diff --git a/Day_005_Automation_and_Final_Polish.md b/Day_005_Automation_and_Final_Polish.md
index 3c28afa..83b4872 100644
--- a/Day_005_Automation_and_Final_Polish.md
+++ b/Day_005_Automation_and_Final_Polish.md
@@ -1,16 +1,15 @@
 # 📅 Day 5 — Automation, Error Handling, and Final Polish
 
 ## 🎯 Goal
-Convert the manual workflow into a **fully automated, production-ready system**.
+Transition the workflow to a **fully automated, production-ready system**.
 
 ---
 
 ## 🧩 Tasks
 
 ### 1. Schedule for Automation
-- Replace the Manual Trigger with a **Cron Node**.
-- Example schedule: Run daily at 3 AM.
-0 3 * * *
+- Replace Manual Trigger with **Cron Node**:
+0 3 * * * # Runs every day at 3 AM
 
 yaml
 Copy code
@@ -18,36 +17,40 @@ Copy code
 ---
 
 ### 2. Implement Error Handling
-- Create a separate **Error Workflow**.
-- Add a **Start on Error** trigger.
-- Connect it to a **Slack/Email Node**:
-The Daily Sales Analysis workflow failed. Please check the logs.
-
-yaml
-Copy code
+- Create **Error Workflow**:
+- Start on Error Trigger
+- Slack/Email Node:
+  ```
+  The Daily Sales Analysis workflow failed. Please check the logs.
+  ```
 
 ---
 
 ### 3. Clean Up and Document
-- Rename all nodes descriptively:
+- Rename nodes descriptively:
 - `Fetch Shopify Orders`
 - `Analyze Sentiment in Python`
 - `Send Daily Slack Report`
-- Add **comments** inside your Python code.
+- Add **comments** in Python code.  
 - Use **Sticky Notes** in n8n to explain logic visually.
 
 ---
 
 ### 4. Final Test
-- Deactivate → Review → Activate.
-- Monitor the first scheduled run end-to-end.
-- Validate data accuracy and notification triggers.
+- Deactivate → Check → Activate.  
+- Monitor first automated run.  
+- Verify data, summary, and alerts.
 
 ---
 
 ## ✅ Deliverable
-A **fully automated**, **scheduled**, and **monitored** workflow that:
-- Runs daily at a fixed time.
-- Generates and distributes reports.
-- Sends alerts for anomalies.
-- Notifies the team on failure.
+- Fully automated, scheduled workflow.  
+- Generates daily reports and alerts.  
+- Sends failure notifications if workflow breaks.  
+- Ready for production deployment.
+
+---
+
+## 💡 Solution
+- Workflow runs independently every day.  
+- Reports, alerts, and error notifications are fully automated.
\ No newline at end of file