@article{regimesanauditableheldoutgatedimprovemen,
  title = {Regimes: An Auditable, Held-Out-Gated Improvement Loop Demonstrated on LongMemEval with ActiveGraph},
  author = {Yohei Nakajima},
  year = {2026},
  eprint = {2606.10241},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2606.10241},
}