diff --git a/README.md b/README.md
index 0fdc426..4371dc3 100644
--- a/README.md
+++ b/README.md
@@ -1,2 +1,283 @@
-# quarto-webr-in-altdoc
-Experiments with embedding quarto-webr in an altdoc website
+
+
+## Integrating {quarto-webr} with {altdoc} through {quarto-Panelize}
+
+In this experiment, we’ll cover how to incorporate interactive code
+cells on an R package documentation website powered by
+[`{altdoc}`](https://altdoc.etiennebacher.com/#/). We’ll use
+[`{quarto-panelize}`](https://github.com/coatless-quarto/panelize) to
+create a tabset panel that includes both static and interactive examples
+from the R package. The interactive examples will be powered by the
+community [`{quarto-webr}`](https://github.com/coatless/quarto-webr/)
+extension, which acts as an interface for Quarto into the main
+[webR](https://docs.r-wasm.org/webr/latest/) project. We’ll use a
+developmental R package webR binary based off the latest commit of the
+repository through [`{rwasm}`](https://github.com/r-wasm/rwasm).
+Finally, we’ll deploy both to GitHub Pages using GitHub Actions to
+demonstrate the capabilities of the integration.
+
+### Step 0: Have R Package with a GitHub Repository
+
+Ensure that you have an R package with a GitHub repository.
+
+### Step 1: Setup {altdoc}
+
+1.  Install the [`{altdoc}`](https://altdoc.etiennebacher.com/#/)
+    package from CRAN:
+
+``` r
+install.packages("altdoc")
+```
+
+2.  Create a new `{altdoc}` documentation project that uses Quarto
+    websites:
+
+``` r
+altdoc::setup_docs(tool = "quarto_website")
+```
+
+### Step 2: Add the `{quarto-webr}` and `{quarto-panelize}` extension
+
+1.  Install the `{quarto-webr}` and `{quarto-panelize}` extensions by
+    typing the following into Terminal:
+
+``` sh
+quarto add coatless/quarto-webr
+quarto add coatless-quarto/panelize
+```
+
+2.  Move the extensions to the `altdoc` directory:
+
+``` sh
+mv _extensions altdoc/_extensions
+```
+
+> [!IMPORTANT]
+>
+> The version of `{quarto-webr}` differs from the main repository
+> slightly to put the version of webR on the `latest` version instead of
+> `v0.3.3` as the [`{rwasm}`](https://github.com/r-wasm/rwasm) package
+> used to compile binaries is now obtaining one for R v4.4.0 instead of
+> R v4.3.3.
+
+### Step 3: Add a pre-render step to `quarto_website.yaml` file
+
+1.  Add a [`pre-render`
+    step](https://quarto.org/docs/projects/scripts.html#pre-and-post-render)
+    into the [Quarto Project
+    file](https://quarto.org/docs/projects/quarto-projects.html#project-metadata)
+    that includes an [R
+    script](altdoc/panelize-code-cells-for-quarto-webr.R) to reformat
+    the code cells.
+
+``` yaml
+project:
+  type: website
+  pre-render: panelize-code-cells-for-quarto-webr.R
+```
+
+> [!NOTE]
+>
+> This ensures that the intermediary content changes without needing
+> manual function modifications in the altdoc.
+
+You can find this R script here:
+
+<https://github.com/coatless-r-n-d/quarto-webr-in-altdoc/blob/main/altdoc/panelize-code-cells-for-quarto-webr.R>
+
+### Step 5: Update Quarto extension configuration in `quarto_website.yaml`
+
+Later in the `quarto_website.yaml` file, we need to register the
+extensions by specifying the `filters` key and the extensions to use.
+Additionally, we set options globally to load the developmental R
+package binary.
