diff --git a/.github/workflows/CODECOV-all-OS.yaml b/.github/workflows/CODECOV-all-OS.yaml
index 805cbff1..b1f50f12 100644
--- a/.github/workflows/CODECOV-all-OS.yaml
+++ b/.github/workflows/CODECOV-all-OS.yaml
@@ -17,19 +17,45 @@ jobs:
       fail-fast: false
       matrix:
         config:
+          - {os: macOS-latest,   r: 'release'}
           - {os: windows-latest, r: 'release'}
           - {os: ubuntu-20.04,   r: 'release'}
 
     env:
       ACTIONS_ALLOW_UNSECURE_COMMANDS: true
       R_REMOTES_NO_ERRORS_FROM_WARNINGS: true
-      RSPM: https://packagemanager.rstudio.com/all/latest
+      RSPM: ${{ matrix.config.rspm }}
       GITHUB_PAT: ${{ secrets.GITHUB_TOKEN }}
       CODECOV_DEBUG: true
 
     steps:
       - uses: actions/checkout@v2
 
+      # macOS-specific steps
+      - name: Fix Homebrew Permissions (macOS only)
+        if: runner.os == 'macOS'
+        run: |
+          sudo chown -R $(whoami) $(brew --prefix)/*
+
+
+      # Debug Homebrew Installation (macOS only)
+      - name: Debug Homebrew Installation (macOS only)
+        if: runner.os == 'macOS'
+        run: |
+          cd /opt/homebrew/Library/Taps/homebrew/homebrew-core
+          git stash -u
+          git clean -d -f
+          brew doctor
+          brew config
+
+      - name: Update and Install macOS Utilities
+        if: runner.os == 'macOS'
+        run: |
+          brew update
+          brew install libomp qpdf || echo "qpdf installation skipped if already installed"
+          export DYLD_LIBRARY_PATH=$(brew --prefix libomp)/lib
+          echo "DYLD_LIBRARY_PATH=$(brew --prefix libomp)/lib" >> $GITHUB_ENV
+
       - uses: r-lib/actions/setup-r@v2-branch
         with:
           r-version: ${{ matrix.config.r }}
@@ -37,36 +63,49 @@ jobs:
 
       - uses: r-lib/actions/setup-pandoc@v2-branch
 
-      # Install system dependencies for Linux
-      - name: Install Linux system dependencies
-        if: runner.os == 'Linux'
-        run: |
-          sudo apt-get update
-          sudo apt-get install -y default-jdk
-          sudo R CMD javareconf
-          sudo apt-get install -y libcurl4-openssl-dev libxml2-dev libssl-dev
-          sudo apt-get install -y libharfbuzz-dev libfribidi-dev
-
-      # Install remotes first
-      - name: Install remotes package
+      - uses: conda-incubator/setup-miniconda@v3
+        with:
+          auto-update-conda: true
+          python-version: 3.9
+          miniconda-version: "latest"
+
+      - name: Query dependencies
         run: |
-          install.packages('remotes', repos = "https://cloud.r-project.org")
+          install.packages('remotes')
+          saveRDS(remotes::dev_package_deps(dependencies = TRUE), ".github/depends.Rds", version = 2)
+          writeLines(sprintf("R-%i.%i", getRversion()$major, getRversion()$minor), ".github/R-version")
         shell: Rscript {0}
 
-      # Pre-install critical dependencies
-      - name: Install critical R packages
+      - name: Cache R packages
+        if: runner.os != 'Windows'
+        uses: actions/cache@v4
+        with:
+          path: ${{ env.R_LIBS_USER }}
+          key: ${{ runner.os }}-${{ hashFiles('.github/R-version') }}-1-${{ hashFiles('.github/depends.Rds') }}
+          restore-keys: ${{ runner.os }}-${{ hashFiles('.github/R-version') }}-1-
+
+      - name: Install system dependencies
+        if: runner.os == 'Linux'
         run: |
-          install.packages(c('rJava', 'mallet', 'topics'), repos = "https://cloud.r-project.org")
-        shell: Rscript {0}
+          while read -r cmd
+          do
+            eval sudo $cmd
+          done < <(Rscript -e 'cat(remotes::system_requirements("ubuntu", "20.04"), sep = "\n")')
+          sudo apt install libharfbuzz-dev
+          sudo apt install libfribidi-dev
 
-      # Install all dependencies
-      - name: Install all dependencies
+      - name: Install dependencies
         run: |
           remotes::install_deps(dependencies = TRUE)
+          remotes::install_cran("rcmdcheck")
         shell: Rscript {0}
 
+      - name: Fix Conda permissions on macOS
+        if: runner.os == 'macOS'
+        run: sudo chown -R $UID $CONDA
+
       - name: Installing text and testing it
-        run: |
+        run:  |
           install.packages("devtools")
           library(devtools)
           devtools::install_github("oscarkjell/text")
@@ -74,13 +113,34 @@ jobs:
           text::textrpp_initialize(textEmbed_test = TRUE)
         shell: Rscript {0}
 
