During March 2025, Bbrfkr developed deterministic image generation capabilities for the Tencent/Hunyuan3D-2 repository, focusing on reproducibility and reliability. By integrating a seed parameter into the t2i_worker component, Bbrfkr enabled users and pipelines to generate consistent images across runs, addressing variability and improving debuggability. The implementation, written in Python, emphasized code hygiene and traceability, resulting in a single, well-documented commit that streamlined review and adoption. This work leveraged skills in image generation and reproducibility, positioning the project for broader use in production pipelines where consistent outputs and reliable testing are essential. No bug fixes were recorded during this period.