Heikki

AI Systems Architect

Agentic. Nodes

Think of me as a boutique dealership for Sovereign Agentic Workflows. I build high-performance, air-gapped AI solutions powered by Edge LLMs. (Cloud reasoning, zero latency, total privacy).

OPEN_TO_WORK: ML / AI ARCHITECTURE

Active Nodes

Universal AI Sommelier

Predictive Chemistry // Random Forest Engine

Stop drinking marketing labels. This node translates human preference into chemical thresholds. Using a Random Forest model trained on blind-tasting data, it maps your palate to the exact ABV, pH, and residual sugar profiles of 130,000+ real-world bottles.

LAUNCH_SOMMELIER FASTAPISCIKIT-LEARNDOCKER

Coffee Shop Integration

Mobile Payments // 3DS Framework

Architecting secure authentication handshakes and friction-minimized payment loops. This node simulates autonomous order routing and secure 3D Secure 2.0 protocol implementation.

Lead Architect

Heikki Collanus

Full-Stack AI Architect specialized in productionizing machine learning. From air-gapped agentic workflows to predictive chemical modeling, I build the infrastructure that allows AI to solve high-stakes business problems.

Primary Stack
PythonFastAPINext.jsPyTorchDockerAWS3DS 2.0PostgreSQL