diff --git a/.github/workflows/codeql.yml b/.github/workflows/codeql.yml
index f2a392d0..5140b54a 100644
--- a/.github/workflows/codeql.yml
+++ b/.github/workflows/codeql.yml
@@ -1,14 +1,3 @@
-# For most projects, this workflow file will not need changing; you simply need
-# to commit it to your repository.
-#
-# You may wish to alter this file to override the set of languages analyzed,
-# or to provide custom queries or build logic.
-#
-# ******** NOTE ********
-# We have attempted to detect the languages in your repository. Please check
-# the `language` matrix defined below to confirm you have the correct set of
-# supported CodeQL languages.
-#
 name: "CodeQL"
 
 on:
@@ -22,21 +11,11 @@ on:
 jobs:
   analyze:
     name: Analyze (${{ matrix.language }})
-    # Runner size impacts CodeQL analysis time. To learn more, please see:
-    #   - https://gh.io/recommended-hardware-resources-for-running-codeql
-    #   - https://gh.io/supported-runners-and-hardware-resources
-    #   - https://gh.io/using-larger-runners (GitHub.com only)
-    # Consider using larger runners or machines with greater resources for possible analysis time improvements.
-    runs-on: ${{ (matrix.language == 'swift' && 'macos-latest') || 'ubuntu-latest' }}
+    runs-on: ${{ matrix.language == 'swift' && 'macos-latest' || 'ubuntu-latest' }}
     timeout-minutes: ${{ (matrix.language == 'swift' && 120) || 360 }}
     permissions:
-      # required for all workflows
       security-events: write
-
-      # required to fetch internal or private CodeQL packs
       packages: read
-
-      # only required for workflows in private repositories
       actions: read
       contents: read
 
@@ -48,51 +27,42 @@ jobs:
           build-mode: manual
         - language: python
           build-mode: none
-        # CodeQL supports the following values keywords for 'language': 'c-cpp', 'csharp', 'go', 'java-kotlin', 'javascript-typescript', 'python', 'ruby', 'swift'
-        # Use `c-cpp` to analyze code written in C, C++ or both
-        # Use 'java-kotlin' to analyze code written in Java, Kotlin or both
-        # Use 'javascript-typescript' to analyze code written in JavaScript, TypeScript or both
-        # To learn more about changing the languages that are analyzed or customizing the build mode for your analysis,
-        # see https://docs.github.com/en/code-security/code-scanning/creating-an-advanced-setup-for-code-scanning/customizing-your-advanced-setup-for-code-scanning.
-        # If you are analyzing a compiled language, you can modify the 'build-mode' for that language to customize how
-        # your codebase is analyzed, see https://docs.github.com/en/code-security/code-scanning/creating-an-advanced-setup-for-code-scanning/codeql-code-scanning-for-compiled-languages
+
     steps:
     - name: Checkout repository
       uses: actions/checkout@v4
 
-    # Initializes the CodeQL tools for scanning.
     - name: Initialize CodeQL
       uses: github/codeql-action/init@v3
       with:
         languages: ${{ matrix.language }}
         build-mode: ${{ matrix.build-mode }}
-        # If you wish to specify custom queries, you can do so here or in a config file.
-        # By default, queries listed here will override any specified in a config file.
-        # Prefix the list here with "+" to use these queries and those in the config file.
-
-        # For more details on CodeQL's query packs, refer to: https://docs.github.com/en/code-security/code-scanning/automatically-scanning-your-code-for-vulnerabilities-and-errors/configuring-code-scanning#using-queries-in-ql-packs
         queries: security-extended,security-and-quality
 
-    # If the analyze step fails for one of the languages you are analyzing with
-    # "We were unable to automatically build your code", modify the matrix above
-    # to set the build mode to "manual" for that language. Then modify this step
-    # to build your code.
-    # ℹ️ Command-line programs to run using the OS shell.
-    # 📚 See https://docs.github.com/en/actions/using-workflows/workflow-syntax-for-github-actions#jobsjob_idstepsrun
     - if: matrix.build-mode == 'manual'
-      shell: bash
+      name: Setup and Build
       run: |
-        sudo apt update
+        set -x
+        sudo apt-get update || { echo "APT update failed"; cat /var/log/apt/term.log; exit 1; }
+        sudo apt-get install -y wget || { echo "APT install wget failed"; exit 1; }
         wget https://repo.radeon.com/amdgpu-install/6.1.2/ubuntu/jammy/amdgpu-install_6.1.60102-1_all.deb
-        sudo apt install ./amdgpu-install_6.1.60102-1_all.deb
-        sudo amdgpu-install --usecase=rocm
-        sudo apt-get update
-        sudo apt-get install rocblas
+        sudo apt-get install -y ./amdgpu-install_6.1.60102-1_all.deb || { echo "AMD GPU install failed"; exit 1; }
+        sudo amdgpu-install --usecase=rocm || { echo "ROCm install failed"; exit 1; }
+        sudo apt-get update || { echo "APT update failed"; exit 1; }
+        sudo apt-get install -y rocblas || { echo "rocBLAS install failed"; exit 1; }
         cd Level-1/swap
-        make
-        ./swap
+        make || { echo "Make failed"; exit 1; }
+        ./swap || { echo "Swap execution failed"; exit 1; }
 
     - name: Perform CodeQL Analysis
       uses: github/codeql-action/analyze@v3
       with:
         category: "/language:${{matrix.language}}"
+
+    - name: Cache Dependencies
+      uses: actions/cache@v2
+      with:
+        path: ~/.cache
+        key: ${{ runner.os }}-dependency-${{ hashFiles('**/requirements.txt') }}
+        restore-keys: |
+          ${{ runner.os }}-dependency-