diff --git a/dev_gpt/apis/gpt.py b/dev_gpt/apis/gpt.py
index 55b74ab..2f07a02 100644
--- a/dev_gpt/apis/gpt.py
+++ b/dev_gpt/apis/gpt.py
@@ -2,16 +2,15 @@ import json
 import os
 from copy import deepcopy
 from time import sleep
-
 from typing import List, Any
 
 import openai
 from langchain import PromptTemplate
 from langchain.callbacks import CallbackManager
-from langchain.chat_models import ChatOpenAI
-from openai.error import RateLimitError
-from langchain.schema import HumanMessage, SystemMessage, BaseMessage, AIMessage
 from langchain.callbacks.streaming_stdout import StreamingStdOutCallbackHandler
+from langchain.chat_models import ChatOpenAI
+from langchain.schema import HumanMessage, SystemMessage, BaseMessage, AIMessage
+from openai.error import RateLimitError
 from requests.exceptions import ConnectionError, ChunkedEncodingError
 from urllib3.exceptions import InvalidChunkLength
 
@@ -32,6 +31,7 @@ If you have updated it already, please restart your terminal.
         exit(1)
     openai.api_key = os.environ['OPENAI_API_KEY']
 
+
 class GPTSession:
     _instance = None
     _initialized = False
@@ -64,7 +64,6 @@ class GPTSession:
             self.model_name, self.cost_callback, messages, print_stream, print_costs
         )
 
-
     @staticmethod
     def is_gpt4_available():
         try:
@@ -120,7 +119,6 @@ class _GPTConversation:
         self.print_stream = print_stream
         self.print_costs = print_costs
 
-
     def print_messages(self, messages):
         for i, message in enumerate(messages):
             if os.environ['VERBOSE'].lower() == 'true':
@@ -167,8 +165,9 @@ class _GPTConversation:
 def ask_gpt(prompt_template, parser, **kwargs):
     template_parameters = get_template_parameters(prompt_template)
     if set(template_parameters) != set(kwargs.keys()):
-        raise ValueError(f'Prompt template parameters {get_template_parameters(prompt_template)} do not match '
-                         f'provided parameters {kwargs.keys()}')
+        raise ValueError(
+            f'Prompt template parameters {set(template_parameters)} do not match provided parameters {set(kwargs.keys())}'
+        )
     for key, value in kwargs.items():
         if isinstance(value, dict):
             kwargs[key] = json.dumps(value, indent=4)
diff --git a/dev_gpt/options/generate/chains/extract_information.py b/dev_gpt/options/generate/chains/extract_information.py
index 5816a85..70aae59 100644
--- a/dev_gpt/options/generate/chains/extract_information.py
+++ b/dev_gpt/options/generate/chains/extract_information.py
@@ -1,29 +1,29 @@
-from typing import Dict
-
-from dev_gpt.apis.gpt import ask_gpt
-from dev_gpt.options.generate.chains.question_answering import answer_yes_no_question
-from dev_gpt.options.generate.parser import identity_parser, boolean_parser
-
-
-def extract_information(text, info_keys) -> Dict[str, str]:
-    extracted_infos = {}
-    for info_key in info_keys:
-        is_information_in_text = answer_yes_no_question(text, f'Is a {info_key} mentioned above?')
-        if is_information_in_text:
-            extracted_info = ask_gpt(
-                extract_information_prompt,
-                identity_parser,
-                text=text,
-                info_key=info_key
-            )
-            extracted_infos[info_key] = extracted_info
-    return extracted_infos
-
-
-extract_information_prompt = '''\
-{text}
-
-Your task: 
-Return all {info_key}s from above.'
-Note: you must only output your answer.
-'''
\ No newline at end of file
+# from typing import Dict
+#
+# from dev_gpt.apis.gpt import ask_gpt
+# from dev_gpt.options.generate.chains.question_answering import answer_yes_no_question
+# from dev_gpt.options.generate.parser import identity_parser, boolean_parser
+#
+#
+# def extract_information(text, info_keys) -> Dict[str, str]:
+#     extracted_infos = {}
+#     for info_key in info_keys:
+#         is_information_in_text = answer_yes_no_question(text, f'Is a {info_key} mentioned above?')
+#         if is_information_in_text:
+#             extracted_info = ask_gpt(
+#                 extract_information_prompt,
+#                 identity_parser,
+#                 text=text,
+#                 info_key=info_key
+#             )
+#             extracted_infos[info_key] = extracted_info
+#     return extracted_infos
+#
+#
+# extract_information_prompt = '''\
+# {text}
+#
+# Your task:
+# Return all {info_key}s from above.'
+# Note: you must only output your answer.
+# '''
\ No newline at end of file
diff --git a/dev_gpt/options/generate/pm/pm.py b/dev_gpt/options/generate/pm/pm.py
index cedf931..9c28b44 100644
--- a/dev_gpt/options/generate/pm/pm.py
+++ b/dev_gpt/options/generate/pm/pm.py
@@ -6,6 +6,7 @@ from dev_gpt.options.generate.chains.translation import translation
 from dev_gpt.options.generate.chains.user_confirmation_feedback_loop import user_feedback_loop
 from dev_gpt.options.generate.chains.get_user_input_if_needed import get_user_input_if_needed
 from dev_gpt.options.generate.parser import identity_parser
+from dev_gpt.options.generate.prompt_factory import make_prompt_friendly
 from dev_gpt.options.generate.ui import get_random_employee
 
 
@@ -88,6 +89,7 @@ Description of the microservice:
         )
         if user_answer:
             if post_transformation_fn:
+                user_answer = make_prompt_friendly(user_answer)
                 user_answer = post_transformation_fn(user_answer)
             return f'\n{extension_name}: {user_answer}'
         else:
diff --git a/dev_gpt/options/generate/prompt_factory.py b/dev_gpt/options/generate/prompt_factory.py
index 26236a9..fa42f72 100644
--- a/dev_gpt/options/generate/prompt_factory.py
+++ b/dev_gpt/options/generate/prompt_factory.py
@@ -1,12 +1,14 @@
 import json
 
+def make_prompt_friendly(text):
+    return text.replace('{', '{{').replace('}', '}}')
 
 def context_to_string(context):
     context_strings = []
     for k, v in context.items():
         if isinstance(v, dict):
             v = json.dumps(v, indent=4)
-        v = v.replace('{', '{{').replace('}', '}}')
+        v = make_prompt_friendly(v)
         context_strings.append(f'''\
 {k}:
 ```
diff --git a/test/integration/test_generator.py b/test/integration/test_generator.py
index 180d0c7..46b051b 100644
--- a/test/integration/test_generator.py
+++ b/test/integration/test_generator.py
@@ -99,7 +99,7 @@ Example input: 'AAPL'
     'mock_input_sequence', [
         [
             'y',
-            'https://www.signalogic.com/melp/EngSamples/Orig/ENG_M.wav',
+            'https://www2.cs.uic.edu/~i101/SoundFiles/taunt.wav',
             f'''\
 import requests
 url = "https://transcribe.whisperapi.com"