During February 2026, Pygosceles developed the Ink Feature Visualization for the ScrollPrize/villa repository, focusing on enhancing feature extraction and analysis workflows. The solution applied feature-vector clustering and t-SNE-based visualization to distinguish ink from non-ink features, improving the accuracy of downstream processing and rendering decisions. Pygosceles collaborated closely with co-authors to refine the visualization approach, ensuring clear documentation and traceable commits throughout the project. The work demonstrated skills in AI integration, data analysis, and project management, with Markdown used for documentation. The codebase remained stable, as no major bugs were reported, reflecting a focused and well-executed engineering effort.