Heikki

AI Systems Architect

Agentic. Nodes

I specialize in bridging the gap between high-level Machine Learning theory and local, "on-the-edge" agentic execution. Currently deep-diving into the TalTech ML program.

Operational Agents

Ari
Strategic Lead
Vision & System Governance
Sari
UX/Style Agent
Visual Logic & Identity
Mikko
Dev Agent
CI/CD & Deployment
Gemini
Tactical AI
Execution & Collaboration

Active Sub-Projects

Coffee Shop Integration

Mobile Payments // 3DS Framework

Sub-project for mobile payments in a 3DS world. Architecting secure authentication handshakes and friction-minimized payment loops within the 3D Secure 2.0 protocol.