diff --git a/Preprocess/insert_data.py b/Preprocess/insert_data.py
index 6cb5a24..61de115 100644
--- a/Preprocess/insert_data.py
+++ b/Preprocess/insert_data.py
@@ -124,7 +124,7 @@ def split_and_insert(self, pid, content, category):
         elif not result:  # 如果失敗且非長度問題
             failed_records.append({'pid': pid, 'category': category})
 
-    # 將失敗的資料寫入 JSON 檔案
+    # 將失敗的資料寫入 JSON 檔案，之後有需要可以利用此 JSON 檔案重新匯入
     if failed_records:
         with open('failed_imports.json', 'w', encoding='utf-8') as f:
             json.dump(failed_records, f, ensure_ascii=False, indent=4)
diff --git a/README.md b/README.md
index 3a2a2d6..4f44136 100644
--- a/README.md
+++ b/README.md
@@ -64,7 +64,11 @@ To set up the development environment, follow these steps:
    ```
 
 4. Manually add your `secret key` to the `config.ini`.
-   (需展開解釋 config.ini 內的每一項 key)
+   ```
+   [OpenAI] 的 api_key 可以在 openai 官網註冊取得
+   [VoyageAI] 的 api_key 可以在 voyageai 官網註冊取得
+   [Api_docs] 的 password 可以自己隨意輸入 (flask_app.py 啟動後，直接訪問 http://127.0.0.1:5000/ 即可看到 swagger api_docs 頁面)
+   ```
 
 5. Create a `logs` directory:
    ```
@@ -82,18 +86,26 @@ To set up the development environment, follow these steps:
    ```
 
 8. Data preprocessing:
+   ```
+   (TODO: 等 data 那邊處理好)
+   ```
 
 9. Data insert to weaviate:
+   ```
+   python3 Preprocess/insert_data.py
+   ```
 
-10. Run the Flask app:
+10. Run the Flask app (/ 是 API Docs, /api/chat/ 是我們的 Retrieval API):
    ```
-   python3 src/flask_app.py
+   python3 Model/flask_app.py
    ```
 
-11. 將主辦方提供的 questions.json 測試資料塞入 data/:
+11. 將主辦方提供的題目 json 檔案改名為 questions.json 並塞入 data/
 
 12. 運行 main.py 進行測試得出 data/pred_retrieve.json 提交最終結果給主辦方:
-
+   ```
+   python3 main.py
+   ```
 
 ## Folder-specific Details
 For more detailed information about each folder and its purpose, refer to the individual `README.md` files located in their respective directories.
diff --git a/config_example.ini b/config_example.ini
index 5c8955a..2034db1 100644
--- a/config_example.ini
+++ b/config_example.ini
@@ -1,11 +1,11 @@
 [Weaviate]
-weaviate_url =
+weaviate_url = http://127.0.0.1:8882
 
 [OpenAI]
-api_key =
+api_key = 
 
 [Api_docs]
-password =
+password = 
 
 [VoyageAI]
-api_key =
+api_key = 
diff --git a/main.py b/main.py
index f083100..1015c61 100644
--- a/main.py
+++ b/main.py
@@ -4,7 +4,7 @@
 import requests
 
 # 讀取主辦提供的 Question JSON 檔案
-with open('data/questions_example.json', encoding='utf-8') as file:
+with open('data/questions.json', encoding='utf-8') as file:
     questions = json.load(file)['questions']
 
 # 初始化輸出資料格式
diff --git a/testing/get_best_alpha.py b/testing/get_best_alpha.py
index b2dec99..b552275 100644
--- a/testing/get_best_alpha.py
+++ b/testing/get_best_alpha.py
@@ -4,7 +4,7 @@
 import requests
 
 # Load questions from the JSON file
-with open('data/questions_example.json', encoding='utf-8') as file:
+with open('data/questions.json', encoding='utf-8') as file:
     questions = json.load(file)['questions']
 
 # Load ground truth data