diff --git a/README.md b/README.md
index 5dcbc4c..ae33c19 100644
--- a/README.md
+++ b/README.md
@@ -69,7 +69,7 @@ Edit your `env.json` to add your API keys and customize your installation.
 Just:
 
 ```sh
-make run
+make run # or poetry run python main.py
 ```
 
 OADS will automatically generate the program source code in `./project` directory.
diff --git a/constants.py b/constants.py
index b2fd930..325e74e 100644
--- a/constants.py
+++ b/constants.py
@@ -1,7 +1,6 @@
-from autogen import config_list_from_json
+import os
 from dacite import from_dict
 from jsonc_parser.parser import JsoncParser
-import os
 from typedefs import ProjectConfig
 
 import utils
@@ -15,6 +14,11 @@
 COMMON_LLM_CONFIG = {
     # https://microsoft.github.io/autogen/docs/FAQ#set-your-api-endpoints
     "config_list": [utils.get_model_config_as_dict(PROJECT_CONFIG)],
+    "request_timeout": 600,
+    # "seed": 42,
+}
+
+FUNCTIONAL_LLM_CONFIG = COMMON_LLM_CONFIG | {
     "functions": [
         {
             "name": "fetch_web_page",
@@ -105,8 +109,6 @@
             },
         },
     ],
-    "request_timeout": 600,
-    "seed": 42,
 }
 
 PROJECT_DIRECTORY_NAME = "project"
diff --git a/env.sample.jsonc b/env.sample.jsonc
index f236d6b..81edf22 100644
--- a/env.sample.jsonc
+++ b/env.sample.jsonc
@@ -27,34 +27,6 @@
   // The `model` key must be unique.
   // https://microsoft.github.io/FLAML/docs/reference/autogen/oai/completion/#create
   "models": [
-    // Any model using Azure OpenAI API
-    {
-      "model": "[AZURE_OPENAI_STUDIO_DEPLOYMENT_NAME]",
-      "api_key": "[AZURE_OPENAI_API_KEY]",
-      "api_base": "https://[AZURE_OPENAI_RESOURCE_NAME].openai.azure.com",
-      "api_type": "azure",
-      // https://learn.microsoft.com/en-us/azure/ai-services/openai/reference#chat-completions
-      "api_version": "2023-08-01-preview"
-    },
-
-    // `gpt-3.5-turbo-16k` using OpenAI API
-    {
-      "model": "gpt-3.5-turbo-16k",
-      "api_key": "[OPEN_AI_API_KEY]"
-    },
-
-    // `gpt-4` using OpenAI API
-    {
-      "model": "gpt-4",
-      "api_key": "[OPEN_AI_API_KEY]"
-    },
-
-    // `gpt-4-32k` using OpenAI API
-    {
-      "model": "gpt-4-32k",
-      "api_key": "[OPEN_AI_API_KEY]"
-    },
-
     // Open-source LLM deployment using "Text Generation Web UI" with `OpenAI` extension enabled:
     // https://github.com/ivangabriele/openai-autogen-dev-studio#open-source-llms
     // https://github.com/oobabooga/text-generation-webui/tree/main/extensions/openai#an-openedai-api-openai-like
@@ -65,23 +37,10 @@
     // regardless of the model you use behind it.
     {
       "model": "Open-Orca/Mistral-7B-OpenOrca",
-      "api_base": "https://[YOUR_CONTAINER_ID]-5001.proxy.runpod.net", // or your local/public endpoint
-      // Unless you have setup your endpoint with an API key, you can leave this dummy value:
+      "api_base": "https://[YOUR_CONTAINER_ID]-5001.proxy.runpod.net/v1", // <== The `/v1` is IMPORTANT!
+      // Unless you have specifically setup your endpoint with an API key, don't change this dummy value
       "api_key": "sk-111111111111111111111111111111111111111111111111",
       "api_type": "open_ai"
     }
   ]
-
-  // ―――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――
-  // Funtionary LLM API Endpoint Configuration
-
-  // This must be a secondary deployment. Don't use this endpoint in your models.
-  // You can deploy it in one click using this Github repository:
-  // https://github.com/ivangabriele/docker-functionary
-  // "functionary_model": {
-  //   "model": "musabgultekin/functionary-7b-v1",
-  //   "api_base": "https://eoefr8r4dxwu0n-8000.proxy.runpod.net//v1",
-  //   "api_key": "functionary",
-  //   "api_type": "open_ai"
-  // }
 }
diff --git a/main.py b/main.py
index 9dafa42..2d21d42 100644
--- a/main.py
+++ b/main.py
@@ -13,7 +13,7 @@
 
 import autogen
 
-import actions
+# import actions
 
 import agents
 from constants import COMMON_LLM_CONFIG, PROJECT_CONFIG, PROJECT_DIRECTORY_NAME
@@ -49,18 +49,18 @@
 )
 
 
-COMMON_FUNCTION_MAP = {
-    "fetch_web_page": actions.fetch_web_page,
-    "read_file": actions.read_file,
-    "run_bash_command": actions.run_bash_command,
-    "run_rust_file": actions.run_rust_file,
-    "search_web": actions.search_web,
-    "write_file": actions.write_file,
-}
+# COMMON_FUNCTION_MAP = {
+#     "fetch_web_page": actions.fetch_web_page,
+#     "read_file": actions.read_file,
+#     "run_bash_command": actions.run_bash_command,
+#     "run_rust_file": actions.run_rust_file,
+#     "search_web": actions.search_web,
+#     "write_file": actions.write_file,
+# }
 
-ceo_user_proxy_agent.register_function(
-    function_map=COMMON_FUNCTION_MAP,
-)
+# ceo_user_proxy_agent.register_function(
+#     function_map=COMMON_FUNCTION_MAP,
+# )
 
 
 functioneer = agents.Functioneer()