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Insights

Engineering notes from inside plant operations.

These are focused observations on electrolyzer safety, operational diagnostics, and what physics-driven AI changes when a plant team needs earlier answers.

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March 2026 4 min read

Electrolyzer safety

Your SCADA gives you 30 seconds. Yunify gives you 4 weeks.

Gas crossover trips do not start as sudden events. They build quietly as membrane behavior drifts, impurities accumulate, and operating envelopes tighten. By the time SCADA raises an alarm, the plant is already in a short-response window.

Green HydrogenPredictive MaintenanceElectrolyzer SafetyDigital Twin
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February 2026 5 min read

Physics-driven AI

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
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