diff --git a/advanced_ai_agents/multi_agent_apps/agent_teams/ag2_adaptive_research_team/README.md b/advanced_ai_agents/multi_agent_apps/agent_teams/ag2_adaptive_research_team/README.md
index 9f3699a8..619139d4 100644
--- a/advanced_ai_agents/multi_agent_apps/agent_teams/ag2_adaptive_research_team/README.md
+++ b/advanced_ai_agents/multi_agent_apps/agent_teams/ag2_adaptive_research_team/README.md
@@ -48,5 +48,5 @@ These are optional and not required to run this example.
 
 ## Notes
 
-- Web fallback uses the SearxNG public instance at `https://searxng.site/search`.
-- Default model is set to `gpt-5-nano`, following AG2 documentation examples.
+- Default model used is `gpt-5-nano`. You can change it in the sidebar before running a query.
+- Web fallback uses the SearxNG public instance at `https://searxng.site/search`. This instance may be rate-limited.
diff --git a/advanced_ai_agents/multi_agent_apps/agent_teams/ag2_adaptive_research_team/app.py b/advanced_ai_agents/multi_agent_apps/agent_teams/ag2_adaptive_research_team/app.py
index d72eebcd..e33cfe54 100644
--- a/advanced_ai_agents/multi_agent_apps/agent_teams/ag2_adaptive_research_team/app.py
+++ b/advanced_ai_agents/multi_agent_apps/agent_teams/ag2_adaptive_research_team/app.py
@@ -18,7 +18,9 @@ with st.sidebar:
     api_key = st.text_input("OpenAI API Key", type="password")
     model = st.text_input("Model", value=DEFAULT_MODEL)
     web_enabled = st.toggle("Enable Web Fallback", value=True)
-    st.markdown("Web fallback uses SearxNG.")
+    st.markdown(
+        "Web fallback uses a public SearxNG instance, which may be rate-limited."
+    )
 
 st.subheader("1. Upload Local Documents")
 files = st.file_uploader(