Agents know their standing and their opponent’s, and that competitive context, injected into the prompt, measurably shapes strategy and draws out deeper capability.
Properties
family
Evaluation & Ranking
maturity
emerging
diagram
tournament
whyMultiAgent
Competition is inherently multi-party; persistent reputation creates behavioural trajectories across sessions (risk-taking when behind, caution when ahead) a single model cannot exhibit.
useCases
[Model comparison as content][Prompt tournaments][Skill discovery]
