More projects
Five more builds and experiments. Open a row for the work, links and contribution details.
05JobAIForecasting · research in progress
09/2026 — presentSole author to date — 7 of 7 commits
Forecasting Finnish job vacancies with official StatFin data and source-backed explanations. I built the ingestion and validation pipeline with traceable data snapshots. Fine-tuning and evaluation are in progress: the model must beat four forecasting baselines before it ships.
Read the engineering note ↗- Python
- Jupyter
- StatFin PxWeb
- Time-series forecasting
- LoRA / QLoRA
- Qwen
- Unsloth
- transformers
- PEFT
- TRL
- RAG
- Prophet
06JobAioJob aggregation · team project
10/2025 — presentLead contributor & Scrum Master — 258 of 381 commits, team of five
A Finnish job-market scraper and aggregator pulling listings from multiple sources with AI-assisted analysis, built as a monorepo. I ran the team's Scrum process alongside the engineering.
- TypeScript
- Node.js
- React
- Bun
- Python
- Docker
- Web Scraping
- REST
Application UI · preferences and language filtering 07MoneyMovesUnity game · Junction 2025
11/2025Unity & backend developer — Junction 2025
A browser-based 3D finance-education game built at Junction 2025 in a two-person team. I worked on gameplay systems and backend integration, including custom ShaderLab and HLSL shader work.
- C#
- Unity
- ShaderLab / HLSL
- Firebase
- Google Cloud
Live build · Unity 3D city with a running balance 08Airport SimulationDiscrete-event simulation
09/2025 — 10/2025Lead contributor — 157 of 271 commits, team of four
A Java discrete-event simulation of airport operations with a graphical interface. I built the simulation engine and backend as the team's most active committer.
- Java
- Discrete-event simulation
- JavaFX
- Git
09Drakula‑v2Multiplayer 3D game
12/2024 — 03/2025Gameplay systems — 91 of 305 commits, team of four
A full-stack multiplayer 3D horror board game on a FastAPI backend with Three.js rendering. Primarily backend work as the second of four contributors.
- Python
- FastAPI
- Three.js
- Vite
- MariaDB
In game · Three.js globe and flight graph