Forecasting rivers. Studying the floods.
Hourly river-discharge forecasting, evaluated on the rare flood events that average scores hide.
Personal Notebook & Archive ML & Systems
Leading AI R&D at Universal Software: forecasting, support intelligence, and mentoring engineers.
Consulting for Moka on fintech models and serving pipelines; completing an MSc thesis in Computer Engineering.
Projects
All projects →-
MdsAI
Support history turned into retrieved evidence and human-reviewed answer drafts for 84 municipalities.
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Fishometry
Fish length from a single photo: 5.53 cm outdoor MAE, 36.9% below a species-aware baseline.
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Muninn
An LLM librarian for Markdown notes, from the terminal or inside a coding agent.
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Ikas
Call-volume and handling-time forecasts connected to service-level targets and staffing requirements.
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MLStudio
A desktop forecasting workbench used across 30+ organizations, cutting time to a first validated model from 10 working days to 2; rebuilt in Streamlit/PyTorch.