SAMI RAUTANEN

AI ENGINEER & AGENTIC SYSTEMS ARCHITECT

SELECTED WORK

Agentic Business Intelligence

Enterprise-grade multi-agent orchestration platform built with OpenAI Agents SDK (Gemini 2.0 Flash). Features a 6-agent Sales Intelligence Team with competitive email drafting and a 3-agent Deep Research Team with parallel web synthesis. Includes custom tool integration, memory management, and real-time process streaming.

PythonOpenAI Agents SDKGemini APIMulti-Agent SystemsFastAPI

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Enterprise-ready agent framework

Autonomous Career Digital Twin

Autonomous agent deployed on this portfolio. Handles visitor inquiries, provides intelligent responses about my work, manages email workflows, and sends real-time notifications. Production deployment with FastAPI backend on Render.

PythonFastAPIGemini APIAgent Deployment

Try it below ↘️

Live production system

SkyGuide B737-800 Performance Computer

Professional flight performance calculator with live METAR integration, AI co-pilot, and SimBrief import. Computes V-speeds (V1/VR/V2), N1 thrust, VREF/VAPP with wind correction, and TOD using 3:1 glide path. Features AI safety briefings via Gemini and interactive checklists.

TypeScriptAviation MathGemini APISimBrief

View System

Professional dispatch tool

NordicCode Bootcamp Finder

Full-stack REST API platform for discovering coding bootcamps and courses. Features user authentication, live backend data fetching, bootcamp reviews, and comprehensive API documentation. Built with Node.js backend and responsive frontend.

ReactNode.jsREST APIAuthentication

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Full-stack web app

Yes Man Chess Terminal

Retro chess game with personality-driven AI commentary powered by Gemini. Features Stockfish engine with 4 difficulty levels, dynamic mood system (6 emotional states), authentic CRT effects (scanlines, curvature, glitches), and context-aware responses to checks and captures.

TypeScriptReactStockfish WASMGemini API

View on GitHub

Interactive chess AI

TreeniTrack Pro

Intelligent workout tracking application with integrated AI coach. Features visual progress analytics, exercise logging, and personalized training recommendations.

TypeScriptViteTailwindFitness Tech

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Modern wellness platform

Poker Analytics Engine

6-max No-Limit Hold'em training simulator with position-based AI opponents. Features realistic betting mechanics (min-raise, all-in, side pots), live HUD with VPIP/PFR/3-Bet stats, aggression factor tracking, and session profit/loss analytics.

TypeScriptReactGame AIData Visualization

View Logic

Algorithmic simulation

Activity Finder

Discover free local activities, cultural events, and hidden gems. Features interactive maps, smart filtering, and personalized favorites.

Next.jsTailwindVercel

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Interactive web app

Indie Game Portfolio

8 published games on Itch.io including Chess Terminal, Tanks, Snake, Vault of Shadows, Pong, CellWars (simulation), Brain Damage, and Heaven&Hell. Built with Unity/C# and JavaScript/HTML/CSS showcasing game mechanics, AI, and level design.

UnityC#JavaScriptGame Design

Play Games

8 playable games

Technical Art & 3D

3D art and environment portfolio. Featuring vehicle models, architectural designs, and game environments. Explore detailed visualizations and artistic 3D work.

3D ModelingLevel DesignCAD

View Gallery

Visual portfolio

SKILLS & EXPERTISE

I bring a systems engineering mindset to AI development. My foundation in technical design informs how I architect scalable agent systems — balancing technical performance with practical usability. I specialize in taking AI projects from prototype to production.

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

Technical Design

3D Modeling
CAD Design
Technical Drawing
UI/UX Design

ABOUT ME

Sami Rautanen

I'm an AI Engineer specializing in autonomous multi-agent systems. I architect and deploy production-ready agentic platforms using CrewAI, LangGraph, AutoGen, and MCP servers — solving real business problems from intelligent research automation to autonomous trading systems and browser-based AI assistants.

My approach combines systems engineering thinking with cutting-edge AI orchestration frameworks. I build scalable, production-grade solutions with custom tool integration, memory management, and cross-agent collaboration patterns.

I focus on bridging the gap between complex logic and user-centric design. Whether it's architecting parallel research agents or developing autonomous trading workflows, I ensure that every system is robust, scalable, and built with a focus on technical excellence.

Location

Finland

Focus

AI Agent Development

Education

Technical Design - Hyria Ammattiopisto

Training

C# Systems Development - Taitotalo Helsinki 2023

MY EVOLUTION

1999-2024

Specialist

Digital/Industrial Precision at Murata Finland (MEMS Tech)

2023-2024

Programmer

C# Systems Development & Full-Stack Apps

2024-2026

AI Engineer

Multi-agent orchestration, Gemini 2.0, production agentic systems

SEEKING AI ENGINEER ROLES • Q1 2026

Ready to build the future?

I am currently open to discussing roles in Technical Architecture, AI Integration, and Full-Stack Development.

Connect on LinkedIn View GitHub Send an Email View CV

ALSO EXPLORE

ITCH.IO

ARTSTATION