+
+``` yaml
+# Add custom repository registration
+webr:
+  packages: ['$ALTDOC_PACKAGE_NAME']
+  repos:
+    - $ALTDOC_PACKAGE_URL
+    
+# Attach extensions
+filters:
+- panelize
+- webr
+```
+
+### Step 6: Make sure the `DESCRIPTION` file has the correct `URL` field
+
+Ensure that the first URL in the `URL` field in the `DESCRIPTION` file
+points to the GitHub Pages location. This is necessary for the
+`{quarto-webr}` extension to automatically find the correct location for
+the developmental R package binary for webR.
+
+For example, we would want the GitHub Pages given by:
+
+``` default
+https://<github-username>.github.io/<repository>
+```
+
+where `<github-username>` is the GitHub username and `<repository>` is
+the repository.
+
+For example, this repository could be specified as:
+
+``` default
+URL: https://coatless-r-n-d.github.io/quarto-webr-in-altdoc, https://github.com/coatless-r-n-d/quarto-webr-in-altdoc
+```
+
+> [!IMPORTANT]
+>
+> Failure to setup this portion will require manual intervention in the
+> interactive code tab to specify the location of the R package binary
+> for webR to install via `install.packages()` or `webr::install()`.
+
+### Step 7: Setup GitHub Actions for `{altdoc}` and `{rwasm}`
+
+We’ll need to modify the GitHub actions workflow that is created by the
+[`altdoc::setup_github_actions()`](https://altdoc.etiennebacher.com/#/man/setup_github_actions.md)
+to incorporate a step to build the R package binary for webR.
+
+``` yaml
+# Workflow derived from https://github.com/r-lib/actions/tree/v2/examples
+# Need help debugging build failures? Start at https://github.com/r-lib/actions#where-to-find-help
+on:
+  push:
+    branches: [main, master]
+  pull_request:
+    branches: [main, master]
+  release:
+    types: [published]
+  workflow_dispatch: {}
+
+name: altdoc
+
+jobs:
+  rwasmbuild:
+    # Only restrict concurrency for non-PR jobs
+    concurrency:
+      group: altdoc-webr-${{ github.event_name != 'pull_request' || github.run_id }}
+    env:
+      GITHUB_PAT: ${{ secrets.GITHUB_TOKEN }}
+    permissions:
+      contents: write
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v4
+        
+      # Build the local R package and structure the CRAN repository
+      - name: Build WASM R packages
+        uses: r-wasm/actions/build-rwasm@v1
+        with:
+          packages: "."
+          repo-path: "_site"
+      
+      # Upload the CRAN repository for use in the next step
+      # Make sure to set a retention day to avoid running into a cap
+      - name: Upload build artifact
+        uses: actions/upload-artifact@v3
+        with:
+          name: rwasmrepo
+          path: |
+            _site
+          retention-days: 1
+
+  altdoc:
+    runs-on: ubuntu-latest
+    # Add a dependency on the prior job completing
+    needs: rwasmbuild
+    # Required for the gh-pages deployment action
+    environment:
+      name: github-pages
+    env:
+      GITHUB_PAT: ${{ secrets.GITHUB_TOKEN }}
+    permissions:
+      # To download GitHub Packages within action
+      repository-projects: read
+      # For publishing to pages environment
+      pages: write
+      id-token: write
+    steps:
+      - uses: actions/checkout@v4
+
+      - uses: quarto-dev/quarto-actions/setup@v2
+
+      - name: Get Script
+        run: curl -OLs https://eddelbuettel.github.io/r-ci/run.sh && chmod 0755 run.sh
+
+      - name: Bootstrap
+        run: ./run.sh bootstrap
+
+      - name: Dependencies
+        run: ./run.sh install_all
+
+      - name: Build site
+        run: |
+          # If parallel = TRUE in render_docs()
+          # future::plan(future::multicore)
+          install.packages(".", repos = NULL, type = "source")
+          install.packages("pkgload")
+          pkgload::load_all()
+          altdoc::render_docs(parallel = FALSE, freeze = FALSE)
+        shell: Rscript {0}
+        
+      - name: Copy to new directory
+        run: |
+          cp -r docs _site
+        
+      # New material ---
+      
+      # Download the built R WASM CRAN repository from the prior step.
