SWE-Duel: Towards a Self-Scaling Arena for Coding Agents

SWE-Duel introduces a self-scaling arena where coding agents generate evaluation tasks at runtime to prevent data leakage and benchmark saturation. Using a mirrored Red-Blue turn mechanism, one agent implements a new feature with tests while a second agent must identify and fix a deliberately embedded bug.