diff --git a/.github/workflows/create-release.yml b/.github/workflows/create-release.yml
new file mode 100644
index 0000000..9ca7cf7
--- /dev/null
+++ b/.github/workflows/create-release.yml
@@ -0,0 +1,67 @@
+on:
+    push:
+        branches:
+        - main
+
+  
+permissions:
+    contents: write
+    pull-requests: write
+  
+name: create-release
+  
+jobs:
+    create-release:
+      runs-on: ubuntu-latest
+      if: ${{ github.event.workflow_run.conclusion == 'success' }}
+  
+      steps:
+        - name: Checkout
+          uses: actions/checkout@v4
+          with:
+            ref: ${{ github.event.workflow_run.head_sha }}
+  
+        - uses: codfish/semantic-release-action@v3
+          id: semantic
+          with:
+            tag-format: 'v${version}'
+            additional-packages: |
+              ['conventional-changelog-conventionalcommits@7']
+            plugins: |
+              [
+                [
+                  "@semantic-release/commit-analyzer",
+                  {
+                    "preset": "conventionalcommits"
+                  }
+                ],
+                [
+                  "@semantic-release/release-notes-generator",
+                  {
+                    "preset": "conventionalcommits",
+                    "presetConfig": {
+                      "types": [
+                        { type: 'feat', section: 'Features', hidden: false },
+                        { type: 'fix', section: 'Bug Fixes', hidden: false },
+                        { type: 'perf', section: 'Performance Improvements', hidden: false },
+                        { type: 'revert', section: 'Reverts', hidden: false },
+                        { type: 'docs', section: 'Other Updates', hidden: false },
+                        { type: 'style', section: 'Other Updates', hidden: false },
+                        { type: 'chore', section: 'Other Updates', hidden: false },
+                        { type: 'refactor', section: 'Other Updates', hidden: false },
+                        { type: 'test', section: 'Other Updates', hidden: false },
+                        { type: 'build', section: 'Other Updates', hidden: false },
+                        { type: 'ci', section: 'Other Updates', hidden: false }
+                      ]
+                    }
+                  }
+                ],
+                '@semantic-release/github'
+              ]
+          env:
+              GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        - run: echo ${{ steps.semantic.outputs.release-version }}
+  
+        - run: echo "$OUTPUTS"
+          env:
+            OUTPUTS: ${{ toJson(steps.semantic.outputs) }}
\ No newline at end of file
diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml
index e23415f..d9a38e3 100644
--- a/.github/workflows/deploy.yml
+++ b/.github/workflows/deploy.yml
@@ -1,240 +1,240 @@
-name: CI-Validate Deployment-Multi-Agent-Custom-Automation-Engine-Solution-Accelerator
-
-on:
-  push:
-    branches:
-      - main
-
-jobs:
-  deploy:
-    runs-on: ubuntu-latest
-    steps:
-      - name: Checkout Code
-        uses: actions/checkout@v3
-
-      - name: Setup Azure CLI
-        run: |
-          curl -sL https://aka.ms/InstallAzureCLIDeb | sudo bash
-          az --version  # Verify installation
-
-      - name: Login to Azure
-        run: |
-          az login --service-principal -u ${{ secrets.AZURE_CLIENT_ID }} -p ${{ secrets.AZURE_CLIENT_SECRET }} --tenant ${{ secrets.AZURE_TENANT_ID }}
-
-      - name: Install Bicep CLI
-        run: az bicep install
-
-      - name: Generate Resource Group Name
-        id: generate_rg_name
-        run: |
-          echo "Generating a unique resource group name..."
-          TIMESTAMP=$(date +%Y%m%d%H%M%S)
-          COMMON_PART="ci-biab"
-          UNIQUE_RG_NAME="${COMMON_PART}${TIMESTAMP}"
-          echo "RESOURCE_GROUP_NAME=${UNIQUE_RG_NAME}" >> $GITHUB_ENV
-          echo "Generated Resource_GROUP_PREFIX: ${UNIQUE_RG_NAME}" 
+# name: CI-Validate Deployment-Multi-Agent-Custom-Automation-Engine-Solution-Accelerator
+
+# on:
+#   push:
+#     branches:
+#       - main
+
+# jobs:
+#   deploy:
+#     runs-on: ubuntu-latest
+#     steps:
+#       - name: Checkout Code
+#         uses: actions/checkout@v3
+
+#       - name: Setup Azure CLI
+#         run: |
+#           curl -sL https://aka.ms/InstallAzureCLIDeb | sudo bash
+#           az --version  # Verify installation
+
+#       - name: Login to Azure
+#         run: |
+#           az login --service-principal -u ${{ secrets.AZURE_CLIENT_ID }} -p ${{ secrets.AZURE_CLIENT_SECRET }} --tenant ${{ secrets.AZURE_TENANT_ID }}
+
+#       - name: Install Bicep CLI
+#         run: az bicep install
+
+#       - name: Generate Resource Group Name
+#         id: generate_rg_name
+#         run: |
+#           echo "Generating a unique resource group name..."
+#           TIMESTAMP=$(date +%Y%m%d%H%M%S)
+#           COMMON_PART="ci-biab"
+#           UNIQUE_RG_NAME="${COMMON_PART}${TIMESTAMP}"
+#           echo "RESOURCE_GROUP_NAME=${UNIQUE_RG_NAME}" >> $GITHUB_ENV
+#           echo "Generated Resource_GROUP_PREFIX: ${UNIQUE_RG_NAME}" 
       
