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February 2026 5 min read

Physics-driven AI

By Deeparnak Bhowmick

Most Industrial AI is solving the wrong problem.

Many industrial AI deployments assume more data automatically creates better predictions. Electrolyzers are not that forgiving. Their behavior is constrained by electrochemistry, thermodynamics, and operating limits that black-box models often fail to respect.

Physics-driven AIElectrolyzer AnalyticsIndustrial AIGreen Hydrogen