diff --git a/.github/workflows/main.yaml b/.github/workflows/main.yaml
index bbb2394..b9426e3 100644
--- a/.github/workflows/main.yaml
+++ b/.github/workflows/main.yaml
@@ -1,59 +1,98 @@
-# Your workflow name.
-name: Deploy to heroku.
+name: workflow
 
-# Run workflow on every push to main branch.
 on:
   push:
-    branches: [main]
+    branches:
+      - main
+    paths-ignore:
+      - 'README.md'
+
+permissions:
+  id-token: write
+  contents: read
 
-# Your workflows jobs.
 jobs:
-  build:
+  integration:
+    name: Continuous Integration
     runs-on: ubuntu-latest
     steps:
-      # Check-out your repository.
-      - name: Checkout
-        uses: actions/checkout@v2
+      - name: Checkout Code
+        uses: actions/checkout@v3
 
+      - name: Lint code
+        run: echo "Linting repository"
 
-### ⬇ IMPORTANT PART ⬇ ###
+      - name: Run unit tests
+        run: echo "Running unit tests"
 
-      - name: Build, Push and Release a Docker container to Heroku. # Your custom step name
-        uses: gonuit/heroku-docker-deploy@v1.3.3 # GitHub action name (leave it as it is).
+  build-and-push-ecr-image:
+    name: Continuous Delivery
+    needs: integration
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout Code
+        uses: actions/checkout@v3
+
+      - name: Install Utilities
+        run: |
+          sudo apt-get update
+          sudo apt-get install -y jq unzip
+      - name: Configure AWS credentials
+        uses: aws-actions/configure-aws-credentials@v1
         with:
-          # Below you must provide variables for your Heroku app.
+          aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }}
+          aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }}
+          aws-region: ${{ secrets.AWS_REGION }}
 
-          # The email address associated with your Heroku account.
-          # If you don't want to use repository secrets (which is recommended) you can do:
-          # email: my.email@example.com
-          email: ${{ secrets.HEROKU_EMAIL }}
-          
-          # Heroku API key associated with provided user's email.
-          # Api Key is available under your Heroku account settings.
-          heroku_api_key: ${{ secrets.HEROKU_API_KEY }}
-          
-          # Name of the heroku application to which the build is to be sent.
-          heroku_app_name: ${{ secrets.HEROKU_APP_NAME }}
-
-          # (Optional, default: "./")
-          # Dockerfile directory.
-          # For example, if you have a Dockerfile in the root of your project, leave it as follows:
-          dockerfile_directory: ./
-
-          # (Optional, default: "Dockerfile")
-          # Dockerfile name.
-          dockerfile_name: Dockerfile
-
-          # (Optional, default: "")
-          # Additional options of docker build command.
-          docker_options: "--no-cache"
-
-          # (Optional, default: "web")
-          # Select the process type for which you want the docker container to be uploaded.
-          # By default, this argument is set to "web".
-          # For more information look at https://devcenter.heroku.com/articles/process-model
-          process_type: web
+      - name: Login to Amazon ECR
+        id: login-ecr
+        uses: aws-actions/amazon-ecr-login@v1
+
+      - name: Build, tag, and push image to Amazon ECR
+        id: build-image
+        env:
+          ECR_REGISTRY: ${{ steps.login-ecr.outputs.registry }}
+          ECR_REPOSITORY: ${{ secrets.ECR_REPOSITORY_NAME }}
+          IMAGE_TAG: latest
+        run: |
+          # Build a docker container and
+          # push it to ECR so that it can
+          # be deployed to ECS.
+          docker build -t $ECR_REGISTRY/$ECR_REPOSITORY:$IMAGE_TAG .
+          docker push $ECR_REGISTRY/$ECR_REPOSITORY:$IMAGE_TAG
+          echo "::set-output name=image::$ECR_REGISTRY/$ECR_REPOSITORY:$IMAGE_TAG"
           
-   
           
-### ⬆ IMPORTANT PART ⬆ ###
\ No newline at end of file
+  Continuous-Deployment:
+    needs: build-and-push-ecr-image
+    runs-on: self-hosted
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v3
+
+      - name: Configure AWS credentials
+        uses: aws-actions/configure-aws-credentials@v1
+        with:
+          aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }}
+          aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }}
+          aws-region: ${{ secrets.AWS_REGION }}
+
+      - name: Login to Amazon ECR
+        id: login-ecr
+        uses: aws-actions/amazon-ecr-login@v1
+      
+      
+      - name: Pull latest images
+        run: |
+         docker pull ${{secrets.AWS_ECR_LOGIN_URI}}/${{ secrets.ECR_REPOSITORY_NAME }}:latest
+         
+      # - name: Stop and remove container if running
+      #   run: |
+      #    docker ps -q --filter "name=cnncls" | grep -q . && docker stop cnncls && docker rm -fv cnncls
+       
+      - name: Run Docker Image to serve users
+        run: |
+         docker run -d -p 8080:8080 --name=cnncls -e 'AWS_ACCESS_KEY_ID=${{ secrets.AWS_ACCESS_KEY_ID }}' -e 'AWS_SECRET_ACCESS_KEY=${{ secrets.AWS_SECRET_ACCESS_KEY }}' -e 'AWS_REGION=${{ secrets.AWS_REGION }}'  ${{secrets.AWS_ECR_LOGIN_URI}}/${{ secrets.ECR_REPOSITORY_NAME }}:latest
+      - name: Clean previous images and containers
+        run: |
+         docker system prune -f
\ No newline at end of file