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Posts

Reprogramming a General-Purpose LLM for Electricity Demand Forecasting

16 minute read

Published:

Reprogramming a general-purpose LLM to forecast electricity demand, instead of building yet another specialized time-series model. Here’s the case for it, and how it stacks up against seven other methods, from a naive baseline to a genuine time-series foundation model. Read more

Time-Series MLLLMsEnergy

projects

Seismicity Explorer Completed

Full-stack earthquake hazard modeling and event-set simulation platform, built solo at Temblor Inc. Read more

PythonFlaskPostGISMapLibreHazard Modeling

GO-KIT Completed

Coordinated by Open Universiteit with data partner Calculus, housing corporations Weller Wonen, Wonen Zuid, and Cordium, and installer Habenu Van de Kreeke (€500,000 budget, 20 months). Read more

PythonLSTMscikit-learn

MAI-HOME Completed

Funded via Interreg Flanders–Netherlands (€4M total budget, 3 years). Coordinated by Open Universiteit with five housing corporations, SMEs, and social/knowledge institutions. Read more

PythonLSTMTransformersGNN

Anti-Greenwashing Completed

Private collaboration between Open Universiteit and APG (€210,000 budget). Read more

PythonNLPTransformers

Landslide Hunter Completed

Funded by NWO (€80,000 budget, 1 year). Read more

PythonDeep LearningEarth ObservationImage TransformersCNN

MAS4TE Ongoing

Funded via Interreg Meuse-Rhine (€2.22M total budget). Consortium: Open Universiteit (lead), Boosting Alpha, Climate Cities, Université de Liège, FH Aachen, and Forschungszentrum Jülich. Read more

PythonSolidityBlockchain

Green Innovation Extraction Completed

Funded by GRINS – Growing Resilient, Inclusive and Sustainable, Spoke “Innovation: Ecosystems for Circular Economies,” in collaboration with the University of Verona (Cristina Vlorio et al.). Read more

PythonLLMNLP

publications

teaching

Data and Code Management

Course, DHL/CPP programme (business), Open Universiteit, 2025

Fundamentals of SQL and basic Git operations for the DHL/CPP business programme. Read more

SQLGit

Software Engineering and AI

MSc course (co-developer), Open Universiteit, 2025

MSc course teaching students to treat AI as both a development partner and a black box to be tested and audited. Read more

LLMSoftware EngineeringRAG

Time Series Analysis and Forecasting

Course, DHL/CPP programme (business), Open Universiteit, 2026

Three lectures plus a hands-on lab covering decomposition, stationarity, ARIMA/SARIMA, and end-to-end forecasting, for the DHL/CPP business programme. Read more

PythonARIMAForecasting