New useLearningStatus hook:
- Polls /api/ai/intelligence/learning every 60 seconds
- Provides resourceCount(), metricCount(), learningState()
- Convenience accessors: isActive(), isLearning(), isWaiting()
Enhanced AIStatusIndicator:
- Now shows when ANY baselines exist (not just when Patrol enabled)
- Tooltip shows 'X resources baselined' for transparency
- Healthy state 45 resources baselined'shows '
- Works even without Pro license since baselines are FREE
This makes the AI presence visible from the moment Pulse starts
learning, providing immediate value feedback to all users.
AIStatusIndicator:
- Now shows BOTH patrol findings AND baseline anomalies
- Displays even when only anomaly detection is active (no patrol)
- Badge count includes both findings + anomalies
- Tooltip provides detailed breakdown by severity
Trend Prediction (backend):
- Add TrendPrediction struct for resource exhaustion forecasting
- CalculateTrend() uses linear regression on sample history
- Predicts days until resource is full (or if declining/stable)
- Severity: critical (<7 days), warning (<30 days), info (>30 days)
- Human-readable descriptions like 'full in ~2 weeks (+0.5% per day)'
This creates a more cohesive intelligence experience where anomaly
detection works independently of the pro/patrol features, making
value visible immediately to all users.
Keep only the simple AI-powered approach:
- set_resource_url tool lets AI save discovered URLs
- Users ask AI directly: 'Find URLs for my containers'
- AI uses its intelligence to discover and set URLs
Removed:
- URLDiscoveryService (rigid port scanning)
- Bulk discovery API endpoints
- Frontend discovery button
The AI itself is smart enough to iterate through resources
and discover URLs when asked.