+      # Extract it into the `_site` directory
+      - name: Download build artifact
+        uses: actions/download-artifact@v3
+        with:
+          name: rwasmrepo
+          path: _site
+      
+      # Upload a tar file that will work with GitHub Pages
+      # Make sure to set a retention day to avoid running into a cap
+      # This artifact shouldn't be required after deployment onto pages was a success.
+      - name: Upload Pages artifact
+        uses: actions/upload-pages-artifact@v2
+        with: 
+          retention-days: 1
+      
+      # Use an Action deploy to push the artifact onto GitHub Pages
+      # This requires the `Action` tab being structured to allow for deployment
+      # instead of using `docs/` or the `gh-pages` branch of the repository
+      - name: Deploy to GitHub Pages
+        id: deployment
+        uses: actions/deploy-pages@v2
+```
+
+You can view the full workflow file here:
+
+<https://github.com/coatless-r-n-d/quarto-webr-in-altdoc/blob/main/.github/workflows/altdoc.yaml>
+
+### Step 8: Enable GitHub Pages
+
+Enabling GitHub Pages on the repository by following:
+
+1.  Click on the **Settings** tab for the repository
+2.  Under “Code and automation”, select the **Pages** menu item.
+3.  Under the “Source” option select **GitHub Actions** from the drop
+    down.
+4.  In the “Custom Domain” settings, make sure that **Enforce HTTPS** is
+    checked.
+
+## Fin
+
+Woah! That’s a lot of information. In short, we’ve covered how to
+integrate interactive R code cells on an R package documentation website
+powered by `{altdoc}`. We’ve smashed the barrier of entry for being able
+to provide interactive examples has been lowered. This is a great way to
+provide a more engaging experience for users of your R package.
+
+Feel free to check the live demo and source code for more details.
+
+- [Source Code](https://github.com/coatless-r-n-d/quarto-webr-in-altdoc)
+- [Live
+  Demo](https://rd.thecoatlessprofessor.com/quarto-webr-in-altdoc/man/in_webr.html)
diff --git a/README.qmd b/README.qmd
index 0fdc426..4e6e62e 100644
--- a/README.qmd
+++ b/README.qmd
@@ -1,2 +1,263 @@
-# quarto-webr-in-altdoc
-Experiments with embedding quarto-webr in an altdoc website
+## Integrating {quarto-webr} with {altdoc} through {quarto-Panelize}
+
+In this experiment, we'll cover how to incorporate interactive code cells on an
+R package documentation website powered by [`{altdoc}`](https://altdoc.etiennebacher.com/#/). We'll use [`{quarto-panelize}`](https://github.com/coatless-quarto/panelize) to
+create a tabset panel that includes both static and interactive examples from the R package. The interactive examples will be powered by the community [`{quarto-webr}`](https://github.com/coatless/quarto-webr/) extension, which
+acts as an interface for Quarto into the main [webR](https://docs.r-wasm.org/webr/latest/) project. We'll use a developmental R package webR binary based off
+the latest commit of the repository through [`{rwasm}`](https://github.com/r-wasm/rwasm). Finally, we'll deploy
+both to GitHub Pages using GitHub Actions to demonstrate the capabilities of
+the integration.
+
+### Step 0: Have R Package with a GitHub Repository
+
+Ensure that you have an R package with a GitHub repository.
+
+### Step 1: Setup {altdoc}
+
+1. Install the [`{altdoc}`](https://altdoc.etiennebacher.com/#/) package from CRAN:
+
+```r
+install.packages("altdoc")
+```
+
+2. Create a new `{altdoc}` documentation project that uses Quarto websites:
+
+```r
+altdoc::setup_docs(tool = "quarto_website")
+```
+
+### Step 2: Add the `{quarto-webr}` and `{quarto-panelize}` extension
+
+1. Install the `{quarto-webr}` and `{quarto-panelize}` extensions by
+   typing the following into Terminal:
+
+```sh
+quarto add coatless/quarto-webr
+quarto add coatless-quarto/panelize
+```
+
+2. Move the extensions to the `altdoc` directory:
+
+```sh
+mv _extensions altdoc/_extensions
+```
+
+:::{.callout-important}
+The version of `{quarto-webr}` differs from the main repository slightly to
+put the version of webR on the `latest` version instead of `v0.3.3` as the
+[`{rwasm}`](https://github.com/r-wasm/rwasm) package used to compile binaries is
+now obtaining one for R v4.4.0 instead of R v4.3.3.
