Агентный подход к матчингу товаров с помощью LLM. Конференция Highload 2025, Виталий Кулиев.

The agent-based approach automates the creation of high-quality matching prompts for specific product categories. By using an agent-based approach (LLM workflow), human intervention in creating matching rules for pairs of products is minimized. Automation enabled the processing of 200 product categories. With manual prompt creation, processing a single product category took a long time, and pipelines were only able to be created for 10 categories. The operating principles of the AI ​​agent are universal and can be reused in other areas.