For detailed information on the training methodology, architecture, and evaluations, please refer to our paper:
Alakuijala, M., Gao, Y., Ananov, G., Kaski, S., Marttinen, P., Ilin, A., & Valpola, H. (2025). Memento No More: Coaching AI Agents to Master Multiple Tasks via Hints Internalization. arXiv preprint arXiv:2502.01562.