+:::
+
+### Step 3: Add a pre-render step to `quarto_website.yaml` file 
+
+1. Add a [`pre-render` step](https://quarto.org/docs/projects/scripts.html#pre-and-post-render) into the 
+  [Quarto Project file](https://quarto.org/docs/projects/quarto-projects.html#project-metadata)
+  that includes an [R script](altdoc/panelize-code-cells-for-quarto-webr.R) to
+  reformat the code cells.
+
+```yaml
+project:
+  type: website
+  pre-render: panelize-code-cells-for-quarto-webr.R
+```
+
+:::{.callout-note}
+This ensures that the intermediary content changes without needing manual function modifications in the altdoc.
+:::
+
+You can find this R script here: 
+
+<https://github.com/coatless-r-n-d/quarto-webr-in-altdoc/blob/main/altdoc/panelize-code-cells-for-quarto-webr.R>
+
+### Step 5: Update Quarto extension configuration in `quarto_website.yaml`
+
+Later in the `quarto_website.yaml` file, we need to register the extensions
+by specifying the `filters` key and the extensions to use. Additionally, we
+set options globally to load the developmental R package binary.
+
+```yaml
+# Add custom repository registration
+webr:
+  packages: ['$ALTDOC_PACKAGE_NAME']
+  repos:
+    - $ALTDOC_PACKAGE_URL
+    
+# Attach extensions
+filters:
+- panelize
+- webr
+```
+
+### Step 6: Make sure the `DESCRIPTION` file has the correct `URL` field
+
+Ensure that the first URL in the `URL` field in the `DESCRIPTION` file points
+to the GitHub Pages location. This is necessary for the `{quarto-webr}` extension
+to automatically find the correct location for the developmental R package binary
+for webR.
+
+For example, we would want the GitHub Pages given by:
+
+```default
+https://<github-username>.github.io/<repository>
+```
+
+where `<github-username>` is the GitHub username and `<repository>` is the repository.
+
+For example, this repository could be specified as: 
+
+```default
+URL: https://coatless-r-n-d.github.io/quarto-webr-in-altdoc, https://github.com/coatless-r-n-d/quarto-webr-in-altdoc
+```
+
+:::{.callout-important}
+Failure to setup this portion will require manual intervention in the interactive
+code tab to specify the location of the R package binary for webR to install
+via `install.packages()` or `webr::install()`.
+:::
+
+
+### Step 7: Setup GitHub Actions for `{altdoc}` and `{rwasm}`
+
+We'll need to modify the GitHub actions workflow that is created by the [`altdoc::setup_github_actions()`](https://altdoc.etiennebacher.com/#/man/setup_github_actions.md) to incorporate a step to build the R package binary for webR.
+
+```yaml
+# Workflow derived from https://github.com/r-lib/actions/tree/v2/examples
+# Need help debugging build failures? Start at https://github.com/r-lib/actions#where-to-find-help
+on:
+  push:
+    branches: [main, master]
+  pull_request:
+    branches: [main, master]
+  release:
+    types: [published]
+  workflow_dispatch: {}
+
+name: altdoc
+
+jobs:
+  rwasmbuild:
+    # Only restrict concurrency for non-PR jobs
+    concurrency:
+      group: altdoc-webr-${{ github.event_name != 'pull_request' || github.run_id }}
+    env:
+      GITHUB_PAT: ${{ secrets.GITHUB_TOKEN }}
+    permissions:
+      contents: write
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v4
+        
+      # Build the local R package and structure the CRAN repository
+      - name: Build WASM R packages
+        uses: r-wasm/actions/build-rwasm@v1
+        with:
+          packages: "."
