diff --git a/.devcontainer/53.0.0-python3.10/devcontainer.json b/.devcontainer/53.1.0-python3.10/devcontainer.json
similarity index 66%
rename from .devcontainer/53.0.0-python3.10/devcontainer.json
rename to .devcontainer/53.1.0-python3.10/devcontainer.json
index 1adbfef..1170ece 100644
--- a/.devcontainer/53.0.0-python3.10/devcontainer.json
+++ b/.devcontainer/53.1.0-python3.10/devcontainer.json
@@ -1,5 +1,5 @@
 {
-    "image": "ghcr.io/howsoai/howso:53.0.0-python3.10",
+    "image": "ghcr.io/howsoai/howso:53.1.0-python3.10",
     "customizations": {
         "vscode": {
           "extensions": ["ms-toolsai.jupyter"]
diff --git a/.devcontainer/53.0.0-python3.11/devcontainer.json b/.devcontainer/53.1.0-python3.11/devcontainer.json
similarity index 66%
rename from .devcontainer/53.0.0-python3.11/devcontainer.json
rename to .devcontainer/53.1.0-python3.11/devcontainer.json
index ef6d1d4..8a4dbe0 100644
--- a/.devcontainer/53.0.0-python3.11/devcontainer.json
+++ b/.devcontainer/53.1.0-python3.11/devcontainer.json
@@ -1,5 +1,5 @@
 {
-    "image": "ghcr.io/howsoai/howso:53.0.0-python3.11",
+    "image": "ghcr.io/howsoai/howso:53.1.0-python3.11",
     "customizations": {
         "vscode": {
           "extensions": ["ms-toolsai.jupyter"]
diff --git a/.devcontainer/53.0.0-python3.12,/devcontainer.json b/.devcontainer/53.1.0-python3.12,/devcontainer.json
similarity index 65%
rename from .devcontainer/53.0.0-python3.12,/devcontainer.json
rename to .devcontainer/53.1.0-python3.12,/devcontainer.json
index 7559dc0..ddff8af 100644
--- a/.devcontainer/53.0.0-python3.12,/devcontainer.json
+++ b/.devcontainer/53.1.0-python3.12,/devcontainer.json
@@ -1,5 +1,5 @@
 {
-    "image": "ghcr.io/howsoai/howso:53.0.0-python3.12,",
+    "image": "ghcr.io/howsoai/howso:53.1.0-python3.12,",
     "customizations": {
         "vscode": {
           "extensions": ["ms-toolsai.jupyter"]
diff --git a/.devcontainer/53.0.0-python3.13/devcontainer.json b/.devcontainer/53.1.0-python3.13/devcontainer.json
similarity index 66%
rename from .devcontainer/53.0.0-python3.13/devcontainer.json
rename to .devcontainer/53.1.0-python3.13/devcontainer.json
index 9149f99..bd18e93 100644
--- a/.devcontainer/53.0.0-python3.13/devcontainer.json
+++ b/.devcontainer/53.1.0-python3.13/devcontainer.json
@@ -1,5 +1,5 @@
 {
-    "image": "ghcr.io/howsoai/howso:53.0.0-python3.13",
+    "image": "ghcr.io/howsoai/howso:53.1.0-python3.13",
     "customizations": {
         "vscode": {
           "extensions": ["ms-toolsai.jupyter"]
diff --git a/.devcontainer/devcontainer.json b/.devcontainer/devcontainer.json
index ef6d1d4..8a4dbe0 100644
--- a/.devcontainer/devcontainer.json
+++ b/.devcontainer/devcontainer.json
@@ -1,5 +1,5 @@
 {
-    "image": "ghcr.io/howsoai/howso:53.0.0-python3.11",
+    "image": "ghcr.io/howsoai/howso:53.1.0-python3.11",
     "customizations": {
         "vscode": {
           "extensions": ["ms-toolsai.jupyter"]