diff --git a/.devcontainer/devcontainer.json b/.devcontainer/devcontainer.json
index d0525d51..17f3d374 100644
--- a/.devcontainer/devcontainer.json
+++ b/.devcontainer/devcontainer.json
@@ -1,23 +1,42 @@
+//{
+//	"name": "Python 3",
+//	// Or use a Dockerfile or Docker Compose file. More info: https://containers.dev/guide/dockerfile
+//	"image": "mcr.microsoft.com/devcontainers/python:1-3.9-bookworm",
+//	"onCreateCommand": ".devcontainer/startup.sh",
+//	"customizations": {
+//		"vscode": {
+//			"settings": {
+//				"python.testing.pytestEnabled": true,
+//				"python.testing.unittestEnabled": false,
+//				"python.testing.pytestArgs": [
+//					"."
+//				],
+//				"python.pythonPath": ".venv/bin/python",
+//				"python.defaultInterpreterPath": ".venv/bin/python",
+//				"python.terminal.activateEnvInCurrentTerminal": true
+//			},
+//			"extensions": [
+//				"ms-toolsai.jupyter"
+//			]
+//		}
+//	}
+//}
+
 {
-	"name": "Python 3",
-	// Or use a Dockerfile or Docker Compose file. More info: https://containers.dev/guide/dockerfile
-	"image": "mcr.microsoft.com/devcontainers/python:1-3.9-bookworm",
-	"onCreateCommand": ".devcontainer/startup.sh",
-	"customizations": {
-		"vscode": {
-			"settings": {
-				"python.testing.pytestEnabled": true,
-				"python.testing.unittestEnabled": false,
-				"python.testing.pytestArgs": [
-					"."
-				],
-				"python.pythonPath": ".venv/bin/python",
-				"python.defaultInterpreterPath": ".venv/bin/python",
-				"python.terminal.activateEnvInCurrentTerminal": true
-			},
-			"extensions": [
-				"ms-toolsai.jupyter"
-			]
-		}
-	}
+    "name": "Jupyter Environment",
+    "image": "mcr.microsoft.com/devcontainers/python:3",
+    "features": {
+        "ghcr.io/devcontainers/features/python:1": {}
+    },
+    "customizations": {
+        "vscode": {
+            "extensions": [
+                "ms-python.python",
+                "ms-toolsai.jupyter"
+            ]
+        }
+    },
+    "postCreateCommand": "pip install jupyter notebook pandas numpy matplotlib",
+    "forwardPorts": [8888],
+    "postStartCommand": "jupyter notebook --ip=0.0.0.0 --port=8888 --NotebookApp.token='' --NotebookApp.password=''"
 }
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index 30d2161a..0fd94c9c 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -26,4 +26,13 @@ jobs:
       - name: Checkout [${{ github.repository }}]
         uses: actions/checkout@v4
 
-      - uses: cvxgrp/.github/actions/publish@v2.0.6
+      # download dist from build
+      - uses: actions/download-artifact@v4
+        with:
+          name: dist
+          path: dist
+
+      - name: Publish package distributions to PyPI
+        uses: pypa/gh-action-pypi-publish@release/v1
+        with:
+          repository-url: https://upload.pypi.org/legacy/