Agent stagesEvaluation harnessFine-tuning flywheelExit to pipeline
Pattern validated by Google's AI co-scientist: candidate generation is a tournament, not a
single pass. Reflect and Rank use pairwise debates with an Elo-style meta-reviewer; survivors seed the
next generation. When the round budget is spent, the ranked batch exits to the next pipeline stage.
The flywheel compounds advantage: wet-lab ground truth fine-tunes the models that power the next
tournament (Cradle's per-round refit model).