Phase 2: Cultural Sensitivity Admin UI
- Display cultural sensitivity analysis results in admin interfaces
- Visual indicators for risk levels (LOW/MEDIUM/HIGH)
- Show concerns and suggested adaptations to human reviewers
- Human-in-the-loop workflow: AI flags, human decides
Implementation:
1. Media Inquiry Admin (public/js/admin/media-triage.js:435-503)
- Cultural Sensitivity Analysis section in inquiry details modal
- Shows risk level with color-coded badges (green/yellow/red)
- Lists cultural concerns with context
- Displays suggested adaptations
- Framework compliance note: "AI flags concerns but never blocks"
- Appears after response is created (response.cultural_sensitivity)
2. Blog Curation Admin (public/js/admin/blog-curation.js:371-398)
- Cultural risk badge in blog post queue list
- Color-coded by risk level (LOW=green, MEDIUM=yellow, HIGH=red)
- HIGH risk shows "⚠️ Human review recommended"
- Lists cultural concerns inline
- Shows count of suggested adaptations
- Appears after publish (moderation.cultural_sensitivity)
UI Features:
- 🌍 Cultural Sensitivity icon for visibility
- Risk-based color coding (traffic light pattern)
- Expandable concern details
- Suggested adaptations inline
- Timestamps for audit trail
- Non-blocking workflow (flags for review, doesn't prevent action)
Human Approval Workflow:
- Existing respond() API already stores cultural_sensitivity data
- Existing publish() API already stores cultural_sensitivity data
- UI displays flags and suggestions
- Human reviewer makes final decision (inst_081 pluralism)
- No new endpoints needed - workflow integrated into existing approval flow
Next: Deploy Phase 2, monitor Phase 3 daily reminders for learning/refinement
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
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