@article{repairtheamplifiernotthesymptomstablewor,
  title = {Repair the Amplifier, Not the Symptom: Stable World-Model Correction for Agent Rollouts},
  author = {Xinyuan Song and Zekun Cai},
  year = {2026},
  eprint = {2607.01767},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2607.01767},
}