@inproceedings{shukla-etal-2026-adaptive, title = "Adaptive Data Flywheel: Applying {MAPE} Control Loops to {AI} Agent Improvement", author = "Shukla, Aaditya and Knowles, Sidney and Madugula, Meenakshi and Farris, David and Angilly, Ryan and Pombo, Santiago and An, Lu and Xu, Anbang and Balasubramanian, Abhinav and Yu, Tan and Ren, Jiaxiang and Akkiraju, Rama", editor = {Matusevych, Yevgen and Eryi{\u{g}}it, G{\"u}l{\c{s}}en and Aletras, Nikolaos}, booktitle = "Proceedings of the 19th Conference of the {E}uropean Chapter of the {A}ssociation for {C}omputational {L}inguistics (Volume 5: Industry Track)", month = mar, year = "2026", address = "Rabat, Morocco", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-eacl/2026.eacl-industry.33/", pages = "438--454", ISBN = "979-8-89176-384-5" }