During November 2024, ai@tempesta-tech.com led core backend development for the tempesta-tech/tempesta repository, focusing on refactoring and enhancing the tfw_logger logging stack and access_log components. They improved thread architecture, memory management, and asynchronous task execution using C++ and Bash, while expanding test coverage for HTTP/2 and configuration edge cases. Their work included integrating ClickHouse for reliable data delivery, optimizing daemon lifecycle management, and modernizing build automation with Makefile improvements. By addressing 27 features and 21 bugs, they delivered robust, maintainable code that strengthened system reliability, streamlined logging, and improved performance across Tempesta’s core infrastructure and supporting test suites.