 
-      - name: Check and Create Resource Group
-        id: check_create_rg
-        run: |
-          set -e  
-          echo "Checking if resource group exists..."
-          rg_exists=$(az group exists --name ${{ env.RESOURCE_GROUP_NAME }})
-          if [ "$rg_exists" = "false" ]; then
-            echo "Resource group does not exist. Creating..."
-            az group create --name ${{ env.RESOURCE_GROUP_NAME }} --location eastus || { echo "Error creating resource group"; exit 1; }
-          else
-            echo "Resource group already exists."
-          fi
-
-
-      - name: Deploy Bicep Template
-        id: deploy
-        run: |
-          set -e
-          az deployment group create \
-            --resource-group ${{ env.RESOURCE_GROUP_NAME }} \
-            --template-file deploy/macae.bicep \
-            --parameters azureOpenAILocation=eastus cosmosLocation=eastus
-
-
-      - name: Send Notification on Failure
-        if: failure()
-        run: |
-          RUN_URL="https://github.com/${{ github.repository }}/actions/runs/${{ github.run_id }}"
+#       - name: Check and Create Resource Group
+#         id: check_create_rg
+#         run: |
+#           set -e  
+#           echo "Checking if resource group exists..."
+#           rg_exists=$(az group exists --name ${{ env.RESOURCE_GROUP_NAME }})
+#           if [ "$rg_exists" = "false" ]; then
+#             echo "Resource group does not exist. Creating..."
+#             az group create --name ${{ env.RESOURCE_GROUP_NAME }} --location eastus || { echo "Error creating resource group"; exit 1; }
+#           else
+#             echo "Resource group already exists."
+#           fi
+
+
+#       - name: Deploy Bicep Template
+#         id: deploy
+#         run: |
+#           set -e
+#           az deployment group create \
+#             --resource-group ${{ env.RESOURCE_GROUP_NAME }} \
+#             --template-file deploy/macae.bicep \
+#             --parameters azureOpenAILocation=eastus cosmosLocation=eastus
+
+
+#       - name: Send Notification on Failure
+#         if: failure()
+#         run: |
+#           RUN_URL="https://github.com/${{ github.repository }}/actions/runs/${{ github.run_id }}"
       
-          # Construct the email body
-          EMAIL_BODY=$(cat <<EOF
-          {
-            "body": "<p>Dear Team,</p><p>We would like to inform you that the Multi-Agent-Custom-Automation-Engine-Solution-Accelerator Automation process has encountered an issue and has failed to complete successfully.</p><p><strong>Build URL:</strong> ${RUN_URL}<br> ${OUTPUT}</p><p>Please investigate the matter at your earliest convenience.</p><p>Best regards,<br>Your Automation Team</p>"
-          }
-          EOF
-          )
+#           # Construct the email body
+#           EMAIL_BODY=$(cat <<EOF
+#           {
+#             "body": "<p>Dear Team,</p><p>We would like to inform you that the Multi-Agent-Custom-Automation-Engine-Solution-Accelerator Automation process has encountered an issue and has failed to complete successfully.</p><p><strong>Build URL:</strong> ${RUN_URL}<br> ${OUTPUT}</p><p>Please investigate the matter at your earliest convenience.</p><p>Best regards,<br>Your Automation Team</p>"
+#           }
+#           EOF
+#           )
       
-          # Send the notification
-          curl -X POST "${{ secrets.LOGIC_APP_URL }}" \
-            -H "Content-Type: application/json" \
-            -d "$EMAIL_BODY" || echo "Failed to send notification"
+#           # Send the notification
+#           curl -X POST "${{ secrets.LOGIC_APP_URL }}" \
+#             -H "Content-Type: application/json" \
+#             -d "$EMAIL_BODY" || echo "Failed to send notification"
   
     
-      - name: Get OpenAI, App Service and Container Registry Resource from Resource Group
-        id: get_openai_resource
-        run: |
+#       - name: Get OpenAI, App Service and Container Registry Resource from Resource Group
+#         id: get_openai_resource
+#         run: |
 
 
-          set -e
-          echo "Fetching OpenAI resource from resource group ${{ env.RESOURCE_GROUP_NAME }}..."
+#           set -e
+#           echo "Fetching OpenAI resource from resource group ${{ env.RESOURCE_GROUP_NAME }}..."
           
