Upload app.py

app.py

@@ -219,14 +219,14 @@ with gr.Blocks(title="Article Q&A model") as demo:
     gr.Markdown("# sourcing 350+ articles on change")
     gr.Markdown(
         "Qwen3.5-4B DoRA fine-tuned on 350+ articles on change from robertolofaro.com — "
-        "experimental on CPU-only, to test embedding methods (takes a few minutes, "
+        "experimental demo on CPU-only, to test embedding methods (takes a few minutes, "
         "no selection for the category yet) — updated as of 2026-05-05"
     )
     gr.Markdown(
         "**NOTAM:** by querying this model you access the articles and metadata "
         "available on robertolofaro.com and GitHub.  "
         "Answers reflect the article corpus only — do not treat them as advice, "
-        "just expression of a position contained within the articles."
+        "just expression of a position derived from material contained within the articles- if you want to read actual positions expressed within articles, you can read the articles (see the model repository for all the links the the available options)."
     )
     gr.Markdown(
         "If, after getting an answer, you want something tailored to your context, "