diff --git a/codeflash/discovery/discover_unit_tests.py b/codeflash/discovery/discover_unit_tests.py
index 6bcf8156..26697c3e 100644
--- a/codeflash/discovery/discover_unit_tests.py
+++ b/codeflash/discovery/discover_unit_tests.py
@@ -212,24 +212,24 @@ def visit_Attribute(self, node: ast.Attribute) -> None:
         if self.found_any_target_function:
             return
 
-        # Check if this is accessing a target function through an imported module
-        if (
-            isinstance(node.value, ast.Name)
-            and node.value.id in self.imported_modules
-            and node.attr in self.function_names_to_find
-        ):
+        fnames = self.function_names_to_find
+        imported_mods = self.imported_modules
+
+        # Fast path: imported module + target function
+        val = node.value
+        if isinstance(val, ast.Name) and val.id in imported_mods and node.attr in fnames:
             self.found_any_target_function = True
             self.found_qualified_name = node.attr
             return
 
-        # Check if this is accessing a target function through a dynamically imported module
-        # Only if we've detected dynamic imports are being used
-        if self.has_dynamic_imports and node.attr in self.function_names_to_find:
+        # Dynamic import fast path
+        if self.has_dynamic_imports and node.attr in fnames:
             self.found_any_target_function = True
             self.found_qualified_name = node.attr
             return
 
-        self.generic_visit(node)
+        # Still need to traverse for deeply nested attr
+        ast.NodeVisitor.generic_visit(self, node)
 
     def visit_Name(self, node: ast.Name) -> None:
         """Handle direct name usage like target_function()."""
@@ -260,7 +260,7 @@ def generic_visit(self, node: ast.AST) -> None:
         """Override generic_visit to stop traversal if a target function is found."""
         if self.found_any_target_function:
             return
-        super().generic_visit(node)
+        ast.NodeVisitor.generic_visit(self, node)
 
 
 def analyze_imports_in_test_file(test_file_path: Path | str, target_functions: set[str]) -> bool: