diff --git a/codeflash/code_utils/edit_generated_tests.py b/codeflash/code_utils/edit_generated_tests.py
index 8e50b1d71..3ba824803 100644
--- a/codeflash/code_utils/edit_generated_tests.py
+++ b/codeflash/code_utils/edit_generated_tests.py
@@ -61,29 +61,52 @@ def visit_AsyncFunctionDef(self, node: ast.AsyncFunctionDef) -> ast.AsyncFunctio
 
     def _process_function_def_common(self, node: ast.FunctionDef | ast.AsyncFunctionDef) -> None:
         self.context_stack.append(node.name)
-        i = len(node.body) - 1
+        node_body = node.body
+        node_body_len = len(node_body)
         test_qualified_name = ".".join(self.context_stack)
-        key = test_qualified_name + "#" + str(self.abs_path)
+
+        # Precompute key prefix
+        key_prefix = f"{test_qualified_name}#{self.abs_path}"
+
+        i = node_body_len - 1
+        orig_rt = self.original_runtimes
+        opt_rt = self.optimized_runtimes
+        get_comment = self.get_comment
+
+        # Hoist isinstance tuple constants out of loop
+        compound_types = (ast.With, ast.For, ast.While, ast.If)
+        valid_types = (ast.stmt, ast.Assign)
+
         while i >= 0:
-            line_node = node.body[i]
-            if isinstance(line_node, (ast.With, ast.For, ast.While, ast.If)):
-                j = len(line_node.body) - 1
+            line_node = node_body[i]
+            if isinstance(line_node, compound_types):
+                line_node_body = line_node.body
+                j = len(line_node_body) - 1
+                nodes_to_check_append = nodes_to_check_extend = None  # Avoids local lookups
                 while j >= 0:
-                    compound_line_node: ast.stmt = line_node.body[j]
-                    nodes_to_check = [compound_line_node]
-                    nodes_to_check.extend(getattr(compound_line_node, "body", []))
-                    for internal_node in nodes_to_check:
-                        if isinstance(internal_node, (ast.stmt, ast.Assign)):
-                            inv_id = str(i) + "_" + str(j)
-                            match_key = key + "#" + inv_id
-                            if match_key in self.original_runtimes and match_key in self.optimized_runtimes:
-                                self.results[internal_node.lineno] = self.get_comment(match_key)
+                    compound_line_node: ast.stmt = line_node_body[j]
+                    # Pre-extend only if there's a .body attribute, avoid repeated getattr cost
+                    compound_line_node_body = getattr(compound_line_node, "body", None)
+                    if compound_line_node_body:
+                        nodes_to_check = [compound_line_node, *compound_line_node_body]
+                    else:
+                        nodes_to_check = [compound_line_node]
+
+                    inv_id = f"{i}_{j}"
+                    match_key = f"{key_prefix}#{inv_id}"
+
+                    if match_key in orig_rt and match_key in opt_rt:
+                        comment = get_comment(match_key)
+                        # Avoid repeated isinstance - enumerate only actual stmt/Assign
+                        for internal_node in nodes_to_check:
+                            if isinstance(internal_node, valid_types):
+                                self.results[internal_node.lineno] = comment
                     j -= 1
             else:
                 inv_id = str(i)
-                match_key = key + "#" + inv_id
-                if match_key in self.original_runtimes and match_key in self.optimized_runtimes:
-                    self.results[line_node.lineno] = self.get_comment(match_key)
+                match_key = f"{key_prefix}#{inv_id}"
+                if match_key in orig_rt and match_key in opt_rt:
+                    self.results[line_node.lineno] = get_comment(match_key)
             i -= 1
         self.context_stack.pop()