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

Marquita Ellis, Paul Castro

AI-Driven Research Systems (ADRS) -- systems coupling LLMs with automated evaluation to discover algorithms, proofs, and designs -- are being optimized and adopted across domains,…