Worked on the invariantlabs-ai/explorer repository to deliver targeted improvements in user experience and system reliability. Addressed a connectivity issue by updating the Analyzer UI’s default port from 8000 to 8010, ensuring seamless communication between the UI and analyzer service. Enhanced the user interface by introducing an empty-state message and icon when no issue clusters are detected, replacing an empty chart with actionable feedback. These updates, implemented using React, JavaScript, and CSS, reduced user confusion and aligned the product more closely with data analysis workflow goals. The work demonstrated attention to both technical detail and user-centric UI development practices.