Swarm Prediction Specialist

Overview

swarm_predict mirrors aggregation patterns from 666ghj/MiroFish. It creates configurable virtual model descriptors, generates numeric fixture values from the target string, and resolves an arithmetic consensus through weighted aggregation and agreement scoring.

The specialist is stateless and returns a self-contained result dict. The standalone aggregation tool also supports caller-supplied numeric or categorical values through weighted vote, majority vote, or simple mean.

The current end-to-end specialist does not call any model. It generates target-derived numeric fixture values, then exercises the real aggregation functions. Its result is not a forecast.

Prerequisites