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Install @jupyter-widgets/jupyterlab-manager in extensions
Add custom css to the css styles.

.widget-hslider .ui-slider .ui-slider-handle {
    background-color: var(--jp-widgets-slider-active-handle-color);
    border: var(--jp-widgets-slider-border-width) solid var(--jp-widgets-slider-active-handle-color);
}