diff --git a/demos/claude_tool_authority/__init__.py b/demos/claude_tool_authority/__init__.py
index 5dee3217..4e5bca28 100644
--- a/demos/claude_tool_authority/__init__.py
+++ b/demos/claude_tool_authority/__init__.py
@@ -1,6 +1,6 @@
-"""Claude/Grok-style proposer to CORE tool-authority demo.
+"""Model-style proposer to CORE tool-authority demo.
 
-This lane proves a narrow boundary: a frontier proposer may suggest a digital
-action, but only CORE may authorize, ask, refuse, or invalidate it.  The output
-is an inert authority artifact; no proposed action is executed.
+This lane proves a narrow boundary: a frontier-proposer fixture may suggest a
+digital action, but only CORE may authorize, ask, refuse, or invalidate it.  The
+output is an inert authority artifact; no proposed action is executed.
 """