diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index 434bb36..67f04b4 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -1,177 +1,177 @@
-name: Release
-
-on:
-  push:
-    branches:
-      - main
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.ref }}
-
-jobs:
-  release:
-    name: Create Release PR or Release
-    runs-on: ubuntu-latest
-    permissions:
-      pull-requests: write
-      contents: write
-    steps:
-      - name: Get Release Bot Token
-        id: get-release-bot-token
-        uses: peter-murray/workflow-application-token-action@v1
-        with:
-          application_id: ${{ secrets.RELEASE_BOT_ID }}
-          application_private_key: ${{ secrets.RELEASE_BOT_PRIVATE_KEY }}
-          organization: "Lilypad-Tech"
-
-      # Create release PR or release
-      # - PRs are created on user-facing changes (feat, fix, or any breaking changes).
-      #   We merge these immediately in the merge job which pushes a release commit.
-      # - Releases are created when release-please finds an unpublished release commit
-      #   from one of its PRs.
-      - name: Create Release PR or Release
-        id: release
-        uses: googleapis/release-please-action@v4
-        with:
-          token: ${{ steps.get-release-bot-token.outputs.token }}
-
-    outputs:
-      prs_created: ${{ steps.release.outputs.prs_created }}
-      releases_created: ${{ steps.release.outputs.releases_created }}
-      sha: ${{ steps.release.outputs.sha }}
-      tag_name: ${{ steps.release.outputs.tag_name }}
-
-  extend-notes:
-    if: needs.release.outputs.releases_created == 'true' && needs.release.outputs.prs_created == 'false'
-    name: Extend Release Notes
-    needs: release
-    runs-on: ubuntu-latest
-    permissions:
-      pull-requests: write
-      contents: write
-    steps:
-      - name: Checkout
-        uses: actions/checkout@v4
-        with:
-          ref: ${{ needs.release.outputs.tag_name }}
-
-      - name: Get Release Bot Token
-        id: get-release-bot-token
-        uses: peter-murray/workflow-application-token-action@v1
-        with:
-          application_id: ${{ secrets.RELEASE_BOT_ID }}
-          application_private_key: ${{ secrets.RELEASE_BOT_PRIVATE_KEY }}
-          organization: "Lilypad-Tech"
-
-      - name: Extend Release Notes
-        env:
-          GH_TOKEN: ${{ steps.get-release-bot-token.outputs.token }}
-        run: |
-          BODY=$(gh release view ${{ needs.release.outputs.tag_name }} --json body | jq -r '.body')
-          EXTENSION=$(cat .github/releases/release_notes.md)
-
-          # Build up notes from BODY and EXTENSION separated by two newlines
-          # https://trstringer.com/github-actions-multiline-strings/#option-2---environment-variable
-          NOTES=$(cat << EOF
-          $BODY
-
-          $EXTENSION
-          EOF
-          )
-          echo "NOTES<<EOF" >> $GITHUB_ENV
-          echo "$NOTES" >> $GITHUB_ENV
-          echo "EOF" >> $GITHUB_ENV
-
-          gh release edit ${{ needs.release.outputs.tag_name }} --notes "$NOTES"
-
-  publish-binaries:
-    if: needs.release.outputs.releases_created == 'true' && needs.release.outputs.prs_created == 'false'
-    name: Build and Publish Binaries
-    needs: release
-    strategy:
-      matrix:
-        include:
-          - goos: linux
-            goarch: amd64
-            gpu: true
-            runner: ubuntu-latest
-          # - goos: linux
-          #   goarch: arm64
-          #   gpu: true
-            # runner: linux-arm64
-          - goos: darwin
-            goarch: amd64
-            gpu: false
-            runner: macos-13 # uses amd64
-          - goos: darwin
-            goarch: arm64
-            gpu: false
-            runner: macos-latest # uses M1
-    runs-on: ${{ matrix.runner }}
-    steps:
-      - name: Checkout
-        uses: actions/checkout@v4
-        with:
-          ref: ${{ needs.release.outputs.tag_name }}
-
-      - name: Set up Go
-        uses: actions/setup-go@v4
-        with:
-          go-version: "1.22"
-
-      - name: Build for ${{ matrix.goos }}/${{ matrix.goarch }} CPU-only
-        env:
-          GOOS: ${{ matrix.goos }}
-          GOARCH: ${{ matrix.goarch }}
-          CGO_ENABLED: 1
-          GH_TOKEN: ${{ github.token }}
-        run: |
-          echo "-------------- OS: ${GOOS} : Arch: ${GOARCH} ---------- start"
-          mkdir -p build
-
-          # Debug: Print environment variables for the build
-          echo "Building for ${GOOS}/${GOARCH} with GOOS=$GOOS, GOARCH=$GOARCH"
-          echo "Excluding CUDA. Use the 'cuda' build tag to include it."