+          repo-path: "_site"
+      
+      # Upload the CRAN repository for use in the next step
+      # Make sure to set a retention day to avoid running into a cap
+      - name: Upload build artifact
+        uses: actions/upload-artifact@v3
+        with:
+          name: rwasmrepo
+          path: |
+            _site
+          retention-days: 1
+
+  altdoc:
+    runs-on: ubuntu-latest
+    # Add a dependency on the prior job completing
+    needs: rwasmbuild
+    # Required for the gh-pages deployment action
+    environment:
+      name: github-pages
+    env:
+      GITHUB_PAT: ${{ secrets.GITHUB_TOKEN }}
+    permissions:
+      # To download GitHub Packages within action
+      repository-projects: read
+      # For publishing to pages environment
+      pages: write
+      id-token: write
+    steps:
+      - uses: actions/checkout@v4
+
+      - uses: quarto-dev/quarto-actions/setup@v2
+
+      - name: Get Script
+        run: curl -OLs https://eddelbuettel.github.io/r-ci/run.sh && chmod 0755 run.sh
+
+      - name: Bootstrap
+        run: ./run.sh bootstrap
+
+      - name: Dependencies
+        run: ./run.sh install_all
+
+      - name: Build site
+        run: |
+          # If parallel = TRUE in render_docs()
+          # future::plan(future::multicore)
+          install.packages(".", repos = NULL, type = "source")
+          install.packages("pkgload")
+          pkgload::load_all()
+          altdoc::render_docs(parallel = FALSE, freeze = FALSE)
+        shell: Rscript {0}
+        
+      - name: Copy to new directory
+        run: |
+          cp -r docs _site
+        
+      # New material ---
+      
+      # Download the built R WASM CRAN repository from the prior step.
+      # Extract it into the `_site` directory
+      - name: Download build artifact
+        uses: actions/download-artifact@v3
+        with:
+          name: rwasmrepo
+          path: _site
+      
+      # Upload a tar file that will work with GitHub Pages
+      # Make sure to set a retention day to avoid running into a cap
+      # This artifact shouldn't be required after deployment onto pages was a success.
+      - name: Upload Pages artifact
+        uses: actions/upload-pages-artifact@v2
+        with: 
+          retention-days: 1
+      
+      # Use an Action deploy to push the artifact onto GitHub Pages
+      # This requires the `Action` tab being structured to allow for deployment
+      # instead of using `docs/` or the `gh-pages` branch of the repository
+      - name: Deploy to GitHub Pages
+        id: deployment
+        uses: actions/deploy-pages@v2
+```
+
+You can view the full workflow file here:
+
+<https://github.com/coatless-r-n-d/quarto-webr-in-altdoc/blob/main/.github/workflows/altdoc.yaml>
+
+### Step 8: Enable GitHub Pages
+
+Enabling GitHub Pages on the repository by following:
+
+1. Click on the **Settings** tab for the repository
+1. Under “Code and automation”, select the **Pages** menu item.
+1. Under the “Source” option select **GitHub Actions** from the drop down.
+1. In the “Custom Domain” settings, make sure that **Enforce HTTPS** is checked.
+
+## Fin
+
+Woah! That's a lot of information. In short, we've covered how to integrate
+interactive R code cells on an R package documentation website powered by
+`{altdoc}`. We've smashed the barrier of entry for being able to provide 
+interactive examples has been lowered. This is a great way to provide a more
+engaging experience for users of your R package.
+
+Feel free to check the live demo and source code for more details.
+
+- [Source Code](https://github.com/coatless-r-n-d/quarto-webr-in-altdoc)
+- [Live Demo](https://rd.thecoatlessprofessor.com/quarto-webr-in-altdoc/man/in_webr.html)
+