diff --git a/src/sagemaker/image_uri_config/huggingface-llm-neuronx.json b/src/sagemaker/image_uri_config/huggingface-llm-neuronx.json
index 9efbbea305..1f08c8bbcd 100644
--- a/src/sagemaker/image_uri_config/huggingface-llm-neuronx.json
+++ b/src/sagemaker/image_uri_config/huggingface-llm-neuronx.json
@@ -4,7 +4,7 @@
             "inf2"
         ],
         "version_aliases": {
-            "0.0": "0.0.22"
+            "0.0": "0.0.23"
         },
         "versions": {
             "0.0.16": {
@@ -209,6 +209,35 @@
                 "container_version": {
                     "inf2": "ubuntu22.04"
                 }
+            },
+            "0.0.23": {
+                "py_versions": [
+                    "py310"
+                ],
+                "registries": {
+                    "ap-northeast-1": "763104351884",
+                    "ap-south-1": "763104351884",
+                    "ap-south-2": "772153158452",
+                    "ap-southeast-1": "763104351884",
+                    "ap-southeast-2": "763104351884",
+                    "ap-southeast-4": "457447274322",
+                    "eu-central-1": "763104351884",
+                    "eu-central-2": "380420809688",
+                    "eu-south-2": "503227376785",
+                    "eu-west-1": "763104351884",
+                    "eu-west-3": "763104351884",
+                    "il-central-1": "780543022126",
+                    "sa-east-1": "763104351884",
+                    "us-east-1": "763104351884",
+                    "us-east-2": "763104351884",
+                    "us-west-2": "763104351884",
+                    "ca-west-1": "204538143572"
+                },
+                "tag_prefix": "2.1.2-optimum0.0.23",
+                "repository": "huggingface-pytorch-tgi-inference",
+                "container_version": {
+                    "inf2": "ubuntu22.04"
+                }
             }
         }
     }
diff --git a/tests/unit/sagemaker/image_uris/test_huggingface_llm.py b/tests/unit/sagemaker/image_uris/test_huggingface_llm.py
index fa10fd24fe..efcdbfc201 100644
--- a/tests/unit/sagemaker/image_uris/test_huggingface_llm.py
+++ b/tests/unit/sagemaker/image_uris/test_huggingface_llm.py
@@ -51,6 +51,7 @@
         "0.0.20": "1.13.1-optimum0.0.20-neuronx-py310-ubuntu22.04",
         "0.0.21": "1.13.1-optimum0.0.21-neuronx-py310-ubuntu22.04",
         "0.0.22": "2.1.2-optimum0.0.22-neuronx-py310-ubuntu22.04",
+        "0.0.23": "2.1.2-optimum0.0.23-neuronx-py310-ubuntu22.04",
     },
 }