diff --git a/.devcontainer/Dockerfile b/.devcontainer/Dockerfile
deleted file mode 100644
index d2e1f4f..0000000
--- a/.devcontainer/Dockerfile
+++ /dev/null
@@ -1,21 +0,0 @@
-FROM ghcr.io/quarto-dev/quarto-full:1.5.22
-
-# Avoid warnings by switching to noninteractive
-ENV DEBIAN_FRONTEND=noninteractive
-
-RUN apt-get update \
-    && apt-get -y install --no-install-recommends apt-utils dialog 2>&1 \
-    && apt-get -y install git iproute2 procps lsb-release \
-    && apt-get -y install python3 python3-pip \
-    && apt-get -y install r-base \
-    && apt-get -y install julia 
-
-RUN python3 -m pip install jupyter
-
-# https://discourse.julialang.org/t/how-to-install-all-packages-in-a-project-into-the-general-julia-manifest/84143
-# RUN julia -e "using Pkg; Pkg.instantiate()"
-# COPY Project.toml /root/.julia/environments/v1.4/Project.toml
-# COPY Manifest.toml /root/.julia/environments/v1.4/Manifest.toml
-# RUN julia -e "using Pkg; Pkg.instantiate(); Pkg.precompile()"
-
-# # RUN quarto serve
\ No newline at end of file
diff --git a/.devcontainer/devcontainer.json b/.devcontainer/devcontainer.json
index 02a4b91..3d57657 100644
--- a/.devcontainer/devcontainer.json
+++ b/.devcontainer/devcontainer.json
@@ -1,15 +1,14 @@
 {
     "name": "Anson's Projects",
-    "build":{
-        "dockerfile": "Dockerfile"
-    },
+    "image": "registry.gitlab.com/anson-projects/projects:latest",
     "customizations": {
         "vscode": {
             "extensions": [
                 "quarto.quarto",
-                "julialang.language-julia"
+                "julialang.language-julia",
+                "redhat.vscode-yaml",
+                "ms-azuretools.vscode-docker"
             ]
         }
     }
-    // "postCreateCommand": "julia -e 'import Pkg; Pkg.activate(\".\"); Pkg.instantiate()'"
 }
\ No newline at end of file
diff --git a/.gitlab-ci.yml b/.gitlab-ci.yml
index d1362ce..d853934 100644
--- a/.gitlab-ci.yml
+++ b/.gitlab-ci.yml
@@ -1,25 +1,27 @@
-image: ghcr.io/quarto-dev/quarto-full:1.5.22
-
 stages:
   - build
   - deploy
 
-build_project:
+build:master:
   stage: build
+  image:
+    name: gcr.io/kaniko-project/executor:v1.21.0-debug
+    entrypoint: [""]
   script:
-  - apt-get update 
-  - apt-get -y install --no-install-recommends apt-utils dialog 2>&1 
-  - apt-get -y install git iproute2 procps lsb-release 
-  - apt-get -y install python3 python3-pip 
-  - apt-get -y install r-base 
-  - apt-get -y install julia
-  - python3 -m pip install jupyter
-  - julia -e "using Pkg; Pkg.instantiate(); Pkg.precompile()"
-  - cp Project.toml /root/.julia/environments/v1.4/Project.toml
-  - cp Manifest.toml /root/.julia/environments/v1.4/Manifest.toml
-  - julia -e "using Pkg; Pkg.instantiate(); Pkg.precompile()"
-  - echo "Building the project with Quarto..."
-  - quarto render --to html --output-dir public
+    - /kaniko/executor
+      --context "${CI_PROJECT_DIR}"
+      --dockerfile "${CI_PROJECT_DIR}/Dockerfile"
+      --destination "${CI_REGISTRY_IMAGE}:${CI_MERGE_REQUEST_SOURCE_BRANCH_NAME}"
+      --destination "${CI_REGISTRY_IMAGE}:latest"
+  rules:
+    - if: '$CI_COMMIT_BRANCH == "master"'
+
+render-quarto:
+  stage: deploy
+  image: ${CI_REGISTRY_IMAGE}:latest
+  script:
+    - echo "Building the project with Quarto..."
+    - quarto render --to html --output-dir public
   artifacts:
     paths:
       - public
@@ -29,7 +31,7 @@ pages:
   script:
     - echo "Publishing site..."
   dependencies:
-    - build_project
+    - render-quarto
   artifacts:
     paths:
       - public
diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000..4397946
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,17 @@
+FROM ghcr.io/quarto-dev/quarto-full:1.5.22
+
+RUN apt-get update && apt-get install -y --no-install-recommends \
+    apt-utils dialog \
+    git iproute2 procps lsb-release \
+    python3 python3-pip \
+    r-base \
+    julia \
+ && rm -rf /var/lib/apt/lists/*
+
+RUN python3 -m pip install jupyter
+
+# Assuming Project.toml and Manifest.toml are copied to the correct locations
+COPY Project.toml /root/.julia/environments/v1.4/
+COPY Manifest.toml /root/.julia/environments/v1.4/
+
+RUN julia -e "using Pkg; Pkg.instantiate(); Pkg.precompile()"