About
This skill provides a battle-tested workflow for building stable interactive dashboards in VS Code using Plotly and ipywidgets. It specifically addresses a critical bug in Plotly 6.x where modifying shapes within a FigureWidget triggers a 'uid' KeyError during trace delta synchronization. By implementing a 'recreate-on-update' pattern paired with ipywidgets Output containers, developers can maintain responsive, multi-plot dashboards with synchronized thresholds and high stability, bypassing the limitations of standard FigureWidget batch updates.