diff --git a/docs/quick-start.md b/docs/quick-start.md
index 292f082..10d1de2 100644
--- a/docs/quick-start.md
+++ b/docs/quick-start.md
@@ -608,6 +608,15 @@ with no API keys and no outbound network.
         agent_id="smolagents-demo-agent",
         mode="sdk-only",
     ) as ctx:
+        print(f"  Agent:    {ctx.client.agent_id}")
+        print(f"  Gateway:  {ctx.client.gateway_url}")
+        print(f"  Mode:     {ctx.network_mode} (offline demo)")
+        print()
+
+        print("Policy rules (local simulation of gateway policy):")
+        print("  DENY   — run_shell_command, delete_records  (destructive ops)")
+        print("  ALLOW  — everything else")
+        print()
     ```
 
     !!! note "Version compatibility"
diff --git a/quickstart_snippets/smolagents-tool-policy.py b/quickstart_snippets/smolagents-tool-policy.py
index 7171b2b..4e173fa 100644
--- a/quickstart_snippets/smolagents-tool-policy.py
+++ b/quickstart_snippets/smolagents-tool-policy.py
@@ -15,3 +15,12 @@
     agent_id="smolagents-demo-agent",
     mode="sdk-only",
 ) as ctx:
+    print(f"  Agent:    {ctx.client.agent_id}")
+    print(f"  Gateway:  {ctx.client.gateway_url}")
+    print(f"  Mode:     {ctx.network_mode} (offline demo)")
+    print()
+
+    print("Policy rules (local simulation of gateway policy):")
+    print("  DENY   — run_shell_command, delete_records  (destructive ops)")
+    print("  ALLOW  — everything else")
+    print()