-
-          go build -o "build/lilypad-${GOOS}-${GOARCH}-cpu" -v -ldflags="-X 'github.com/lilypad-tech/lilypad/pkg/system.Version=${{ needs.release.outputs.tag_name }}' -X 'github.com/lilypad-tech/lilypad/pkg/system.CommitSHA=${{ needs.release.outputs.sha }}'"
-
-          echo "-------------- OS: ${GOOS} : Arch: ${GOARCH} ---------- done"
-
-          # Upload binary to release
-          gh release upload ${{ needs.release.outputs.tag_name }} "build/lilypad-${GOOS}-${GOARCH}-cpu"
-
-      - name: Install NVIDIA CUDA Toolkit
-        if: ${{ matrix.gpu }}
-        run: |
-          sudo apt-get install -y gnupg2 curl
-          sudo mkdir -p /usr/share/keyrings
-          curl -fsSL https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2404/x86_64/3bf863cc.pub | sudo gpg --dearmor -o /usr/share/keyrings/nvidia-drivers.gpg
-          echo "deb [signed-by=/usr/share/keyrings/nvidia-drivers.gpg] https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2404/x86_64/ /" | sudo tee /etc/apt/sources.list.d/nvidia-drivers.list
-          sudo apt-get update || true  # Ignore errors from this command
-          sudo apt-get install -y nvidia-cuda-toolkit
-          export PATH=/usr/local/cuda/bin:$PATH
-
-      - name: Build for ${{ matrix.goos }}/${{ matrix.goarch }} GPU
-        if: ${{ matrix.gpu }}
-        env:
-          GOOS: ${{ matrix.goos }}
-          GOARCH: ${{ matrix.goarch }}
-          CGO_ENABLED: 1
-          CUDA_HOME: /usr/local/cuda
-          LD_LIBRARY_PATH: /usr/local/cuda/lib64:$LD_LIBRARY_PATH
-          GH_TOKEN: ${{ github.token }}
-        run: |
-          echo "-------------- OS: ${GOOS} : Arch: ${GOARCH} ---------- start"
-          mkdir -p build
-
-          # Debug: Print environment variables for the build
-          echo "Building for ${GOOS}/${GOARCH} with GOOS=$GOOS, GOARCH=$GOARCH"
-          echo "CUDA_HOME: $CUDA_HOME"
-          echo "LD_LIBRARY_PATH: $LD_LIBRARY_PATH"
-
-          go build -o "build/lilypad-${GOOS}-${GOARCH}-gpu" -v -tags cuda -ldflags="-X 'github.com/lilypad-tech/lilypad/pkg/system.Version=${{ needs.release.outputs.tag_name }}' -X 'github.com/lilypad-tech/lilypad/pkg/system.CommitSHA=${{ needs.release.outputs.sha }}'"
-
-          echo "-------------- OS: ${GOOS} : Arch: ${GOARCH} ---------- done"
-
-          # Upload binary to release
-          gh release upload ${{ needs.release.outputs.tag_name }} "build/lilypad-${GOOS}-${GOARCH}-gpu"
+# name: Release
+
+# on:
+#   push:
+#     branches:
+#       - main
+
+# concurrency:
+#   group: ${{ github.workflow }}-${{ github.ref }}
+
+# jobs:
+#   release:
+#     name: Create Release PR or Release
+#     runs-on: ubuntu-latest
+#     permissions:
+#       pull-requests: write
+#       contents: write
+#     steps:
+#       - name: Get Release Bot Token
+#         id: get-release-bot-token
+#         uses: peter-murray/workflow-application-token-action@v1
+#         with:
+#           application_id: ${{ secrets.RELEASE_BOT_ID }}
+#           application_private_key: ${{ secrets.RELEASE_BOT_PRIVATE_KEY }}
+#           organization: "Lilypad-Tech"
+
+#       # Create release PR or release
+#       # - PRs are created on user-facing changes (feat, fix, or any breaking changes).
