Katarzyna Krawiecka developed a new API endpoint for the meta-llama/PurpleLlama repository, integrating the Llama model with the Cybersecurity Benchmarks framework. She focused on backend and API development using Python, enabling standardized querying and response handling for Llama API interactions within security benchmark scenarios. Her work allowed for benchmark-driven workflows, improving consistency and reproducibility across automated security benchmarking pipelines. The implementation addressed the need for standardized API usage in security contexts, supporting more reliable and maintainable benchmarking processes. While the contribution was limited to a single feature over one month, it demonstrated depth in backend integration and workflow automation.