diff --git a/jupyter-python/Dockerfile b/jupyter-python/Dockerfile
index eb316f5..ee402b0 100644
--- a/jupyter-python/Dockerfile
+++ b/jupyter-python/Dockerfile
@@ -1,7 +1,8 @@
-FROM alpine:3.19 AS build
-RUN --mount=type=cache,target=/var/cache/apk/,sharing=locked \
-    apk update &&\
-    apk add python3 python3-dev pipx gcc g++ musl-dev linux-headers libffi-dev cargo cmake autoconf
+FROM debian:stable AS build
+RUN --mount=type=cache,target=/var/cache/apt,sharing=locked \
+    --mount=type=cache,target=/var/lib/apt,sharing=locked \
+    apt update &&\
+    apt install python3 python3-dev pipx gcc g++ linux-headers-amd64 libffi-dev cargo cmake autoconf swig ninja-build patchelf meson
 RUN adduser jovyan -u 1000 --system -s /bin/sh -h /home/jovyan
 USER jovyan
 WORKDIR /home/jovyan
@@ -17,13 +18,18 @@ RUN venv/bin/pip install notebook
 RUN venv/bin/pip install ipywidgets
 RUN venv/bin/pip install jupyterlab-lsp
 RUN venv/bin/pip install python-lsp-server[yapf,rope,pyflakes] 
+RUN venv/bin/pip install --no-binary :all: faiss-cpu
+RUN venv/bin/pip install jupyter-ai
+RUN venv/bin/pip install langchain-openai 
+
 #RUN venv/bin/pip install pylsp-mypy
 ENV PATH="/home/jovyan/venv/bin/:$PATH"
 
-FROM alpine:3.19
-RUN --mount=type=cache,target=/var/cache/apk/,sharing=locked \
-    apk update &&\
-    apk add python3
+FROM debian:stable
+RUN --mount=type=cache,target=/var/cache/apt,sharing=locked \
+    --mount=type=cache,target=/var/lib/apt,sharing=locked \
+    apt update &&\
+    apt install python3
 RUN adduser jovyan -u 1000 --system -s /bin/sh -h /home/jovyan
 USER jovyan
 COPY --from=build /home/jovyan /home/jovyan