diff --git a/examples/EnvSetup/EnvSetup.md b/examples/EnvSetup/EnvSetup.md
index 7088ef48d5fcfe1c83265d7c6cd06688943f0489..c42f46a1726387caacb77dcef2fd8d117563e169 100644
--- a/examples/EnvSetup/EnvSetup.md
+++ b/examples/EnvSetup/EnvSetup.md
@@ -1,4 +1,4 @@
-(env_setup)=
+(EnvSetup)=
 # Environment and Project Setup
 
 This chapter attempts to briefly explain the necessary steps to get next-gen code generation
diff --git a/examples/GeneratorScriptBasics/BasicCodegen.py b/examples/GeneratorScriptBasics/BasicCodegen.py
index 3151d551cf0c539ddc00f539967d8e1d52848f22..86ff253100201ffa23ea4aa9b115dc758201d1d5 100644
--- a/examples/GeneratorScriptBasics/BasicCodegen.py
+++ b/examples/GeneratorScriptBasics/BasicCodegen.py
@@ -1,7 +1,6 @@
 from pystencilssfg import SourceFileGenerator
 
 with SourceFileGenerator() as sfg:
-    sfg.include("core/DataTypes.h")
+    sfg.include("<cstdint>")
     sfg.namespace("gen")
-    sfg.code("constexpr walberla::uint_t MAGIC_NUMBER = 0xcafe;")
-
+    sfg.code("constexpr uint64_t MAGIC_NUMBER = 0xcafe;")
diff --git a/examples/GeneratorScriptBasics/GeneratorScriptBasics.md b/examples/GeneratorScriptBasics/GeneratorScriptBasics.md
index 32b0680cb2f1c82e3b22b1b60e4b9da510ff2ffd..f0577069ae5cf79de01ddeafaf49ca2dd9439178 100644
--- a/examples/GeneratorScriptBasics/GeneratorScriptBasics.md
+++ b/examples/GeneratorScriptBasics/GeneratorScriptBasics.md
@@ -8,6 +8,9 @@ In the course of this guide, we will
  - register that script with CMake;
  - and include the generated files into a simple *Hello World*-like application.
 
+This guide assumes that you already have a CMake project and Python environment correctly
+set up, as described in [](EnvSetup).
+
 :::{dropdown} Get The Files
 
 {download}`GeneratorScriptBasics.zip </zipped-examples/GeneratorScriptBasics.zip>`.
@@ -22,10 +25,11 @@ This example comprises the following files:
 
 ## Our First Generator Script
 
-Create and open the file `BasicCodegen.py` and populate it with the following basic code:
+Create and open the file `BasicCodegen.py` and populate it with the following code:
 
 ```{literalinclude} BasicCodegen.py
 :caption: BasicCodegen.py
+:lineno-start: 1
 ```
 
 Let's take this apart.
@@ -45,6 +49,7 @@ Create both the `BasicCodegenApp.cpp` and `CMakeLists.txt` files, open up `CMake
 :::{literalinclude} CMakeLists.txt
 :language: CMake
 :caption: CMakeLists.txt
+:lineno-start: 1
 :emphasize-lines: 4-6
 :::
 
@@ -61,12 +66,13 @@ To observe this, add the following to your `BasicCodegenApp.cpp`:
 
 ```{literalinclude} BasicCodegenApp.cpp
 :caption: BasicCodegenApp.cpp
+:lineno-start: 1
 ```
 
 Don't worry if your IDE tells you `BasicCodegen.hpp` does not exist yet;
 the file will be generated in a moment.
-Use CMake to build the application `Ex_GeneratorScriptBasics` and run it, and you should see it print `51966`
-to stdout.
+Use CMake to build the application `Ex_GeneratorScriptBasics` and run it,
+and you should see it print `51966` to stdout.
 
 Let's take a look at what is happening during the build.
 Your CMake build output should contain a line somewhat like this:
@@ -77,8 +83,8 @@ Generating sfg_sources/gen/Ex_GeneratorScriptBasics/BasicCodegen.hpp, sfg_source
 
 This indicates that the generator script was executed and produced exactly two files below the `sfg_sources` directory:
 - a header file `gen/Ex_GeneratorScriptBasics/BasicCodegen.hpp`, which is the one we included into our application, and
-- a source file ``gen/Ex_GeneratorScriptBasics/BasicCodegen.cpp`, which at this time is still empty
-  because we haven't yet defined any kernels or functions.
+- a source file `gen/Ex_GeneratorScriptBasics/BasicCodegen.cpp`, which at this time is still empty
+  because we haven't defined any kernels or functions yet.
 
 The `walberla_generate_sources` CMake command made sure that the `sfg_sources` directory was placed in your
 target's include path, so you can include the generated files.
diff --git a/examples/SimpleK b/examples/SimpleK
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/examples/index.md b/examples/index.md
index c0dc6d13d1a5efeca903f4adcd7816b9ada7e7b9..6544b6e6395b65d88f4c04daa1bc84c67759b36a 100644
--- a/examples/index.md
+++ b/examples/index.md
@@ -12,7 +12,7 @@ This project is still unstable and immature, but growing steadily.
 Until the next-gen code generators are stabilized and merged with the waLBerla master,
 setting up a build system and development environment for working with them is slightly more
 complicated. Since you will need such an environment to follow along with the examples
-in this book, start by reading the chapter [](env_setup).
+in this book, start by reading the chapter [](EnvSetup).
 Afterward, you are free to explore the remainder of the book.
 
 ## Table of Contents