During January 2025, Hotti focused on improving build stability and dependency management for the Shubhamsaboo/MiniCPM-V repository. Addressing a critical issue in Python’s requirements.txt, Hotti corrected a typo in the tensorboard dependency, ensuring accurate package installation and preventing CI failures. This change enhanced reproducibility across development environments and reduced time spent on build-related debugging. By linking the fix to a specific commit, Hotti reinforced traceability and code quality. The work demonstrated attention to detail in dependency hygiene and contributed to smoother onboarding for new developers, leveraging skills in Python and text-based configuration to support robust project maintenance.