docs: explain non-interactive mode

README.md

@@ -14,6 +14,8 @@ How can you use it?
 
 <details><summary>✅ Directly from the browser via a Web UI. </summary>
 
+<br>
+
 - Available at [sklearn-smithy.streamlit.app](https://sklearn-smithy.streamlit.app/)
 - It requires no installation.
 - Powered by [streamlit](https://streamlit.io/)
@@ -24,6 +26,8 @@ How can you use it?
 
 <details><summary>✅ As a CLI (command line interface) in the terminal.</summary>
 
+<br>
+
 - Available via the `smith forge` command.
 - It requires [installation](#installation): `python -m pip install sklearn-smithy`
 - Powered by [typer](https://typer.tiangolo.com/).
@@ -34,6 +38,8 @@ How can you use it?
 
 <details><summary>✅ As a TUI (terminal user interface) in the terminal.</summary>
 
+<br>
+
 - Available via the `smith forge-tui` command.
 - It requires installing [extra dependencies](#extra-dependencies): `python -m pip install "sklearn-smithy[textual]"`
 - Powered by [textual](https://textual.textualize.io/).

docs/installation.md

@@ -19,12 +19,18 @@ smith version
 
 ## Extra dependencies
 
-To run the TUI, you need to install the `textual` dependency as well:
+To run the TUI (`smith forge-tui`), you need to install the `textual` dependency as well:
 
 ```bash
 python -m pip install "sklearn-smithy[textual]"
 ```
 
+To run the WebUI locally (`smith forge-webui`), you need to install the `streamlit` dependency as well:
+
+```bash
+python -m pip install "sklearn-smithy[streamlit]"
+```
+
 ## Other installation methods
 
 === "pip + source/git"

docs/user-guide.md

@@ -31,11 +31,6 @@ Once the library is installed, the `smith` CLI (Command Line Interface) will be
 
 The CLI provides a main command called `forge`, which will prompt a series of question in the terminal, based on which it will generate the code for the estimator.
 
-!!! warning "Non-interactive mode"
-    As for any CLI, in principle it would be possible to run it in a non-interactive way, however this is not *fully* supported yet and it comes with some risks and limitations.
-
-    The reason for this is that the validation and the parameters interaction happen while prompting the questions *one after the other*, meaning that the input to one prompt will determine what follows next.
-
 ### `smith forge` example
 
 Let's see an example of how to use `smith forge` command:
@@ -74,6 +69,44 @@ from sklearn.utils.validation import check_is_fitted, check_array
 
 </div>
 
+### Non-interactive mode
+
+As for any CLI, in principle it would be possible to run it in a non-interactive way, however this is not *fully* supported (yet) and it comes with some risks and limitations.
+
+The reason for this is that the **validation** and the parameters **interaction** happen while prompting the questions *one after the other*, meaning that the input to one prompt will determine what follows next.
+
+It is still possible to run the CLI in a non-interactive way, but it is not recommended, as it may lead to unexpected results.
+
+Let's see an example of how to run the `smith forge` command in a non-interactive way:
+
+!!! example "Non-interactive mode"
+
+    ```terminal
+    smith forge \
+    --name MyEstimator \
+    --estimator-type classifier \
+    --required-params "a,b" \
+    --optional-params "" \
+    --no-sample-weight \
+    --no-predict-proba \
+    --linear \
+    --no-decision-function \
+    --tags "binary_only" \
+    --output-file path/to/file.py
+    ```
+
+Notice how all arguments must be specified, otherwise they will prompt anyway, which means that the command would be interactive.
+
+Secondly, there is nothing preventing us to run the command with contradictory arguments at the same time. Operating in such a way can lead to two scenarios:
+
+1. The result will be correct, however unexpected from a user point of view.
+    For instance, calling `--estimator-type classifier` with `--linear` and `--decision-function` flags, will not create a `decision_function` method, as `LinearClassifierMixin` already takes care of it.
+2. The result will be incorrect, as the arguments are contradictory.
+
+The first case is not a problematic from a functional point of view, while the second will lead to a broken estimator.
+
+Our suggestion is to use the CLI always in an interactive way, as it will take care of the proprer arguments interaction.
+
 ## TUI 💻
 
 TL;DR: