diff --git a/src/khoj/processor/conversation/anthropic/anthropic_chat.py b/src/khoj/processor/conversation/anthropic/anthropic_chat.py
index 1ca2095d..e2fd0c74 100644
--- a/src/khoj/processor/conversation/anthropic/anthropic_chat.py
+++ b/src/khoj/processor/conversation/anthropic/anthropic_chat.py
@@ -189,7 +189,7 @@ def converse_anthropic(
     if ConversationCommand.Online in conversation_commands or ConversationCommand.Webpage in conversation_commands:
         context_message += f"{prompts.online_search_conversation.format(online_results=yaml_dump(online_results))}\n\n"
     if ConversationCommand.Code in conversation_commands and not is_none_or_empty(code_results):
-        context_message += f"{prompts.code_executed_context.format(code_results=yaml_dump(code_results))}\n\n"
+        context_message += f"{prompts.code_executed_context.format(code_results=str(code_results))}\n\n"
     context_message = context_message.strip()
 
     # Setup Prompt with Primer or Conversation History
diff --git a/src/khoj/processor/conversation/google/gemini_chat.py b/src/khoj/processor/conversation/google/gemini_chat.py
index 7a3ffe4d..f543bc6b 100644
--- a/src/khoj/processor/conversation/google/gemini_chat.py
+++ b/src/khoj/processor/conversation/google/gemini_chat.py
@@ -193,7 +193,7 @@ def converse_gemini(
     if ConversationCommand.Online in conversation_commands or ConversationCommand.Webpage in conversation_commands:
         context_message += f"{prompts.online_search_conversation.format(online_results=yaml_dump(online_results))}\n\n"
     if ConversationCommand.Code in conversation_commands and not is_none_or_empty(code_results):
-        context_message += f"{prompts.code_executed_context.format(code_results=yaml_dump(code_results))}\n\n"
+        context_message += f"{prompts.code_executed_context.format(code_results=str(code_results))}\n\n"
     context_message = context_message.strip()
 
     # Setup Prompt with Primer or Conversation History
diff --git a/src/khoj/processor/conversation/offline/chat_model.py b/src/khoj/processor/conversation/offline/chat_model.py
index a7afaca4..b3e1523c 100644
--- a/src/khoj/processor/conversation/offline/chat_model.py
+++ b/src/khoj/processor/conversation/offline/chat_model.py
@@ -160,8 +160,6 @@ def converse_offline(
     assert loaded_model is None or isinstance(loaded_model, Llama), "loaded_model must be of type Llama, if configured"
     offline_chat_model = loaded_model or download_model(model, max_tokens=max_prompt_size)
     tracer["chat_model"] = model
-
-    compiled_references = "\n\n".join({f"# File: {item['file']}\n## {item['compiled']}\n" for item in references})
     current_date = datetime.now()
 
     if agent and agent.personality:
@@ -203,7 +201,7 @@ def converse_offline(
 
         context_message += f"{prompts.online_search_conversation_offline.format(online_results=yaml_dump(simplified_online_results))}\n\n"
     if ConversationCommand.Code in conversation_commands and not is_none_or_empty(code_results):
-        context_message += f"{prompts.code_executed_context.format(code_results=yaml_dump(code_results))}\n\n"
+        context_message += f"{prompts.code_executed_context.format(code_results=str(code_results))}\n\n"
     context_message = context_message.strip()
 
     # Setup Prompt with Primer or Conversation History
diff --git a/src/khoj/processor/conversation/openai/gpt.py b/src/khoj/processor/conversation/openai/gpt.py
index ee7bac83..c376a90e 100644
--- a/src/khoj/processor/conversation/openai/gpt.py
+++ b/src/khoj/processor/conversation/openai/gpt.py
@@ -191,7 +191,7 @@ def converse(
     if not is_none_or_empty(online_results):
         context_message += f"{prompts.online_search_conversation.format(online_results=yaml_dump(online_results))}\n\n"
     if not is_none_or_empty(code_results):
-        context_message += f"{prompts.code_executed_context.format(code_results=yaml_dump(code_results))}\n\n"
+        context_message += f"{prompts.code_executed_context.format(code_results=str(code_results))}\n\n"
     context_message = context_message.strip()
 
     # Setup Prompt with Primer or Conversation History
diff --git a/src/khoj/processor/conversation/utils.py b/src/khoj/processor/conversation/utils.py
index b4db71d9..9970aefd 100644
--- a/src/khoj/processor/conversation/utils.py
+++ b/src/khoj/processor/conversation/utils.py
@@ -20,7 +20,7 @@ from langchain.schema import ChatMessage
 from llama_cpp.llama import Llama
 from transformers import AutoTokenizer
 
-from khoj.database.adapters import ConversationAdapters, ais_user_subscribed
+from khoj.database.adapters import ConversationAdapters
 from khoj.database.models import ChatModelOptions, ClientApplication, KhojUser
 from khoj.processor.conversation import prompts
 from khoj.processor.conversation.offline.utils import download_model, infer_max_tokens