diff --git a/.cruft.json b/.cruft.json
index 85ede31..69d44d4 100644
--- a/.cruft.json
+++ b/.cruft.json
@@ -1,6 +1,6 @@
 {
   "template": "https://github.com/superlinear-ai/poetry-cookiecutter",
-  "commit": "b7f2fb0f123aae0a01d2ab015db31f52d2d8cc21",
+  "commit": "0b4edb2d3ea619bfc3b2ffd440e2e95ca997f0f2",
   "checkout": null,
   "context": {
     "cookiecutter": {
@@ -26,4 +26,4 @@
     }
   },
   "directory": null
-}
\ No newline at end of file
+}
diff --git a/.devcontainer/devcontainer.json b/.devcontainer/devcontainer.json
index 7d2fbb1..44e7131 100644
--- a/.devcontainer/devcontainer.json
+++ b/.devcontainer/devcontainer.json
@@ -10,8 +10,11 @@
         "vscode": {
             "extensions": [
                 "charliermarsh.ruff",
+                "GitHub.copilot",
+                "GitHub.copilot-chat",
                 "GitHub.vscode-github-actions",
                 "GitHub.vscode-pull-request-github",
+                "ms-azuretools.vscode-docker",
                 "ms-python.mypy-type-checker",
                 "ms-python.python",
                 "ms-toolsai.jupyter",
@@ -38,6 +41,7 @@
                     100
                 ],
                 "files.autoSave": "onFocusChange",
+                "github.copilot.chat.edits.enabled": true,
                 "jupyter.kernels.excludePythonEnvironments": [
                     "/usr/local/bin/python"
                 ],
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 89bca28..90b12d3 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -25,10 +25,10 @@ jobs:
       - name: Set up Node.js
         uses: actions/setup-node@v4
         with:
-          node-version: 21
+          node-version: 23
 
       - name: Install @devcontainers/cli
-        run: npm install --location=global @devcontainers/cli@0.58.0
+        run: npm install --location=global @devcontainers/cli@0.72.0
 
       - name: Start Dev Container
         run: |
@@ -42,6 +42,6 @@ jobs:
         run: devcontainer exec --workspace-folder . poe test
 
       - name: Upload coverage
-        uses: codecov/codecov-action@v4
+        uses: codecov/codecov-action@v5
         with:
           files: reports/coverage.xml
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index a1c4281..d87be9a 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,6 +1,6 @@
 # https://pre-commit.com
 default_install_hook_types: [commit-msg, pre-commit]
-default_stages: [commit, manual]
+default_stages: [pre-commit, manual]
 fail_fast: true
 repos:
   - repo: meta
diff --git a/Dockerfile b/Dockerfile
index 04c115e..f06310a 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -30,7 +30,7 @@ WORKDIR /workspaces/raglite/
 
 
 
-FROM base as poetry
+FROM base AS poetry
 
 USER root
 
@@ -59,7 +59,7 @@ RUN --mount=type=cache,uid=$UID,gid=$GID,target=/home/user/.cache/pypoetry/ \
 
 
 
-FROM poetry as dev
+FROM poetry AS dev
 
 # Install development tools: curl, git, gpg, ssh, starship, sudo, vim, and zsh.
 USER root
diff --git a/README.md b/README.md
index c7caa4b..cd78d88 100644
--- a/README.md
+++ b/README.md
@@ -1,4 +1,4 @@
-[![Open in Dev Containers](https://img.shields.io/static/v1?label=Dev%20Containers&message=Open&color=blue&logo=visualstudiocode)](https://vscode.dev/redirect?url=vscode://ms-vscode-remote.remote-containers/cloneInVolume?url=https://github.com/superlinear-ai/raglite) [![Open in GitHub Codespaces](https://img.shields.io/static/v1?label=GitHub%20Codespaces&message=Open&color=blue&logo=github)](https://github.com/codespaces/new/superlinear-ai/raglite)
+[![Open in Dev Containers](https://img.shields.io/static/v1?label=Dev%20Containers&message=Open&color=blue&logo=data:image/svg%2bxml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgMCAyNCAyNCI+PHBhdGggZmlsbD0iI2ZmZiIgZD0iTTE3IDE2VjdsLTYgNU0yIDlWOGwxLTFoMWw0IDMgOC04aDFsNCAyIDEgMXYxNGwtMSAxLTQgMmgtMWwtOC04LTQgM0gzbC0xLTF2LTFsMy0zIi8+PC9zdmc+)](https://vscode.dev/redirect?url=vscode://ms-vscode-remote.remote-containers/cloneInVolume?url=https://github.com/superlinear-ai/raglite) [![Open in GitHub Codespaces](https://img.shields.io/static/v1?label=GitHub%20Codespaces&message=Open&color=blue&logo=github)](https://github.com/codespaces/new/superlinear-ai/raglite)
 
 # 🥤 RAGLite