-          # Run the az resource list command to get the OpenAI resource name
-          openai_resource_name=$(az resource list --resource-group ${{ env.RESOURCE_GROUP_NAME }} --resource-type "Microsoft.CognitiveServices/accounts" --query "[0].name" -o tsv)
-
-          if [ -z "$openai_resource_name" ]; then
-            echo "No OpenAI resource found in resource group ${{ env.RESOURCE_GROUP_NAME }}."
-            exit 1
-          else
-            echo "OPENAI_RESOURCE_NAME=${openai_resource_name}" >> $GITHUB_ENV
-            echo "OpenAI resource name: ${openai_resource_name}" 
-          fi
-
-          echo "Fetching Azure App Service resource from resource group ${{ env.RESOURCE_GROUP_NAME }}..."
+#           # Run the az resource list command to get the OpenAI resource name
+#           openai_resource_name=$(az resource list --resource-group ${{ env.RESOURCE_GROUP_NAME }} --resource-type "Microsoft.CognitiveServices/accounts" --query "[0].name" -o tsv)
+
+#           if [ -z "$openai_resource_name" ]; then
+#             echo "No OpenAI resource found in resource group ${{ env.RESOURCE_GROUP_NAME }}."
+#             exit 1
+#           else
+#             echo "OPENAI_RESOURCE_NAME=${openai_resource_name}" >> $GITHUB_ENV
+#             echo "OpenAI resource name: ${openai_resource_name}" 
+#           fi
+
+#           echo "Fetching Azure App Service resource from resource group ${{ env.RESOURCE_GROUP_NAME }}..."
           
-          # Run the az resource list command to get the App Service resource name
-          app_service_name=$(az resource list --resource-group ${{ env.RESOURCE_GROUP_NAME }} --resource-type "Microsoft.Web/sites" --query "[0].name" -o tsv)
-
-          if [ -z "$app_service_name" ]; then
-            echo "No Azure App Service resource found in resource group ${{ env.RESOURCE_GROUP_NAME }}."
-            exit 1
-          else
-            echo "APP_SERVICE_NAME=${app_service_name}" >> $GITHUB_ENV
-            echo "Azure App Service resource name: ${app_service_name}" 
-          fi
-
-          echo "Fetching container registry resource from resource group ${{ env.RESOURCE_GROUP_NAME }}..."
-
-          # Fetch Azure Container Registry name
-          acr_name=$(az acr list --resource-group ${{ env.RESOURCE_GROUP_NAME }} --query "[0].name" -o tsv)
-
-          if [ -z "$acr_name" ]; then
-            echo "No Azure Container Registry found in resource group ${{ env.RESOURCE_GROUP_NAME }}."
-            exit 1
-          else
-            echo "ACR_NAME=${acr_name}" >> $GITHUB_ENV
-            echo "Azure Container Registry name: ${acr_name}"
-          fi
+#           # Run the az resource list command to get the App Service resource name
+#           app_service_name=$(az resource list --resource-group ${{ env.RESOURCE_GROUP_NAME }} --resource-type "Microsoft.Web/sites" --query "[0].name" -o tsv)
+
+#           if [ -z "$app_service_name" ]; then
+#             echo "No Azure App Service resource found in resource group ${{ env.RESOURCE_GROUP_NAME }}."
+#             exit 1
+#           else
+#             echo "APP_SERVICE_NAME=${app_service_name}" >> $GITHUB_ENV
+#             echo "Azure App Service resource name: ${app_service_name}" 
+#           fi
+
+#           echo "Fetching container registry resource from resource group ${{ env.RESOURCE_GROUP_NAME }}..."
+
+#           # Fetch Azure Container Registry name
+#           acr_name=$(az acr list --resource-group ${{ env.RESOURCE_GROUP_NAME }} --query "[0].name" -o tsv)
+
+#           if [ -z "$acr_name" ]; then
+#             echo "No Azure Container Registry found in resource group ${{ env.RESOURCE_GROUP_NAME }}."
+#             exit 1
+#           else
+#             echo "ACR_NAME=${acr_name}" >> $GITHUB_ENV
+#             echo "Azure Container Registry name: ${acr_name}"
+#           fi
 
