Elizaveta quickly understood the complex architecture of the project, proposed the right technical solutions, and successfully implemented the API, regression testing, and logging. It is especially valuable that she thinks systematically, pays attention to stability and reproducibility of results, rather than just "making it work." Communication was easy, all tasks were completed on time and with attention to detail.