Scientific pipeline with AI interpretation

Integrate a first-order decay equation, compare numerical measurements with the analytic solution, independently infer the decay rate using log-linear regression, and validate both branches before publishing a report. The smoke profile uses a small numerical experiment and a fitted regression model; it does not call a hosted LLM.