Engineering discipline, applied to research questions.

End-to-end automation and debugging for Vault RIM Core workflows, with attention to regression reliability and maintainable test logic.

• Updates and debugs end-to-end automation for enterprise product workflows.
• Writes automation scripts, test plans, and test cases using Java, SQL, HTTP, and browser-automation logic where appropriate.
• Triages automation and UT/Pre-UT failures by isolating likely causes in application behavior, rendered text/UI automation, data state, and cleanup steps.

Manuscript research and writing connecting affective computing, cross-modal mapping, multimodal sensing, and offline reinforcement learning.

• Synthesized literature across art therapy, synesthesia-inspired visualization, multimodal sensing, and human-centered therapeutic media.
• Helped frame a multimodal personalization pipeline using FER, EEG, and PPG signals with conservative offline RL methods.

Research on AI-driven art therapy and adaptive therapeutic media informed by physiological signals.

• Extracted and analyzed music, visual, and physiological features relevant to adaptive therapeutic content.
• Supported development and refinement of machine learning pipelines for personalized content generation.