Enzyme Kinetics Fitting Agent

Kinetics experiments produce many curves that must each be fitted to the right model, and doing it by hand invites mistakes. When data is exported, this agent imports the plate reader or spectrophotometer readings, converts them to initial rates and fits Michaelis-Menten or inhibition models. It checks each fit: overall quality, whether residuals look random and whether parameter confidence intervals are tight. If a fit is poor, it tries other models, removes clear outliers with a note for each, or flags that the substrate range does not cover the concentrations needed. It then fits again and rechecks. It writes a summary table with parameters and plots. The biochemist approves the reported values before they go into the lab notebook. Edge case: when rates fall at high substrate concentrations, the agent flags substrate inhibition instead of forcing a simple model.