rollback readme

Signed-off-by: Yuchen Zhang <[email protected]>

Author: yczhang-nv

examples/profiler_agent/README.md

@@ -17,7 +17,7 @@ limitations under the License.
 
 # AIQ Profiler Agent
 
-This example show how to analyze traces generated by an AIQ Toolkit workflow using a profiler agent.
+You can talk to the traces generated by AIQ Toolkit workflows using this profiler agent example.
 
 
 ## Installation and Setup
@@ -62,11 +62,16 @@ aiq run --config_file examples/simple_calculator/configs/config-tracing.yml --in
 4. Launch the AIQ Toolkit User Interface by using the instructions in the [Using AIQ Toolkit UI and Server](../../docs/source/guides/using-aiqtoolkit-ui-and-server.md) guide.
 
 5. Query the agent with natural language via the UI:
+```
+"Show me the token usage of last run"
+```
+
+![Sample Response](../../docs/source/_static/profiler-agent.png "Sample Response UI Image")
+
+More examples:
    ```
    "Show me flowchart of last 3 runs"
-   "Show me the token usage of last run"
    "Analyze the last 2 runs"
-
    ```
 
 ## Features