In the listing of the `rag()` function on page 116, no value is returned. But when that method is invoked in the code listing on page 117, a return value is expected and is assigned to the `documentation` variable:
```
documentation = rag(user_input, rag_chunks)
```
The initialization of the `documentation` variable should probably just be removed, as that variable is not used anywhere in the program.