feat(cultural-sensitivity): add Phase 3 daily reminder for learning & refinement
Created daily recurring task to ensure continuous improvement of cultural sensitivity detection system. Implementation: - scripts/add-cultural-sensitivity-phase3-reminder.js - Creates DAILY ScheduledTask in MongoDB - Appears in session-init every day - Reminds to review audit logs, identify false positives/negatives - Update detection patterns based on real-world usage - Document findings in CULTURAL_SENSITIVITY_REFINEMENTS.md Task Details: - Title: "DAILY: Cultural Sensitivity Phase 3 - Learning & Refinement" - Recurrence: daily - Priority: MEDIUM - Category: governance - Shows in session-init daily until dismissed/completed Review Workflow: 1. Check PluralisticDeliberationOrchestrator audit logs 2. Analyze flagged content vs. human decisions 3. Identify pattern improvements needed 4. Update assessCulturalSensitivity() if needed 5. Monitor success metrics (< 10% false positives, < 5% false negatives) User request: "ensure we are reminded of phase 3 daily until further notice" Next session will show this reminder in session-init output. 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com>
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scripts/add-cultural-sensitivity-phase3-reminder.js
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scripts/add-cultural-sensitivity-phase3-reminder.js
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#!/usr/bin/env node
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/**
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* Add Daily Cultural Sensitivity Phase 3 Reminder
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*
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* Creates a DAILY recurring task to remind about Phase 3:
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* - Review cultural sensitivity detection performance
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* - Analyze false positives/negatives
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* - Refine patterns based on real-world usage
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* - Update PluralisticDeliberationOrchestrator as needed
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*
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* This task will appear in session-init DAILY until dismissed or completed.
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*/
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const mongoose = require('mongoose');
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const ScheduledTask = require('../src/models/ScheduledTask.model.js');
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const MONGODB_URI = 'mongodb://localhost:27017/tractatus_dev';
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async function addPhase3ReminderTask() {
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console.log('═══════════════════════════════════════════════════════════');
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console.log(' Adding Cultural Sensitivity Phase 3 Daily Reminder');
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console.log('═══════════════════════════════════════════════════════════');
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console.log('');
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try {
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await mongoose.connect(MONGODB_URI);
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// Start tomorrow at 9am
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const dueDate = new Date();
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dueDate.setDate(dueDate.getDate() + 1);
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dueDate.setHours(9, 0, 0, 0);
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const task = new ScheduledTask({
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title: 'DAILY: Cultural Sensitivity Phase 3 - Learning & Refinement',
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description: `Review cultural sensitivity detection system performance and refine as needed.
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**Daily Review Checklist:**
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1. Review audit logs: PluralisticDeliberationOrchestrator cultural_sensitivity_check
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2. Identify false positives (flagged but culturally appropriate)
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3. Identify false negatives (missed culturally insensitive content)
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4. Analyze patterns across media responses and blog posts
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5. Update detection patterns in assessCulturalSensitivity() if needed
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**What to Look For:**
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- Western-centric language that was APPROPRIATE for the audience
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- Indigenous exclusion that was APPROPRIATE for the context
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- Culturally insensitive content that was NOT flagged
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- New patterns emerging from real-world usage
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- Feedback from human reviewers on flagged content
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**Success Metrics:**
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- < 10% false positive rate (flagged but appropriate)
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- < 5% false negative rate (missed insensitive content)
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- Consistent improvement in detection accuracy
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- Human reviewer confidence in AI flagging
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**Update Process:**
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1. Document findings in docs/governance/CULTURAL_SENSITIVITY_REFINEMENTS.md
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2. Update patterns in PluralisticDeliberationOrchestrator.service.js
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3. Test new patterns with historical examples
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4. Commit changes with rationale
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5. Monitor impact in next review cycle
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**Context:**
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Phase 1: Detection & flagging (COMPLETED)
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Phase 2: UI & workflow (IN PROGRESS)
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Phase 3: Learning & refinement (THIS REMINDER)
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User request: "ensure we are reminded of phase 3 daily until further notice"`,
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dueDate: dueDate,
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priority: 'MEDIUM',
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category: 'governance',
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recurrence: 'daily',
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assignedTo: 'PM',
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showInSessionInit: true,
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reminderDaysBefore: 0, // Show every day
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tags: ['cultural-sensitivity', 'inst-081', 'pluralism', 'learning', 'refinement', 'daily'],
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metadata: {
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source: 'user-request-2025-10-24',
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phase: 'phase_3',
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implementation: 'cultural_sensitivity_layer',
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instruction: 'inst_081',
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review_type: 'performance_analysis'
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}
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});
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await task.save();
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console.log('✓ Daily reminder task created successfully!');
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console.log('');
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console.log('Task Details:');
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console.log(` Title: ${task.title}`);
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console.log(` Due: ${task.dueDate.toISOString().split('T')[0]} (and daily thereafter)`);
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console.log(` Recurrence: DAILY`);
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console.log(` Priority: ${task.priority}`);
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console.log(` Category: ${task.category}`);
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console.log('');
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console.log('This task will appear in session-init EVERY DAY until:');
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console.log(' • User dismisses it (when Phase 3 complete)');
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console.log(' • User marks it complete');
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console.log(' • User updates recurrence');
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console.log('');
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console.log('📊 View in calendar: http://localhost:9000/admin/calendar.html');
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console.log('📋 View audit logs: http://localhost:9000/admin/audit-analytics.html');
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console.log('');
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console.log('Daily review workflow:');
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console.log(' 1. Check audit logs for cultural_sensitivity_check entries');
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console.log(' 2. Review flagged content with human decision outcomes');
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console.log(' 3. Update patterns if false positives/negatives found');
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console.log(' 4. Document changes in CULTURAL_SENSITIVITY_REFINEMENTS.md');
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console.log('');
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await mongoose.connection.close();
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process.exit(0);
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} catch (err) {
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console.error('Error adding task:', err.message);
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await mongoose.connection.close();
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process.exit(1);
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}
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}
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// Run if called directly
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if (require.main === module) {
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addPhase3ReminderTask();
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}
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module.exports = { addPhase3ReminderTask };
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