       
-      - name: Build the image and update the container app
-        id: build-and-update
-        run: |
-
-          set -e
-          # Define variables for acr and container app names
-          acr_name="${{ env.ACR_NAME }}"
-          echo "ACR name: {$acr_name}"
-          backend_container_app_name="macae-backend"
-          backend_build_image_tag="backend:latest"
-
-          echo "Building the container image..."
-          # Build the image
-          az acr build -r ${acr_name} -t ${backend_build_image_tag} ./src/backend
-          echo "Backend image build completed successfully."
-
-          frontend_container_app_name="${{ env.APP_SERVICE_NAME }}"
-          frontend_build_image_tag="frontend:latest"
-
-          echo "Building the container image..."
-          # Build the image
-          az acr build -r ${acr_name} -t ${frontend_build_image_tag} ./src/frontend
-          echo "Frontend image build completed successfully."
-
-          # Add the new container to the website
-          az webapp config container set --resource-group ${{ env.RESOURCE_GROUP_NAME }} --name ${frontend_container_app_name} --container-image-name ${acr_name}.azurecr.io/frontend:latest --container-registry-url https://${acr_name}.azurecr.io
+#       - name: Build the image and update the container app
+#         id: build-and-update
+#         run: |
+
+#           set -e
+#           # Define variables for acr and container app names
+#           acr_name="${{ env.ACR_NAME }}"
+#           echo "ACR name: {$acr_name}"
+#           backend_container_app_name="macae-backend"
+#           backend_build_image_tag="backend:latest"
+
+#           echo "Building the container image..."
+#           # Build the image
+#           az acr build -r ${acr_name} -t ${backend_build_image_tag} ./src/backend
+#           echo "Backend image build completed successfully."
+
+#           frontend_container_app_name="${{ env.APP_SERVICE_NAME }}"
+#           frontend_build_image_tag="frontend:latest"
+
+#           echo "Building the container image..."
+#           # Build the image
+#           az acr build -r ${acr_name} -t ${frontend_build_image_tag} ./src/frontend
+#           echo "Frontend image build completed successfully."
+
+#           # Add the new container to the website
+#           az webapp config container set --resource-group ${{ env.RESOURCE_GROUP_NAME }} --name ${frontend_container_app_name} --container-image-name ${acr_name}.azurecr.io/frontend:latest --container-registry-url https://${acr_name}.azurecr.io
                   
           
-      - name: Delete Bicep Deployment
-        if: success()
-        run: |
-          set -e  
-          echo "Checking if resource group exists..."
-          rg_exists=$(az group exists --name ${{ env.RESOURCE_GROUP_NAME }})
-          if [ "$rg_exists" = "true" ]; then
-            echo "Resource group exist. Cleaning..."
-            az group delete \
-                --name ${{ env.RESOURCE_GROUP_NAME }} \
-                --yes \
-                --no-wait
-            echo "Resource group deleted...  ${{ env.RESOURCE_GROUP_NAME }}"
-          else
-            echo "Resource group does not exists."
-          fi
-
-
-      - name: Wait for resource deletion to complete
-        run: |
+#       - name: Delete Bicep Deployment
+#         if: success()
+#         run: |
+#           set -e  
+#           echo "Checking if resource group exists..."
+#           rg_exists=$(az group exists --name ${{ env.RESOURCE_GROUP_NAME }})
+#           if [ "$rg_exists" = "true" ]; then
+#             echo "Resource group exist. Cleaning..."
+#             az group delete \
+#                 --name ${{ env.RESOURCE_GROUP_NAME }} \
+#                 --yes \
+#                 --no-wait
+#             echo "Resource group deleted...  ${{ env.RESOURCE_GROUP_NAME }}"
+#           else
+#             echo "Resource group does not exists."
+#           fi
+
+
+#       - name: Wait for resource deletion to complete
+#         run: |
 
