During November 2025, Segevido enhanced the multi-turn benchmarking suite in the IBM/vllm repository, focusing on user experience and configurability. They developed a real-time progress bar for synthetic conversation generation, providing immediate feedback during benchmark runs. Segevido also introduced a configurable API request timeout, allowing users to specify per-call timeouts for multi-turn benchmarks, which improved reliability and facilitated faster issue localization. The work leveraged Python and asynchronous programming techniques, with an emphasis on benchmarking and data analysis. While the contribution was focused on a single feature, it demonstrated thoughtful engineering to address workflow visibility and usability within the benchmarking process.