+#       #   We merge these immediately in the merge job which pushes a release commit.
+#       # - Releases are created when release-please finds an unpublished release commit
+#       #   from one of its PRs.
+#       - name: Create Release PR or Release
+#         id: release
+#         uses: googleapis/release-please-action@v4
+#         with:
+#           token: ${{ steps.get-release-bot-token.outputs.token }}
+
+#     outputs:
+#       prs_created: ${{ steps.release.outputs.prs_created }}
+#       releases_created: ${{ steps.release.outputs.releases_created }}
+#       sha: ${{ steps.release.outputs.sha }}
+#       tag_name: ${{ steps.release.outputs.tag_name }}
+
+#   extend-notes:
+#     if: needs.release.outputs.releases_created == 'true' && needs.release.outputs.prs_created == 'false'
+#     name: Extend Release Notes
+#     needs: release
+#     runs-on: ubuntu-latest
+#     permissions:
+#       pull-requests: write
+#       contents: write
+#     steps:
+#       - name: Checkout
+#         uses: actions/checkout@v4
+#         with:
+#           ref: ${{ needs.release.outputs.tag_name }}
+
+#       - name: Get Release Bot Token
+#         id: get-release-bot-token
+#         uses: peter-murray/workflow-application-token-action@v1
+#         with:
+#           application_id: ${{ secrets.RELEASE_BOT_ID }}
+#           application_private_key: ${{ secrets.RELEASE_BOT_PRIVATE_KEY }}
+#           organization: "Lilypad-Tech"
+
+#       - name: Extend Release Notes
+#         env:
+#           GH_TOKEN: ${{ steps.get-release-bot-token.outputs.token }}
+#         run: |
+#           BODY=$(gh release view ${{ needs.release.outputs.tag_name }} --json body | jq -r '.body')
+#           EXTENSION=$(cat .github/releases/release_notes.md)
+
+#           # Build up notes from BODY and EXTENSION separated by two newlines
+#           # https://trstringer.com/github-actions-multiline-strings/#option-2---environment-variable
+#           NOTES=$(cat << EOF
+#           $BODY
+
+#           $EXTENSION
+#           EOF
+#           )
+#           echo "NOTES<<EOF" >> $GITHUB_ENV
+#           echo "$NOTES" >> $GITHUB_ENV
+#           echo "EOF" >> $GITHUB_ENV
+
+#           gh release edit ${{ needs.release.outputs.tag_name }} --notes "$NOTES"
+
+#   publish-binaries:
+#     if: needs.release.outputs.releases_created == 'true' && needs.release.outputs.prs_created == 'false'
+#     name: Build and Publish Binaries
+#     needs: release
+#     strategy:
+#       matrix:
+#         include:
+#           - goos: linux
+#             goarch: amd64
+#             gpu: true
+#             runner: ubuntu-latest
+#           # - goos: linux
+#           #   goarch: arm64
+#           #   gpu: true
+#             # runner: linux-arm64
+#           - goos: darwin
+#             goarch: amd64
+#             gpu: false
+#             runner: macos-13 # uses amd64
+#           - goos: darwin
+#             goarch: arm64
+#             gpu: false
+#             runner: macos-latest # uses M1
+#     runs-on: ${{ matrix.runner }}
+#     steps:
+#       - name: Checkout
+#         uses: actions/checkout@v4
+#         with:
+#           ref: ${{ needs.release.outputs.tag_name }}
+
+#       - name: Set up Go
+#         uses: actions/setup-go@v4
+#         with:
+#           go-version: "1.22"
+
+#       - name: Build for ${{ matrix.goos }}/${{ matrix.goarch }} CPU-only
+#         env:
+#           GOOS: ${{ matrix.goos }}
+#           GOARCH: ${{ matrix.goarch }}
+#           CGO_ENABLED: 1
+#           GH_TOKEN: ${{ github.token }}
+#         run: |
+#           echo "-------------- OS: ${GOOS} : Arch: ${GOARCH} ---------- start"
+#           mkdir -p build
+
+#           # Debug: Print environment variables for the build
+#           echo "Building for ${GOOS}/${GOARCH} with GOOS=$GOOS, GOARCH=$GOARCH"
+#           echo "Excluding CUDA. Use the 'cuda' build tag to include it."
