Avito has transitioned from manual machine management to a centralized cloud-native infrastructure for machine learning. Previously, data scientists relied on DevBox, a dedicated machine accessed via SSH for model training and dataset preparation.

The platform evolution was driven by an increase in the number of data scientists and the integration of LLMs. The new system, named Aviflow, replaces the previous manual workflow where specialists blocked individual machines for their tasks.