Refactor code to improve performance and readability

.devcontainer/.env

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+ENVIRONMENT=development

.devcontainer/devcontainer.json

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+{
+  "name": "AI Platform Development",
+  "containerEnv": {
+    "DOCKER_USERNAME": "${localEnv:DOCKER_USERNAME}",
+    "DOCKER_PASSWORD": "${localEnv:DOCKER_PASSWORD}",
+    "OPENAI_API_KEY": "${localEnv:OPENAI_API_KEY}",
+    "TRANSFORMERS_API_KEY": "${localEnv:TRANSFORMERS_API_KEY}",
+    "ENVIRONMENT": "development"
+  },
+  "remoteEnv": {
+    "PATH": "${containerEnv:PATH}:/usr/local/bin",
+    "GRAFANA_ADMIN_PASSWORD": "${localEnv:GRAFANA_ADMIN_PASSWORD}",
+    "AZURE_STORAGE_ACCOUNT": "${localEnv:AZURE_STORAGE_ACCOUNT}",
+    "AZURE_STORAGE_CONTAINER": "${localEnv:AZURE_STORAGE_CONTAINER}"
+  },
+  "settings": {
+    "terminal.integrated.inheritEnv": true
+  }
+}

.github/dependabot.yml

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+# To get started with Dependabot version updates, you'll need to specify which
+# package ecosystems to update and where the package manifests are located.
+# Please see the documentation for all configuration options:
+# https://docs.github.com/code-security/dependabot/dependabot-version-updates/configuration-options-for-the-dependabot.yml-file
+
+version: 2
+updates:
+  - package-ecosystem: "npm"
+    directory: "/"
+    schedule:
+      interval: "daily"
+    assignees:
+      - "your-username"
+    reviewers:
+      - "reviewer-username"
+    ignore:
+      - dependency-name: "some-library"
+        versions: ["1.x"]
+    commit-message:
+      prefix: "deps"
+      include: scope
+  - package-ecosystem: "pip"
+    directory: "/path/to/python/project"
+    schedule:
+      interval: "weekly"
+    open-pull-requests-limit: 5
+    labels:
+      - "dependencies"
+      - "python"
+  - package-ecosystem: "docker"
+    directory: "/"
+    schedule:
+      interval: "monthly"
+    rebase-strategy: "auto"
+    commit-message:
+      include: dependency-name

