diff --git a/README.md b/README.md
index ed9c4ea8..4ecd24f5 100644
--- a/README.md
+++ b/README.md
@@ -28,11 +28,11 @@ AWS Observability Accelerator for CDK provides patterns with:
 
 ## Single EKS Cluster AWS Native Observability Accelerator
 
-![AWSNative-Architecture](./docs/images/cloud-native-architecture.png)
+![AWSNative-Architecture](https://github.com/aws-observability/cdk-aws-observability-accelerator/blob/main/docs/images/cloud-native-architecture.png?raw=true)
 
 ## Single EKS Cluster Open Source Observability Accelerator
 
-![OpenSource-Architecture](./docs/images/oss-architecture.png)
+![OpenSource-Architecture](https://github.com/aws-observability/cdk-aws-observability-accelerator/blob/main/docs/images/oss-architecture.png?raw=true)
 
 ## Patterns
 
diff --git a/mkdocs.yml b/mkdocs.yml
index 527c50f5..7b839441 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -48,7 +48,7 @@ nav:
       - OSS ADOT Collector Mon: patterns/single-new-eks-observability-accelerators/single-new-eks-adotmetrics-collection-opensource-observability.md
       - OSS Istio Mon: patterns/single-new-eks-observability-accelerators/single-new-eks-istio-opensource-observability.md
       - OSS ADOT Container Logs: patterns/single-new-eks-observability-accelerators/single-new-eks-container-logs-opensource-observability.md
-      - OSS Neuron with Inferentia: patterns/single-new-eks-observability-accelerators/single-new-eks-inferentia-neuron-opensource-observability.md
+      - OSS Neuron with Inferentia: patterns/single-new-eks-observability-accelerators/single-new-eks-inferentia-opensource-observability.md
     - Logs: logs.md  
     - Tracing: tracing.md
   - Supporting Examples: