diff --git a/cicd/Dockerfile b/cicd/Dockerfile
index fec16a9..19acc78 100644
--- a/cicd/Dockerfile
+++ b/cicd/Dockerfile
@@ -1,5 +1,5 @@
 # Create an image that will run personal benchmarks on Kaggle
-FROM python:3.11-slim
+FROM gcr.io/kaggle-images/python:v163
 
 COPY --from=ghcr.io/astral-sh/uv:0.6.14 /uv /uvx /bin/
 
@@ -14,42 +14,12 @@ RUN --mount=type=cache,target=/root/.cache/uv \
     uv sync --frozen --no-install-project --no-dev --group kaggle
 
 
-# Manually install Playwright's system dependencies for Debian Trixie.
-# This step is necessary because the base image was recently updated to Debian
-# Trixie, which changed the names and availability of several packages required
-# by Playwright's browsers.
-#
-# This list of packages was obtained from the detailed error logs produced
-# by Playwright when it failed to launch a browser.
-RUN apt-get update && apt-get install -y \
-    libnss3 libnss3-tools \
-    libnspr4 \
-    libdbus-1-3 \
-    libatk1.0-0 \
-    libatk-bridge2.0-0 \
-    libcups2 \
-    libdrm2 \
-    libatspi2.0-0 \
-    libxcomposite1 \
-    libxdamage1 \
-    libxfixes3 \
-    libxrandr2 \
-    libgbm1 \
-    libpango-1.0-0 \
-    libcairo2 \
-    libasound2 \
-    fonts-unifont \
-    libxkbcommon0 \
-    libglib2.0-0 \
-    libgobject-2.0-0 \
-    libexpat1 \
-    libx11-6 \
-    libxext6 \
-    libxcb1 \
-    libgtk-3-0 \
-    libfontconfig1 \
-    --no-install-recommends
+# Install system dependencies for browsers automatically
+RUN apt-get update && \
+    uv run playwright install-deps chromium && \
+    apt-get clean && rm -rf /var/lib/apt/lists/*
 
+# Install the actual browser binaries
 RUN uv run playwright install chromium --only-shell
 
 COPY . /benchmarks
diff --git a/pyproject.toml b/pyproject.toml
index f07c636..8a12af6 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -11,7 +11,6 @@ dependencies = [
   "tqdm",
   "python-dotenv>=1.0.1",
   "protobuf>=5.29.3,<6.0",
-  "jupyter",
   "docker>=7.1.0",
   "panel>=1.6.3",
   "playwright>=1.50.0",
@@ -36,18 +35,6 @@ test = [
     "pytest-mock>=3.14.1",
     "respx>=0.22.0",
 ]
-kaggle = [
-  "kagglehub>=0.3.10",
-  "pip>=25.0.1",
-  "nbdev>=2.4.2",
-  "papermill>=2.6.0",
-  "jupyter-lsp>=2.2.2",
-  "jupyter-server==2.12.5",
-  "notebook>=6.5.4",
-  "nbconvert>=6.5.1",
-  "traitlets==5.9.0",
-  "jupyter-bokeh>=4.0.5",
-]
 docs = [
   "chess>=1.11.2",
   "emoji>=2.14.1",
@@ -61,7 +48,6 @@ docs = [
 ]
 dev = [
   { include-group = "test" },
-  { include-group = "kaggle" },
   { include-group = "docs" },
   "mypy",
   "ruff",