@inproceedings{tsymboi-etal-2026-production, title = "From Production Traffic to Post-Training: Building a Self-Hosted {LLM} That Covers the Corporate Request Mix", author = "Tsymboi, Olga and Stoianov, Dmitrii and Latypov, Ramil and Taranets, Danil and Dryabin, Daniil and Gashkov, Mikhail and Zelenkovskiy, Viktor and Fida, Aleksandr and Alektorov, Gleb and Gulyakov, Nikita and Babkin, Arthur and Medvedev, Aleksandr and Gein, Pavel and Potapov, Anatolii", editor = "Atanasova, Pepa and Haffari, Gholamreza and Wang, Minghan", booktitle = "Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing: Industry Track", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.emnlp-industry.117/", pages = "1995--2023", ISBN = "979-8-89176-460-6" }