Chat tutorials

content/develop/tutorials/elements/charts/annotate-altair-chart.md

@@ -117,13 +117,13 @@ st.altair_chart(combined_chart, use_container_width=True)
 ### Initialize your app
 
 1. In `your_repository`, create a file named `app.py`.
-1. In a terminal, change directories to `your_repository` and start your app.
+1. In a terminal, change directories to `your_repository`, and start your app.
 
    ```bash
    streamlit run app.py
    ```
 
-   Your app will be blank since you still need to add code.
+   Your app will be blank because you still need to add code.
 
 1. In `app.py`, write the following:
 
@@ -140,10 +140,10 @@ st.altair_chart(combined_chart, use_container_width=True)
    - You'll maniputate the data using `pandas`.
    - You'll define a chart using `altair`.
 
-1. Save your `app.py` file and view your running app.
-1. Click "**Always rerun**" or hit your "**A**" key in your running app.
+1. Save your `app.py` file, and view your running app.
+1. In your app, select "**Always rerun**", or press your "**A**" key.
 
-   Your running preview will automatically update as you save changes to `app.py`. Your preview will still be blank. Return to your code.
+   Your preview will be blank but will automatically update as you save changes to `app.py`. Return to your code.
 
 ### Build the data layer
 

content/develop/tutorials/elements/dataframes/row_selections.md

@@ -135,13 +135,13 @@ Here's a look at what you'll build:
 ### Initialize your app
 
 1. In `your_repository`, create a file named `app.py`.
-1. In a terminal, change directories to `your_repository` and start your app.
+1. In a terminal, change directories to `your_repository`, and start your app.
 
    ```bash
    streamlit run app.py
    ```
 
-   Your app will be blank since you still need to add code.
+   Your app will be blank because you still need to add code.
 
 1. In `app.py`, write the following:
 
@@ -159,10 +159,10 @@ Here's a look at what you'll build:
    - You'll generate random activity data with `numpy`.
    - You'll manipulate the data with `pandas`.
 
-1. Save your `app.py` file and view your running app.
-1. Click "**Always rerun**" or hit your "**A**" key in your running app.
+1. Save your `app.py` file, and view your running app.
+1. In your app, select "**Always rerun**", or press your "**A**" key.
 
-   Your running preview will automatically update as you save changes to `app.py`. Your preview will still be blank. Return to your code.
+   Your preview will be blank but will automatically update as you save changes to `app.py`. Return to your code.
 
 ### Build a function to create random member data
 

content/develop/tutorials/execution-flow/fragments/create-a-multiple-container-fragment.md

@@ -99,13 +99,13 @@ with st.sidebar:
 ### Initialize your app
 
 1. In `your_repository`, create a file named `app.py`.
-1. In a terminal, change directories to `your_repository` and start your app.
+1. In a terminal, change directories to `your_repository`, and start your app.
 
    ```bash
    streamlit run app.py
    ```
 
-   Your app will be blank since you still need to add code.
+   Your app will be blank because you still need to add code.
 
 1. In `app.py`, write the following:
 
@@ -116,10 +116,10 @@ with st.sidebar:
 
    You'll use `time.sleep()` to slow things down and see the fragments working.
 
-1. Save your `app.py` file and view your running app.
-1. Click "**Always rerun**" or hit your "**A**" key in your running app.
+1. Save your `app.py` file, and view your running app.
+1. In your app, select "**Always rerun**", or press your "**A**" key.
 
-   Your running preview will automatically update as you save changes to `app.py`. Your preview will still be blank. Return to your code.
+   Your preview will be blank but will automatically update as you save changes to `app.py`. Return to your code.
 
 ### Frame out your app's containers
 

content/develop/tutorials/execution-flow/fragments/start-and-stop-fragment-auto-reruns.md

@@ -102,13 +102,13 @@ show_latest_data()
 ### Initialize your app
 
 1. In `your_repository`, create a file named `app.py`.
-1. In a terminal, change directories to `your_repository` and start your app.
+1. In a terminal, change directories to `your_repository`, and start your app.
 
    ```bash
    streamlit run app.py
    ```
 
-   Your app will be blank since you still need to add code.
+   Your app will be blank because you still need to add code.
 
 1. In `app.py`, write the following:
 
@@ -125,10 +125,10 @@ show_latest_data()
    - You'll generate random data with `numpy`.
    - The data will have `datetime.datetime` index values.
 
-1. Save your `app.py` file and view your running app.
-1. Click "**Always rerun**" or hit your "**A**" key in your running app.
+1. Save your `app.py` file, and view your running app.
+1. In your app, select "**Always rerun**", or press your "**A**" key.
 
-   Your running preview will automatically update as you save changes to `app.py`. Your preview will still be blank. Return to your code.
+   Your preview will be blank but will automatically update as you save changes to `app.py`. Return to your code.
 
 ### Build a function to generate random, recent data
 

content/develop/tutorials/execution-flow/fragments/trigger-a-full-script-rerun-from-a-fragment.md

@@ -137,13 +137,13 @@ with monthly:
 ### Initialize your app
 
 1. In `your_repository`, create a file named `app.py`.
-1. In a terminal, change directories to `your_repository` and start your app.
+1. In a terminal, change directories to `your_repository`, and start your app.
 
    ```bash
    streamlit run app.py
    ```
 
-   Your app will be blank since you still need to add code.
+   Your app will be blank because you still need to add code.
 
 1. In `app.py`, write the following:
 
@@ -164,10 +164,10 @@ with monthly:
    - The products sold will be "Widget A" through "Widget Z," so you'll use `string` for easy access to an alphabetical string.
    - Optional: To help add emphasis at the end, you'll use `time.sleep()` to slow things down and see the fragment working.
 
-1. Save your `app.py` file and view your running app.
-1. Click "**Always rerun**" or hit your "**A**" key in your running app.
+1. Save your `app.py` file, and view your running app.
+1. In your app, select "**Always rerun**", or press your "**A**" key.
 
-   Your running preview will automatically update as you save changes to `app.py`. Your preview will still be blank. Return to your code.
+   Your preview will be blank but will automatically update as you save changes to `app.py`. Return to your code.
 
 ### Build a function to create random sales data
 

content/develop/tutorials/llms/_index.md

@@ -1,6 +1,6 @@
 ---
 title: Build LLM apps
-slug: /develop/tutorials/llms
+slug: /develop/tutorials/chat-and-llm-apps
 ---
 
 # Build LLM apps
@@ -23,4 +23,22 @@ Build a chat app using the LangChain framework with OpenAI.
 
 </RefCard>
 
+<RefCard href="/develop/tutorials/chat-and-llm-apps/chat-response-feedback">
+
+<h5>Get chat response feedback</h5>
+
+Buid a chat app and let users rate the responses.
+(<i style={{ verticalAlign: "-.25em" }} className={{ class: "material-icons-sharp" }}>thumb_up</i>
+<i style={{ verticalAlign: "-.25em" }} className={{ class: "material-icons-sharp" }}>thumb_down</i>)
+
+</RefCard>
+
+<RefCard href="/develop/tutorials/chat-and-llm-apps/validate-and-edit-chat-responses">
+
+<h5>Validate and edit chat responses</h5>
+
+Build a chat app with response validation. Let users correct or edit the responses.
+
+</RefCard>
+
 </TileContainer>