Fixes broken images in docs

Fixing typos / things that needed to be updated due to
examples changes.

docs/examples/simple.rst

@@ -2,6 +2,6 @@
 Simple examples
 ====================
 
-- `cowsay <https://github.com/DAGWorks-Inc/burr/tree/main/examples/others-examples/cowsay>`_
+- `cowsay <https://github.com/DAGWorks-Inc/burr/tree/main/examples/other-examples/cowsay>`_
 - `counter <https://github.com/DAGWorks-Inc/burr/tree/main/examples/hello-world-counter>`_
-- `corgi adventure <https://github.com/DAGWorks-Inc/burr/tree/main/examples/llm-adventure-game>`_
+- `[corgi] adventure game <https://github.com/DAGWorks-Inc/burr/tree/main/examples/llm-adventure-game>`_

examples/conversational-rag/README.md

@@ -33,6 +33,9 @@ python application.py
 
 You'll then have a text terminal where you can interact. Type exit to stop.
 
+# Application That's Defined:
+![Application Image](statemachine.png)
+
 # Video Walkthrough via Notebook
 Watch the video walkthrough with the notebook (1.5x+ speed recommended):
 

examples/hello-world-counter/README.md

@@ -22,4 +22,4 @@ streamlit run streamlit_app.py
 
 This will open a chrome window and print out the URL. The state machine this encapsulates takes the following form:
 
-![State Machine](digraph.png)
+![State Machine](statemachine.png)

examples/llm-adventure-game/README.md

@@ -7,4 +7,4 @@ How to run:
 OPENAI_API_KEY=<your key> python application.py
 ```
 
-![State Machine](digraph.png)
+![State Machine](statemachine.png)

examples/multi-agent-collaboration/README.md

@@ -53,7 +53,7 @@ Application run:
 
 or
 ```bash
-python lecl_application.py
+python lcel_application.py
 ```
 Application run:
 ![lcel image](lcel-multi-agent.png)

examples/multi-modal-chatbot/README.md

@@ -17,29 +17,36 @@ worry about putting in a DAG. As examples get more complex, we anticipate that H
 
 The state machine this encapsulates takes the following form:
 
-![State Machine](digraph.png)
+![State Machine](statemachine.png)
 
 Note that it is currently wired up to handle errors in the state machine, but the actions do not respect that yet. Coming soon.
 
 We have three files:
 
 - [application.py](application.py) -- This contains a mainline to generate the graph portrayal.
 - [requirements.txt](requirements.txt) -- Just the requirements. All this needs is Burr/Streamlit/openai
-- [streamlit_app.py](streamlit_app.py) -- This contains a simple Streamlit app to interact with the cow
-- [application_with_traces.py](application_with_traces.py) -- This showcases how to use the tracing feature.
+- [simple_streamlit_app.py](simple_streamlit_app.py) -- This contains a more sophisticated Streamlit app to interact with.
+- [streamlit_app.py](streamlit_app.py) -- This contains a simple Streamlit app to interact with that is more
+sophisticated than the simple version. It contains a more sophisticated UI that also visualizes the Burr application.
 You must have your `OPENAI_API_KEY` set in your environment. You can do this by running.
 
-To run on streamlit, you can launch the app:
-
 ```bash
-streamlit run streamlit_app.py
+streamlit run simple_streamlit_app.py & burr
 ```
 
-This has the state machihne displayed as well as a quick debugging/demo. You should be using the UI,
-however, as it is more powerful and responsive. You can run the simple app with:
+This will open up both a streamlit app and a server at the same time. Interact with the app, and see
+interactions in the Burr UI.
+
+
+Alternatively, run the more sophisticated streamlit app:
 
 ```bash
-streamlit run simple_streamlit_app.py & burr
+streamlit run streamlit_app.py
 ```
 
-This will open up both a streamlit app and a server at the same time.
+This streamlit app renders the statemachine as well as exposing the burr application showing you
+can build a more sophisticated UI around the Burr application.
+
+
+## Tracing
+To see a tracing example see this [example](../tracing-and-spans).