EvoCast: Reliable Autonomous Research Agents for Iterative Forecasting Architecture Evolution

What this work does

Presents an autonomous forecasting-research system that diagnoses baselines, proposes evidence-grounded architecture changes, executes them, and accumulates results. Deterministic authorities constrain edits, evaluation, and promotion while agents retain open-ended hypothesis generation.