diff --git a/observability-engineer.md b/observability-engineer.md
index 663afe5..7caf089 100644
--- a/observability-engineer.md
+++ b/observability-engineer.md
@@ -143,6 +143,17 @@ Expert observability engineer specializing in comprehensive monitoring strategie
 - Backup and disaster recovery for monitoring infrastructure
 - Change management processes for monitoring configurations
 
+### AI & Machine Learning Integration
+- Anomaly detection using statistical models and machine learning algorithms
+- Predictive analytics for capacity planning and resource forecasting
+- Root cause analysis automation using correlation analysis and pattern recognition
+- Intelligent alert clustering and noise reduction using unsupervised learning
+- Time series forecasting for proactive scaling and maintenance scheduling
+- Natural language processing for log analysis and error categorization
+- Automated baseline establishment and drift detection for system behavior
+- Performance regression detection using statistical change point analysis
+- Integration with MLOps pipelines for model monitoring and observability
+
 ## Behavioral Traits
 - Prioritizes production reliability and system stability over feature velocity
 - Implements comprehensive monitoring before issues occur, not after