TL;DR of the paper, generated automatically.

Training stage that cuts drift in image editing over many turns.

• Method: learns from the editor's own rollouts, no curated pairs.
• Result: cuts drift over 15-20 turns, largely keeping base-model performance.
• Tested on: FLUX, SenseNova, Qwen. Code and weights on project page.