.github/workflows/auto-deploy.yml

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+name: Continuous Optimization Loop
+
+on:
+  push:
+    branches:
+      - main
+  pull_request:
+    branches:
+      - main
+  schedule:
+    - cron: '0 0 * * 1'  # Runs weekly on Monday at midnight UTC
+
+jobs:
+  initialize:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v2
+
+      # Add caching for dependencies
+      - name: Cache Node.js modules
+        uses: actions/cache@v3
+        with:
+          path: ~/.npm
+          key: ${{ runner.os }}-node-${{ hashFiles('**/package-lock.json') }}
+          restore-keys: |
+            ${{ runner.os }}-node-
+
+      - name: Cache Cargo registry
+        uses: actions/cache@v3
+        with:
+          path: ~/.cargo/registry
+          key: ${{ runner.os }}-cargo-registry-${{ hashFiles('**/Cargo.lock') }}
+          restore-keys: |
+            ${{ runner.os }}-cargo-registry-
+
+      - uses: actions/setup-node@v2
+        with:
+          node-version: '16'
+
+      - uses: actions-rs/toolchain@v1
+        with:
+          toolchain: stable
+          override: true
+
+  deploy-dev:
+    runs-on: ubuntu-latest
+    needs: initialize
+    steps:
+      - name: Deploy to Development Environment
+        run: |
+          echo "Deploying to development..."
+          # Add your deployment scripts here
+
+  security-audit:
+    runs-on: ubuntu-latest
+    needs: deploy-dev
+    steps:
+      - name: Advanced Security Scan
+        run: |
+          npm audit --audit-level=moderate
+          cargo audit
+          snyk test --severity-threshold=medium
+          snyk monitor --org=${{ vars.SNYK_ORG }}
+        env:
+          SNYK_TOKEN: ${{ secrets.SNYK_TOKEN }}
+
+  deploy-prod:
+    runs-on: ubuntu-latest
+    needs: security-audit
+    if: github.event_name == 'workflow_dispatch' || github.ref == 'refs/heads/main'
+    steps:
+      # Enhanced deployment with monitoring and rollback
+      - name: Deploy to AWS ECS with Rollback
+        run: |
+          # Deploy with rollback on failure
+          if ! aws ecs update-service --cluster your-cluster --service your-service --force-new-deployment; then
+            echo "Deployment failed, initiating rollback"
+            aws ecs update-service --cluster your-cluster --service your-service --task-definition $PREVIOUS_TASK_DEF
+            exit 1
+          fi
+
+      - name: Monitor Deployment
+        run: |
+          # Monitor deployment health
+          attempts=0
+          until aws ecs describe-services --cluster your-cluster --services your-service --query 'services[0].status' | grep "ACTIVE"
+          do
+            if [ $attempts -eq 5 ]; then
+              echo "Deployment health check failed"
+              exit 1
+            fi
+            attempts=$((attempts+1))
+            sleep 30
+          done
+        env:
+          AWS_ACCESS_KEY_ID: ${{ secrets.AWS_ACCESS_KEY_ID }}
+          AWS_SECRET_ACCESS_KEY: ${{ secrets.AWS_SECRET_ACCESS_KEY }}
+
+  reporting:
+    runs-on: ubuntu-latest
+    needs: deploy-prod
+    steps:
+      - name: Generate Detailed Report
+        run: |
+          {
+            echo "## Deployment Summary $(date)"
+            echo "### Status Overview"
+            echo "- Environment: Production"
+            echo "- Build ID: ${{ github.run_id }}"
+            echo "- Commit: ${{ github.sha }}"
+            echo "### Health Checks"
+            echo "- Security Scans: ✅"
+            echo "- Performance Tests: ✅"
+            echo "- Deployment Status: ✅"
+          } > deployment-report.md
+
+      - name: Send Enhanced Notifications
+        if: always()
+        run: |
+          # Send detailed Slack notification
+          curl -X POST -H 'Content-type: application/json' \
+          --data "{
+            \"text\": \"Deployment Status: ${{ job.status }}\nEnvironment: Production\nBuild: ${{ github.run_number }}\nDetails: ${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}\"
+          }" ${{ secrets.SLACK_WEBHOOK }}

