Remove toast notifications from dashboard

Remove Loaded preset scenario toast from loadPreset function

Update Streamlit styling to light theme

Update hero badge/heading text and implement light mode contrast overrides

Bump asset cache-busters to force browsers to load latest layout styles and JS fixes

Align streamlit demo button label to show 9-layer pipeline

Fix layout coloring and contrast across light and dark themes