diff --git a/api/setup/json_comparer.py b/api/setup/json_comparer.py
index 33e8afc..ca50ee0 100644
--- a/api/setup/json_comparer.py
+++ b/api/setup/json_comparer.py
@@ -16,7 +16,7 @@ def get_children(node, parent_id):
     return None
 
 
-def repath_json(goal, alternaive, visited):
+def repath_json(goal, alternative, visited):
     """
     Rebuild the route to any goal leaf in a JSON
     * goal: node_id of goal node
@@ -32,7 +32,7 @@ def repath_json(goal, alternaive, visited):
         parent, position = visited[parent]
 
     #rebuild the path in the alternetive json
-    query = alternaive
+    query = alternative
     while path:
         current = path.pop()
         query = query[current]    
@@ -53,24 +53,26 @@ def json_iterator(json, json_compare):
         ids += 1
         visited[ids] = (parent_id, position)
         children = get_children(node, ids)
+        alt_node = repath_json(ids, json_compare, visited)
+
         if children:
+            #check shape
+            if len(node) != len(alt_node):
+                print(node, alt_node)
             queue += children
         else:
             # is leaf
-
             # follow path to value of alternative json
-            value = repath_json(ids, json_compare, visited)
-        
-            if node != value:
-                print('Old value: {}, New value: {}'.format(node, value))
+            #alt_node = repath_json(ids, json_compare, visited)
+            if node != alt_node:
+                print('Old value: {}, New value: {}'.format(node, alt_node))
         
 
 if __name__ == '__main__':
-
     with open(f'../src/wrapper_datausa.json') as f:
         to_parse = json.load(f)
 
-    with open(f'../src/wrapper_datausa2.json') as f:
+    with open(f'../src/wrapper_datausa2.json') as f: 
         to_compare = json.load(f)
 
     json_iterator(to_parse, to_compare)
\ No newline at end of file
diff --git a/api/src/wrapper/reflexionWrappper.py b/api/src/wrapper/reflexionWrappper.py
new file mode 100644
index 0000000..b3d98af
--- /dev/null
+++ b/api/src/wrapper/reflexionWrappper.py
@@ -0,0 +1,80 @@
+from langchain_community.llms import Ollama
+from langchain_community.chat_message_histories import ChatMessageHistory
+from langchain_core.prompts import PromptTemplate
+from langchain_core.runnables import RunnableSequence, RunnablePassthrough, RunnableLambda, RunnableParallel, chain
+from langchain_core.output_parsers import JsonOutputParser
+from wrapper.logsHandlerCallback import logsHandler
+from langchain.globals import set_debug, set_verbose
+from os import getenv
+import json
+from operator import itemgetter
+
+
+TABLES_PATH = getenv('TABLES_PATH')
+OLLAMA_URL = 'https://caleuche-ollama.datawheel.us'
+CONFIG_FILE_NAME = 'wrapper_datausa.json'
+
+model = Ollama(
+    base_url= OLLAMA_URL,
+    model= "llama2:7b-chat-q8_0",
+    temperature= 0,
+  ).with_config(
+    seed= 123,
+    run_name= 'basic_llama', 
+  )
+
+model_adv = Ollama(
+    base_url= OLLAMA_URL,
+    model= 'mixtral:8x7b-instruct-v0.1-q4_K_M',#'gemma:7b-instruct-q4_K_M',//
+    system= '',
+    temperature= 0,
+).with_config(
+    seed= 123,
+    run_name= 'advance_mixtral',
+)
+
+# LLM Summary chat history 
+    # Summary question     
+    # route to question/no question/new question/complement question
+
+summary_sys_prompt = """
+You are an expert analyzing chat from questions.
+"""
+
+summary_prompt = """
+Summarize the following chat history
+
+Output format:
+
+{{
+
+}}
+
+"""
+@chain
+def route_question(info):
+    pass
+
+
+# Use table_table selection
+from ..table_selection.table_selector import get_relevant_tables_from_database
+
+# LLM Classification 
+    # rerank RAG answer pick a cube
+
+
+
+# Call Schema Json to build Form JSON
+
+
+# LLM validation
+    # Extract variables
+    # Route ask missing variables
+    # Offer members for missing variables
+
+
+
+# Build Chain
+
+
+# Export function
\ No newline at end of file
diff --git a/api/src/wrapper_datausa2.json b/api/src/wrapper_datausa2.json
index 1cbfb0d..8427d6d 100644
--- a/api/src/wrapper_datausa2.json
+++ b/api/src/wrapper_datausa2.json
@@ -9,7 +9,7 @@
 },
 {
     "name":"House election",
-    "metrics": ["number of votes"],
+    "metrics": ["number of votes","dogs"],
     "vars": ["political party", "US state", " candidate name"],
     "optional_vars": ["year"],
     "examples":[