+
+#           go build -o "build/lilypad-${GOOS}-${GOARCH}-cpu" -v -ldflags="-X 'github.com/lilypad-tech/lilypad/pkg/system.Version=${{ needs.release.outputs.tag_name }}' -X 'github.com/lilypad-tech/lilypad/pkg/system.CommitSHA=${{ needs.release.outputs.sha }}'"
+
+#           echo "-------------- OS: ${GOOS} : Arch: ${GOARCH} ---------- done"
+
+#           # Upload binary to release
+#           gh release upload ${{ needs.release.outputs.tag_name }} "build/lilypad-${GOOS}-${GOARCH}-cpu"
+
+#       - name: Install NVIDIA CUDA Toolkit
+#         if: ${{ matrix.gpu }}
+#         run: |
+#           sudo apt-get install -y gnupg2 curl
+#           sudo mkdir -p /usr/share/keyrings
+#           curl -fsSL https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2404/x86_64/3bf863cc.pub | sudo gpg --dearmor -o /usr/share/keyrings/nvidia-drivers.gpg
+#           echo "deb [signed-by=/usr/share/keyrings/nvidia-drivers.gpg] https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2404/x86_64/ /" | sudo tee /etc/apt/sources.list.d/nvidia-drivers.list
+#           sudo apt-get update || true  # Ignore errors from this command
+#           sudo apt-get install -y nvidia-cuda-toolkit
+#           export PATH=/usr/local/cuda/bin:$PATH
+
+#       - name: Build for ${{ matrix.goos }}/${{ matrix.goarch }} GPU
+#         if: ${{ matrix.gpu }}
+#         env:
+#           GOOS: ${{ matrix.goos }}
+#           GOARCH: ${{ matrix.goarch }}
+#           CGO_ENABLED: 1
+#           CUDA_HOME: /usr/local/cuda
+#           LD_LIBRARY_PATH: /usr/local/cuda/lib64:$LD_LIBRARY_PATH
+#           GH_TOKEN: ${{ github.token }}
+#         run: |
+#           echo "-------------- OS: ${GOOS} : Arch: ${GOARCH} ---------- start"
+#           mkdir -p build
+
+#           # Debug: Print environment variables for the build
+#           echo "Building for ${GOOS}/${GOARCH} with GOOS=$GOOS, GOARCH=$GOARCH"
+#           echo "CUDA_HOME: $CUDA_HOME"
+#           echo "LD_LIBRARY_PATH: $LD_LIBRARY_PATH"
+
+#           go build -o "build/lilypad-${GOOS}-${GOARCH}-gpu" -v -tags cuda -ldflags="-X 'github.com/lilypad-tech/lilypad/pkg/system.Version=${{ needs.release.outputs.tag_name }}' -X 'github.com/lilypad-tech/lilypad/pkg/system.CommitSHA=${{ needs.release.outputs.sha }}'"
+
+#           echo "-------------- OS: ${GOOS} : Arch: ${GOARCH} ---------- done"
+
+#           # Upload binary to release
+#           gh release upload ${{ needs.release.outputs.tag_name }} "build/lilypad-${GOOS}-${GOARCH}-gpu"