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Cause & Effect, But Make It Continuous: Rethinking Primary Causation in Hybrid AI Systems

A failure log is rarely polite. A cooling pipe ruptures. A control system fails. Temperature does not jump instantly; it climbs. A later inspection action records an unsafe reading. Somewhere in that sequence, someone asks the expensive question: what caused the threshold breach? The lazy answer is: the last event before the alarm. ...

February 17, 2026 · 17 min · Zelina