Electrification Intelligence is a standalone research project tracking how electrification reshapes energy, industry and materials.

Our central question: is electrification becoming the dominant architecture of the future energy and industrial system, and what does that imply for manufacturing and materials?

We connect system changes to technologies, components and material requirements. We distinguish validated evidence, candidate evidence, interpretation and hypotheses. Sector growth alone does not establish a materials opportunity.

This website publishes curated research articles. Existing English research is the canonical source; Chinese editions preserve the same numbers, measurement boundaries and uncertainty in natural research prose.

Read the methodology, or explore the six research hypotheses.

Project and content route

The research repository holds research; the website repository maintains public pages. Develop learning questions into sprints, then feed editions and thesis reviews.

Citation and reuse

Articles on this site are licensed under CC BY 4.0: you may share and adapt them with credit to “Electrification Intelligence (rethinksci-gif)”, a link to the source page and a note of any changes. Cited third-party sources keep their own terms. The site code remains MIT-licensed.

When citing, name the edition and its research cutoff, and keep the evidence status and uncertainty attached to any number you quote. Archived releases: DOI 10.5281/zenodo.23276948 (always resolves to the latest version). Machine-readable citation metadata is in CITATION.cff.