENGINEER & AGENTIC SYSTEMS ARCHITECT
SELECTED WORK
Sidekick AI
Autonomous tool-using assistant powered by Gemini 2.5 Flash. Features a LangGraph worker-evaluator pattern for self-correction. Capable of web browsing with Playwright and dynamic code execution via Python REPL.
Digital Twin (Prod)
Autonomous production-grade AI representation of Sami Rautanen. Built on AWS Serverless architecture with FastAPI and Amazon Nova models. Features Terraform IaC, CI/CD automation, and S3-based conversation memory.
CareAssist AI
HealthTech solution for autonomous patient note structuring and triage. Built with AWS Event-driven architecture to transform unstructured sote-data into structured formats.
ContractSense AI
Legal-grade contract risk analysis platform. Features PII-masking, CoT-visualization of legal risks, and a zero-login demo philosophy for immediate business value.
AgentSquad Platform
Full-stack multi-agent platform: Sales team drafts and sends real emails via Resend, Deep Research team delivers cited executive reports, and Meeting Prep generates strategic briefings. React frontend on Vercel, FastAPI backend on Hugging Face.
SKILLS & EXPERTISE
I bring a systems engineering mindset to AI development. My focus on cloud infrastructure and scalable architecture informs how I build robust agent systems — balancing technical performance with production-grade stability. I specialize in taking AI projects from prototype to deployment.
EDUCATION
Vocational Qualification in Technical Design
Hyria Ammattiopisto • Tekninen suunnittelija
3D Visualization & Structural Design
AI Engineering
- CrewAI & LangGraph
- AutoGen Frameworks
- MCP Server Integration
- Multi-Agent Orchestration
Game Development
- Unity Engine
- C# Scripting
- JavaScript Games
- Itch.io Publishing
Full-Stack Web
- React / Next.js
- TypeScript
- Tailwind CSS
- Node.js
Cloud & Deployment
- AWS Ecosystem
- Azure & Google Cloud
- Terraform (IaC)
- GitHub Actions / CI/CD
ABOUT ME
Sami Rautanen
I am an AI Engineer specializing in the bridge between intelligent agents and production deployments. I architect autonomous multi-agent systems that don't just work in a lab, but thrive in the cloud — utilizing AWS, Terraform, and modern DevOps to deliver scalable, enterprise-ready solutions.
My background in industrial MEMS technology and systems engineering informs my disciplined approach to AI orchestration. I build AI platforms with custom tool integration, long-term memory, and robust error-handling, ensuring that agents are both capable and reliable.
I focus on the entire lifecycle of an AI product: from the first prompt to the final CI/CD pipeline. Whether it's Parallel Research or Autonomous Engineering Teams, my goal is to turn AI research into tangible, production-hardened business value.
Location
Finland
Focus
AI Agent Development
Education
Technical Design - Hyria Ammattiopisto
Training
C# Systems Development - Taitotalo Helsinki 2023
MY EVOLUTION
Specialist
Digital/Industrial Precision at Murata Finland (MEMS Tech)
Programmer
C# Systems Development & Full-Stack Apps
AI Engineer
Multi-agent orchestration, Gemini 2.0, production agentic systems
Ready to build the future?
I am currently open to discussing roles in Technical Architecture, AI Integration, and Full-Stack Development.
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