Predictive Loop Mapper — Carlo Engine Extension for Loop Evolution Forecasting

The Predictive Loop Mapper is an extension of the Carlo Engine designed to forecast the next likely loop state based on structural pressure, contradiction behaviour, drift direction, operator activity, and trajectory position.It provides a minimal and precise method for predicting loop evolution within the Carlo Framework.This release includes a micro manual, a worked example, and a minimal input template, allowing researchers to run the mapper independently and integrate it into their own Carlo‑based analyses.The mapper does not generate new operators. It identifies how an existing loop is likely to change based on the internal mechanics of the Carlo Engine.