diff --git a/.devcontainer/60.2.2-python3.10/devcontainer.json b/.devcontainer/60.3.1-python3.10/devcontainer.json
similarity index 66%
rename from .devcontainer/60.2.2-python3.10/devcontainer.json
rename to .devcontainer/60.3.1-python3.10/devcontainer.json
index a3cfae8..e862c8e 100644
--- a/.devcontainer/60.2.2-python3.10/devcontainer.json
+++ b/.devcontainer/60.3.1-python3.10/devcontainer.json
@@ -1,5 +1,5 @@
 {
-    "image": "ghcr.io/howsoai/howso:60.2.2-python3.10",
+    "image": "ghcr.io/howsoai/howso:60.3.1-python3.10",
     "customizations": {
         "vscode": {
           "extensions": ["ms-toolsai.jupyter"]
diff --git a/.devcontainer/60.2.2-python3.11/devcontainer.json b/.devcontainer/60.3.1-python3.11/devcontainer.json
similarity index 66%
rename from .devcontainer/60.2.2-python3.11/devcontainer.json
rename to .devcontainer/60.3.1-python3.11/devcontainer.json
index b664da1..8bf3326 100644
--- a/.devcontainer/60.2.2-python3.11/devcontainer.json
+++ b/.devcontainer/60.3.1-python3.11/devcontainer.json
@@ -1,5 +1,5 @@
 {
-    "image": "ghcr.io/howsoai/howso:60.2.2-python3.11",
+    "image": "ghcr.io/howsoai/howso:60.3.1-python3.11",
     "customizations": {
         "vscode": {
           "extensions": ["ms-toolsai.jupyter"]
diff --git a/.devcontainer/60.2.2-python3.12/devcontainer.json b/.devcontainer/60.3.1-python3.12/devcontainer.json
similarity index 66%
rename from .devcontainer/60.2.2-python3.12/devcontainer.json
rename to .devcontainer/60.3.1-python3.12/devcontainer.json
index b918062..2c3b46b 100644
--- a/.devcontainer/60.2.2-python3.12/devcontainer.json
+++ b/.devcontainer/60.3.1-python3.12/devcontainer.json
@@ -1,5 +1,5 @@
 {
-    "image": "ghcr.io/howsoai/howso:60.2.2-python3.12",
+    "image": "ghcr.io/howsoai/howso:60.3.1-python3.12",
     "customizations": {
         "vscode": {
           "extensions": ["ms-toolsai.jupyter"]
diff --git a/.devcontainer/60.2.2-python3.13/devcontainer.json b/.devcontainer/60.3.1-python3.13/devcontainer.json
similarity index 66%
rename from .devcontainer/60.2.2-python3.13/devcontainer.json
rename to .devcontainer/60.3.1-python3.13/devcontainer.json
index 3fa04e0..288f1ab 100644
--- a/.devcontainer/60.2.2-python3.13/devcontainer.json
+++ b/.devcontainer/60.3.1-python3.13/devcontainer.json
@@ -1,5 +1,5 @@
 {
-    "image": "ghcr.io/howsoai/howso:60.2.2-python3.13",
+    "image": "ghcr.io/howsoai/howso:60.3.1-python3.13",
     "customizations": {
         "vscode": {
           "extensions": ["ms-toolsai.jupyter"]
diff --git a/.devcontainer/devcontainer.json b/.devcontainer/devcontainer.json
index b664da1..8bf3326 100644
--- a/.devcontainer/devcontainer.json
+++ b/.devcontainer/devcontainer.json
@@ -1,5 +1,5 @@
 {
-    "image": "ghcr.io/howsoai/howso:60.2.2-python3.11",
+    "image": "ghcr.io/howsoai/howso:60.3.1-python3.11",
     "customizations": {
         "vscode": {
           "extensions": ["ms-toolsai.jupyter"]