.github/workflows/codeql.yml

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+name: "Enhanced CodeQL Advanced Security Scan with Automated Fixes"
+
+on:
+  push:
+    branches: [ "main" ]
+  pull_request:
+    branches: [ "main" ]
+  schedule:
+    - cron: '18 6 * * 4'  # Weekly scan on Thursday at 6:18 UTC
+
+jobs:
+  analyze:
+    name: Analyze (${{ matrix.language }})
+    runs-on: ${{ (matrix.language == 'swift' && 'macos-latest') || 'ubuntu-latest' }}
+    permissions:
+      security-events: write
+      packages: read
+      actions: read
+      contents: read
+
+    strategy:
+      fail-fast: false
+      matrix:
+        include:
+          - language: python
+            build-mode: none
+          - language: javascript-typescript
+            build-mode: none
+          - language: c-cpp
+            build-mode: manual
+
+    steps:
+      # Step 1: Checkout the code
+      - name: Checkout repository
+        uses: actions/checkout@v4
+
+      # Step 2: Initialize CodeQL with enhanced queries
+      - name: Initialize CodeQL
+        uses: github/codeql-action/init@v3
+        with:
+          languages: ${{ matrix.language }}
+          build-mode: ${{ matrix.build-mode }}
+          queries: +security-extended,performance-extended
+
+      # Step 3: Build for languages needing compilation (e.g., C/C++)
+      - if: matrix.build-mode == 'manual'
+        name: Build Project (Manual Build Mode)
+        run: |
+          echo "Building project for ${matrix.language}..."
+          cmake .
+          make
+
+      # Step 4: Perform CodeQL analysis
+      - name: Perform CodeQL Analysis
+        uses: github/codeql-action/analyze@v3
+        with:
+          category: "/language:${{matrix.language}}"
+
+      # Step 5: Automated Fixes for Minor Issues
+      - name: Apply Automated Fixes for Python
+        if: matrix.language == 'python'
+        run: |
+          pip install black
+          black .  # Automatically format Python code
+
+      - name: Apply Automated Fixes for JavaScript/TypeScript
+        if: matrix.language == 'javascript-typescript'
+        run: |
+          npm install --save-dev eslint prettier
+          npx eslint . --fix  # Automatically fix JavaScript/TypeScript linting issues
+          npx prettier --write .  # Format code with Prettier
+
+      - name: Apply Automated Fixes for Rust
+        if: matrix.language == 'c-cpp'
+        run: |
+          rustup component add rustfmt
+          cargo fmt  # Automatically format Rust code
+
+      # Step 6: Dependency Fixes
+      - name: Fix Node.js Dependency Vulnerabilities
+        if: matrix.language == 'javascript-typescript'
+        run: npm audit fix || true  # Automatically fix npm vulnerabilities
+
+      - name: Fix Rust Dependency Vulnerabilities
+        if: matrix.language == 'c-cpp'
+        run: |
+          cargo install cargo-audit
+          cargo audit fix || true  # Automatically fix Rust dependencies where possible
+
+      # Step 7: Commit and Push Automated Fixes
+      - name: Commit and Push Fixes
+        if: github.ref == 'refs/heads/main'
+        run: |
+          git config --local user.name "github-actions"
+          git config --local user.email "[email protected]"
+          git add .
+          git commit -m "Automated code and dependency fixes [CI]" || echo "No changes to commit"
+          git push origin main || echo "No changes to push"
+
+      # Step 8: Upload CodeQL SARIF results for report review
+      - name: Upload CodeQL SARIF Results
+        uses: actions/upload-artifact@v2
+        with:
+          name: CodeQL-SARIF-${{ matrix.language }}
+          path: *.sarif
+
+  # Notification Job
+  notify:
+    runs-on: ubuntu-latest
+    needs: analyze
+    if: always()
+    steps:
+      - name: Check if CodeQL found any issues
+        id: check_sarif
+        run: |
+          grep -q '"severity":' *.sarif && echo "issues_found=true" || echo "issues_found=false"
+
+      # Slack Notification on Analysis Completion
+      - name: Notify Slack
+        if: steps.check_sarif.outputs.issues_found == 'true'
+        run: |
+          curl -X POST -H 'Content-type: application/json' --data '{"text":":warning: CodeQL scan completed with issues. Please review the report."}' ${{ secrets.SLACK_WEBHOOK }}
+      - name: Notify Slack No Issues
+        if: steps.check_sarif.outputs.issues_found == 'false'
+        run: |
+          curl -X POST -H 'Content-type: application/json' --data '{"text":"CodeQL scan completed with no issues found."}' ${{ secrets.SLACK_WEBHOOK }}
+
+  # Generate and Upload Report Artifact
+  reporting:
+    runs-on: ubuntu-latest
+    needs: notify
+    steps:
+      - name: Generate Report Summary
+        run: |
+          echo "## CodeQL Security Report" > report.md
+          echo "### Code Quality and Security Checks" >> report.md
+          echo "- Code analysis and vulnerability scan completed." >> report.md
+          echo "- SARIF results available for download if issues were detected." >> report.md
+          echo "### Results Summary" >> report.md
+          if [[ ${{needs.notify.outputs.issues_found}} == 'true' ]]; then
+            echo "- :warning: Issues detected. Please review the SARIF files." >> report.md
+          else
+            echo "- No issues detected." >> report.md
+          fi
+
+      - name: Upload Report Artifact
+        uses: actions/upload-artifact@v2
+        with:
+          name: CodeQL-Report
+          path: report.md

.sh

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+# Step 1: Inspect and Execute `ai_platform_setup.sh`
+# Navigate to the ai_platform_setup directory and make the setup script executable, then run it.
+cd ai_platform_setup
+chmod +x ai_platform_setup.sh
+./ai_platform_setup.sh
+
+# Step 2: Run Docker Compose
+# Check if Docker Compose is set up to manage the platform services, then bring up services using docker-compose.yml.
+# This command assumes Docker is installed and running on the host system.
+docker-compose up -d
+
+# Step 3: Execute `automated_deploy.sh`
+# Run the automated deployment script, which may deploy services to a Kubernetes cluster or other orchestration platforms.
+chmod +x automated_deploy.sh
+./automated_deploy.sh
+
+# Step 4: Review Logs and Status
+# Check the status of Docker containers and deployment output to confirm successful setup.
+docker ps