good times

README.md

@@ -21,9 +21,9 @@ Welcome to the **Florentine Families Network Analysis Tool**
 - integrates **Smolagents**, **Arize Phoenix**, and **NetworkX** to explore the relationships and centrality dynamics of Renaissance-era Florence families.
 
 Full disclosure...
-- the `app.py` code is a little out of date but I left it `as is` as it showcases where effective telemetry can bring immediate visibility to the impact of minor changes in the tool definition
+- my `app.py` code is a little out of date but I left it `as is` as it showcases where effective telemetry can bring immediate visibility to the impact of minor changes in the tool definition
 - based on some disagreements with the SmolAgents GradioUI method I chose to focus on the code generation behavior through telemetry
-  - I also hacked the Gradio implementation a bit so that I could add examples to the UI for more consistent testing
+  - I hacked the Gradio implementation a bit so that I could add examples to the UI for more consistent testing
 - I encourage you to run the app locally and get insight to where things are both breaking AND *working properly* using Arize Phoenix -- a powerful learning experience
 - Without Arize Phoenix I would have probably missed how well the combination of Qwen 2.5 Coder *32B* and SmolAgents truly are. (not to mention that even Colab would have challenges running a 32B model)