SAMI RAUTANEN
AI ENGINEER
SELECTED WORK
Sidekick AI
Autonomous tool-using assistant powered by Claude Sonnet 4.5 and GPT-4o. 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.
Agentic Fullstack Template
Studio-grade cognitive development environment and deterministic governance template for autonomous AI agents. Features 17 specialized skills, zero context-rot state persistence, and automated quality gates.
Agentic Architect
AI-powered fullstack architecture visualizer and code generation engine. Transforms requirements into interactive 4-tier React Flow system diagrams, Prisma schemas, Next.js API handlers, and React 19 UI components.
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 (3D) - Hyria (2016-2018)
Training
C# Systems Development - Taitotalo (2023)
MY EVOLUTION
Operator
Industrial precision & process discipline at Murata Finland (MEMS Tech)
3D Designer & Modeler
Technical design, spatial reasoning & 3D visualization
Software Developer
C# systems, game dev (10 titles on itch.io) & full-stack apps
AI Engineer
Multi-agent orchestration, autonomous systems & cloud deployments
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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