diff --git a/codeflash/code_utils/deduplicate_code.py b/codeflash/code_utils/deduplicate_code.py
index 6619579c5..3b7742f7d 100644
--- a/codeflash/code_utils/deduplicate_code.py
+++ b/codeflash/code_utils/deduplicate_code.py
@@ -151,7 +151,8 @@ def visit_For(self, node):
 
     def visit_With(self, node):
         """Handle with statement as variables"""
-        return self.generic_visit(node)
+        # micro-optimization: directly call NodeTransformer's generic_visit (fewer indirections than type-based lookup)
+        return ast.NodeTransformer.generic_visit(self, node)
 
 
 def normalize_code(code: str, remove_docstrings: bool = True) -> str:
@@ -172,7 +173,7 @@ def normalize_code(code: str, remove_docstrings: bool = True) -> str:
 
         # Remove docstrings if requested
         if remove_docstrings:
-            remove_docstrings_from_ast(tree)
+            fast_remove_docstrings_from_ast(tree)
 
         # Normalize variable names
         normalizer = VariableNormalizer()
@@ -233,3 +234,26 @@ def are_codes_duplicate(code1: str, code2: str) -> bool:
         return normalized1 == normalized2
     except Exception:
         return False
+
+
+def fast_remove_docstrings_from_ast(node):
+    """Efficiently remove docstrings from AST nodes without walking the entire tree."""
+    # Only FunctionDef, AsyncFunctionDef, ClassDef, and Module can contain docstrings in their body[0]
+    node_types = (ast.FunctionDef, ast.AsyncFunctionDef, ast.ClassDef, ast.Module)
+    # Use our own stack-based DFS instead of ast.walk for efficiency
+    stack = [node]
+    while stack:
+        current_node = stack.pop()
+        if isinstance(current_node, node_types):
+            # Remove docstring if it's the first stmt in body
+            body = current_node.body
+            if (
+                body
+                and isinstance(body[0], ast.Expr)
+                and isinstance(body[0].value, ast.Constant)
+                and isinstance(body[0].value.value, str)
+            ):
+                current_node.body = body[1:]
+            # Only these nodes can nest more docstring-containing nodes
+            # Add their body elements to stack, avoiding unnecessary traversal
+            stack.extend([child for child in body if isinstance(child, node_types)])