diff --git a/cognee/infrastructure/llm/structured_output_framework/baml/baml_src/extraction/acreate_structured_output.py b/cognee/infrastructure/llm/structured_output_framework/baml/baml_src/extraction/acreate_structured_output.py
index 68cb5e6de..a39196ff6 100644
--- a/cognee/infrastructure/llm/structured_output_framework/baml/baml_src/extraction/acreate_structured_output.py
+++ b/cognee/infrastructure/llm/structured_output_framework/baml/baml_src/extraction/acreate_structured_output.py
@@ -1,12 +1,12 @@
 import asyncio
 from typing import Type
 from cognee.shared.logging_utils import get_logger
+from baml_py.baml_py import ClassBuilder
 
 from cognee.infrastructure.llm.config import get_llm_config
 
-from typing import List, Dict, Union, Optional, Literal
+from typing import List, Union, Optional, Literal
 from enum import Enum
-from baml_py import Image, Audio, Video, Pdf
 from datetime import datetime
 
 from cognee.infrastructure.llm.structured_output_framework.baml.baml_client.type_builder import (
@@ -44,9 +44,7 @@ class SummarizedCode(BaseModel):
     workflow_description: Optional[str] = None
 
 
-def create_dynamic_baml_type(baml_model, pydantic_model):
-    tb = TypeBuilder()
-
+def create_dynamic_baml_type(tb, baml_model, pydantic_model):
     if pydantic_model is str:
         baml_model.add_property("text", tb.string())
         return tb
@@ -118,15 +116,23 @@ def create_dynamic_baml_type(baml_model, pydantic_model):
         from pydantic import BaseModel  # local import
 
         if isinstance(field_type, type) and issubclass(field_type, BaseModel):
-            # Create nested class if it doesn't exist
             try:
+                # Create nested class if it doesn't exist
                 nested_class = tb.add_class(field_type.__name__)
+                # Find dynamic types of nested class
+                create_dynamic_baml_type(tb, nested_class, field_type)
             except ValueError:
-                pass
-            # Find dynamic types of nested class
-            create_dynamic_baml_type(nested_class, field_type)
+                # If nested class already exists get it
+                nested_class = tb._tb.class_(field_type.__name__)
+
             # Return nested class model
-            return nested_class.type()
+            if isinstance(nested_class, ClassBuilder):
+                # Different nested_class objects have different syntax for type information
+                # If nested class already exists type information can be found using the field method
+                return nested_class.field()
+            else:
+                # If nested class was created type information can be found using type method
+                return nested_class.type()
 
         primitive_map = {
             str: tb.string(),
@@ -173,7 +179,7 @@ async def acreate_structured_output(
     config = get_llm_config()
     tb = TypeBuilder()
 
-    type_builder = create_dynamic_baml_type(tb.ResponseModel, SummarizedCode)
+    type_builder = create_dynamic_baml_type(tb, tb.ResponseModel, SummarizedCode)
 
     result = await b.AcreateStructuredOutput(
         text_input=text_input,