feat: add Streamlit demo dashboard - #11
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Aug 5, 2026
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Code review:
- Graceful fallback to synthetic demo data when backend unreachable is a good pattern.
- Charts via plotly + pandas render well.
- Suggestion: honor refresh toggle to re-fetch live data (currently no-op in synthetic mode).
- LGTM.
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Adds a runnable Streamlit demo dashboard in frontend/app.py for closed-loop outcome intelligence. Queries a live backend when available, otherwise shows synthetic demo analytics.
Run: streamlit run frontend/app.py