Don't Gamble, GAMBLe: An Analytical Framework for AI-Driven Research Systems

This paper introduces GAMBLe, an analytical framework for AI-Driven Research Systems (ADRS). It decomposes ADRS behavior into four parameters and an effective landscape, showing how distinct generator-assessor pairs induce structurally different optimization landscapes.