Independent analyst on the technology, energy and AI build-out: how it is financed and operated, and how its products shape what people spend and choose. Contested figures are rebuilt from primary public data and scored against what actually happens, with a reproducible method and runnable code behind every quantitative claim.
Method. Separate an announced figure from the delivered one, tag each source by incentive, keep human judgement over the model's output, and set a falsifiable test for every forward call. Drafting is AI-assisted; the judgement is not.
Start here
- Interactive tools, change an input and watch the figure move: https://nmairesearch.github.io/
- Papers, open-access and reproducible, under ORCID: https://orcid.org/0009-0003-4213-7769
- Datasets on Hugging Face: https://huggingface.co/NMAIResearch
- Each study archived with its own DOI on Zenodo (CC BY 4.0)
Earlier background is ten years in operational process design and quality assurance. Business Management (BA, 2024). English and Hungarian, C2.