diff --git a/internal/alerts/alerts.go b/internal/alerts/alerts.go
index 8573117..bcba8a2 100644
--- a/internal/alerts/alerts.go
+++ b/internal/alerts/alerts.go
@@ -5924,6 +5924,14 @@ func (m *Manager) ClearAlertHistory() error {
 	return m.historyManager.ClearAllHistory()
 }
 
+// OnAlertHistory registers a callback to be called when alerts are added to history.
+// This enables external systems like pattern detection to track alerts.
+func (m *Manager) OnAlertHistory(cb AlertCallback) {
+	if m.historyManager != nil {
+		m.historyManager.OnAlert(cb)
+	}
+}
+
 // checkNodeOffline creates an alert for offline nodes after confirmation
 func (m *Manager) checkNodeOffline(node models.Node) {
 	alertID := fmt.Sprintf("node-offline-%s", node.ID)
diff --git a/internal/alerts/history.go b/internal/alerts/history.go
index 91aed55..39f9ef9 100644
--- a/internal/alerts/history.go
+++ b/internal/alerts/history.go
@@ -27,6 +27,10 @@ type HistoryEntry struct {
 	Timestamp time.Time `json:"timestamp"`
 }
 
+// AlertCallback is called when an alert is added to history
+// This enables external systems to track alerts (e.g., pattern detection)
+type AlertCallback func(alert Alert)
+
 // HistoryManager manages persistent alert history
 type HistoryManager struct {
 	mu           sync.RWMutex
@@ -38,6 +42,7 @@ type HistoryManager struct {
 	saveInterval time.Duration
 	stopChan     chan struct{}
 	saveTicker   *time.Ticker
+	callbacks    []AlertCallback // Called when alerts are added
 }
 
 // NewHistoryManager creates a new history manager
@@ -74,10 +79,16 @@ func NewHistoryManager(dataDir string) *HistoryManager {
 	return hm
 }
 
+// OnAlert registers a callback to be called when alerts are added
+func (hm *HistoryManager) OnAlert(cb AlertCallback) {
+	hm.mu.Lock()
+	defer hm.mu.Unlock()
+	hm.callbacks = append(hm.callbacks, cb)
+}
+
 // AddAlert adds an alert to history
 func (hm *HistoryManager) AddAlert(alert Alert) {
 	hm.mu.Lock()
-	defer hm.mu.Unlock()
 
 	entry := HistoryEntry{
 		Alert:     *alert.Clone(),
@@ -85,7 +96,15 @@ func (hm *HistoryManager) AddAlert(alert Alert) {
 	}
 
 	hm.history = append(hm.history, entry)
+	callbacks := hm.callbacks
+	hm.mu.Unlock()
+	
 	log.Debug().Str("alertID", alert.ID).Msg("Added alert to history")
+	
+	// Call callbacks outside the lock
+	for _, cb := range callbacks {
+		cb(alert)
+	}
 }
 
 // GetHistory returns alert history within the specified time range
diff --git a/internal/api/router.go b/internal/api/router.go
index b539939..d39c79c 100644
--- a/internal/api/router.go
+++ b/internal/api/router.go
@@ -28,6 +28,7 @@ import (
 	"github.com/rcourtman/pulse-go-rewrite/internal/agentbinaries"
 	"github.com/rcourtman/pulse-go-rewrite/internal/agentexec"
 	"github.com/rcourtman/pulse-go-rewrite/internal/ai"
+	"github.com/rcourtman/pulse-go-rewrite/internal/alerts"
 	"github.com/rcourtman/pulse-go-rewrite/internal/auth"
 	"github.com/rcourtman/pulse-go-rewrite/internal/config"
 	"github.com/rcourtman/pulse-go-rewrite/internal/models"
@@ -1469,6 +1470,15 @@ func (r *Router) StartPatrol(ctx context.Context) {
 		})
 		if patternDetector != nil {
 			r.aiSettingsHandler.SetPatternDetector(patternDetector)
+			
+			// Wire alert history to pattern detector for event tracking
+			if alertManager := r.monitor.GetAlertManager(); alertManager != nil {
+				alertManager.OnAlertHistory(func(alert alerts.Alert) {
+					// Convert alert type to trackable event
+					patternDetector.RecordFromAlert(alert.ResourceID, alert.Type+"_"+string(alert.Level), alert.StartTime)
+				})
+				log.Info().Msg("AI Pattern Detector: Wired to alert history for failure prediction")
+			}
 		}
 
 		r.aiSettingsHandler.StartPatrol(ctx)