Ui Ux Designers

UI/UX Designers Skill (FA v2)

Context

The GeoSupply Admin Portal (Phase 9) exposes the massive underlying intelligence pipeline output into human-consumable formats. We do not mock data to test renders.

Multipage Lazy Loading

• CRITICAL CONSTRAINT: The KnowledgeGraphAgent can yield >100K entities.
• Do NOT load the entire dataset into Pandas/Streamlit on boot.
• Use st.cache_data and Streamlit's new multipage lazy loading (st.navigation(), st.Page()). Ensure that querying the SQLite databases pushes compute strictly to SQL LIMIT/OFFSET.

Admin Overrides

• The "Override Pattern" UI must let admins inject manual intelligence suppressing false positive anomalies generated by OverridePatternSubAgent.