           
-          # Add resources to the array
-          resources_to_check=("${{ env.OPENAI_RESOURCE_NAME }}")
-
-          echo "List of resources to check: ${resources_to_check[@]}"
-
-          # Maximum number of retries
-          max_retries=3
-
-          # Retry intervals in seconds (30, 60, 120)
-          retry_intervals=(30 60 120)
-
-          # Retry mechanism to check resources
-          retries=0
-          while true; do
-            resource_found=false
-
-            # Get the list of resources in YAML format again on each retry
-            resource_list=$(az resource list --resource-group ${{ env.RESOURCE_GROUP_NAME }} --output yaml)
-
-            # Iterate through the resources to check
-            for resource in "${resources_to_check[@]}"; do
-              echo "Checking resource: $resource"
-              if echo "$resource_list" | grep -q "name: $resource"; then
-                echo "Resource '$resource' exists in the resource group."
-                resource_found=true
-              else
-                echo "Resource '$resource' does not exist in the resource group."
-              fi
-            done
-
-            # If any resource exists, retry
-            if [ "$resource_found" = true ]; then
-              retries=$((retries + 1))
-              if [ "$retries" -gt "$max_retries" ]; then
-                echo "Maximum retry attempts reached. Exiting."
-                break
-              else
-                # Wait for the appropriate interval for the current retry
-                echo "Waiting for ${retry_intervals[$retries-1]} seconds before retrying..."
-                sleep ${retry_intervals[$retries-1]}
-              fi
-            else
-              echo "No resources found. Exiting."
-              break
-            fi
-          done
+#           # Add resources to the array
+#           resources_to_check=("${{ env.OPENAI_RESOURCE_NAME }}")
+
+#           echo "List of resources to check: ${resources_to_check[@]}"
+
+#           # Maximum number of retries
+#           max_retries=3
+
+#           # Retry intervals in seconds (30, 60, 120)
+#           retry_intervals=(30 60 120)
+
+#           # Retry mechanism to check resources
+#           retries=0
+#           while true; do
+#             resource_found=false
+
+#             # Get the list of resources in YAML format again on each retry
+#             resource_list=$(az resource list --resource-group ${{ env.RESOURCE_GROUP_NAME }} --output yaml)
+
+#             # Iterate through the resources to check
+#             for resource in "${resources_to_check[@]}"; do
+#               echo "Checking resource: $resource"
+#               if echo "$resource_list" | grep -q "name: $resource"; then
+#                 echo "Resource '$resource' exists in the resource group."
+#                 resource_found=true
+#               else
+#                 echo "Resource '$resource' does not exist in the resource group."
+#               fi
+#             done
+
+#             # If any resource exists, retry
+#             if [ "$resource_found" = true ]; then
+#               retries=$((retries + 1))
+#               if [ "$retries" -gt "$max_retries" ]; then
+#                 echo "Maximum retry attempts reached. Exiting."
+#                 break
+#               else
+#                 # Wait for the appropriate interval for the current retry
+#                 echo "Waiting for ${retry_intervals[$retries-1]} seconds before retrying..."
+#                 sleep ${retry_intervals[$retries-1]}
+#               fi
+#             else
+#               echo "No resources found. Exiting."
+#               break
+#             fi
+#           done
 
           
-      - name: Purging the Resources
-        if: success()
-        run: |
-
-          set -e 
-          echo "Azure OpenAI: ${{ env.OPENAI_RESOURCE_NAME }}"
-
-          # Purge OpenAI Resource
-          echo "Purging the OpenAI Resource..."
-          if ! az resource delete --ids /subscriptions/${{ secrets.AZURE_SUBSCRIPTION_ID }}/providers/Microsoft.CognitiveServices/locations/eastus/resourceGroups/${{ env.RESOURCE_GROUP_NAME }}/deletedAccounts/${{ env.OPENAI_RESOURCE_NAME }} --verbose; then
-            echo "Failed to purge openai resource: ${{ env.OPENAI_RESOURCE_NAME }}"
-          else
-            echo "Purged the openai resource: ${{ env.OPENAI_RESOURCE_NAME }}"
-          fi
-
-          echo "Resource purging completed successfully"
\ No newline at end of file
+#       - name: Purging the Resources
+#         if: success()
+#         run: |
+
+#           set -e 
+#           echo "Azure OpenAI: ${{ env.OPENAI_RESOURCE_NAME }}"
+
+#           # Purge OpenAI Resource
+#           echo "Purging the OpenAI Resource..."
+#           if ! az resource delete --ids /subscriptions/${{ secrets.AZURE_SUBSCRIPTION_ID }}/providers/Microsoft.CognitiveServices/locations/eastus/resourceGroups/${{ env.RESOURCE_GROUP_NAME }}/deletedAccounts/${{ env.OPENAI_RESOURCE_NAME }} --verbose; then
+#             echo "Failed to purge openai resource: ${{ env.OPENAI_RESOURCE_NAME }}"
+#           else
+#             echo "Purged the openai resource: ${{ env.OPENAI_RESOURCE_NAME }}"
+#           fi
+
+#           echo "Resource purging completed successfully"
\ No newline at end of file