-      - name: Generate coverage report
+      - name: Session info
+        run: |
+          options(width = 100)
+          pkgs <- installed.packages()[, "Package"]
+          sessioninfo::session_info(pkgs, include_base = TRUE)
+        shell: Rscript {0}
+
+      # Test coverage
+      - name: Test coverage
         env:
           OMP_MAX_ACTIVE_LEVELS: 2
           CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
         run: covr::codecov(token = Sys.getenv("CODECOV_TOKEN"))
         shell: Rscript {0}
 
-      - name: Debug and list files
-        run: ls -al
-        shell: bash
+      # Debugging step to confirm coverage files are generated
+      - name: List files for debugging
+        run: ls -R
+
+      # Wait to ensure all coverage data is saved
+      - name: Wait for coverage files to be ready
+        run: sleep 5
+
+      # Upload coverage to Codecov
+      - name: Upload coverage to Codecov
+        uses: codecov/codecov-action@v3
+        with:
+          token: ${{ secrets.CODECOV_TOKEN }}
+          flags: ${{ matrix.config.os }}
+          verbose: true
+          files: "path/to/coverage/file"  # Replace with actual coverage file path
diff --git a/.github/workflows/RCMD.yaml b/.github/workflows/RCMD.yaml
index ec78ce81..da5c3db0 100644
--- a/.github/workflows/RCMD.yaml
+++ b/.github/workflows/RCMD.yaml
@@ -1,84 +1,144 @@
 on:
   push:
-    branches:
-      - master
+    branches: [ "master" ]
   pull_request:
-    branches:
-      - master
+    branches: [ "master" ]
 
 name: R-CMD-check
 
 jobs:
   R-CMD-check:
     runs-on: ${{ matrix.config.os }}
+
     name: ${{ matrix.config.os }} (${{ matrix.config.r }})
 
     strategy:
       fail-fast: false
       matrix:
         config:
-          - {os: ubuntu-20.04, r: 'release', rspm: "https://packagemanager.rstudio.com"}
-          - {os: windows-latest, r: 'release'}
           - {os: macOS-latest, r: 'release'}
+          - {os: windows-latest, r: 'release'}
+          - {os: ubuntu-20.04, r: 'release'}
 
     env:
+      ACTIONS_ALLOW_UNSECURE_COMMANDS: true
       R_REMOTES_NO_ERRORS_FROM_WARNINGS: true
       RSPM: ${{ matrix.config.rspm }}
       GITHUB_PAT: ${{ secrets.GITHUB_TOKEN }}
-      R_LIBS_USER: /tmp/Library
 
     steps:
       - uses: actions/checkout@v2
 
-      - name: Set up R
-        uses: r-lib/actions/setup-r@v2-branch
+      # macOS-specific steps
+      - name: Fix and Debug Homebrew Issues
+        if: runner.os == 'macOS'
+        run: |
+          # Reset Homebrew changes
+          cd /opt/homebrew/Library/Taps/homebrew/homebrew-core || exit 1
+          git stash -u || echo "No changes to stash"
+          git clean -d -f || echo "No files to clean"
+
+          # Fix Homebrew permissions
+          sudo chown -R $(whoami) $(brew --prefix)/*
+
+          # Debug Homebrew
+          brew doctor || echo "brew doctor failed"
+          brew config || echo "brew config failed"
+
+      - name: Install macOS Utilities
+        if: runner.os == 'macOS'
+        run: |
+          brew update || echo "Homebrew update failed"
+          brew install libomp || echo "libomp installation failed"
+          brew install qpdf || echo "qpdf installation failed but continuing"
+          export DYLD_LIBRARY_PATH=$(brew --prefix libomp)/lib
+          echo "DYLD_LIBRARY_PATH=$(brew --prefix libomp)/lib" >> $GITHUB_ENV
+
+      # Set up R environment
+      - uses: r-lib/actions/setup-r@v2-branch
         with:
           r-version: ${{ matrix.config.r }}
 
-      - name: Install system dependencies (Ubuntu)
+      - uses: r-lib/actions/setup-pandoc@v2-branch
+
+      # Install Miniconda (all OS)
+      - uses: conda-incubator/setup-miniconda@v3
+        with:
+          auto-update-conda: true
+          python-version: 3.9
+          miniconda-version: "latest"
+
+      - name: Install Conda Dependencies
+        run: |
+          conda config --add channels defaults
+          conda config --set solver classic
+          conda install -c conda-forge numpy
+
+      - name: Query R Dependencies
+        run: |
+          install.packages('remotes')
+          saveRDS(remotes::dev_package_deps(dependencies = TRUE), ".github/depends.Rds", version = 2)
+          writeLines(sprintf("R-%i.%i", getRversion()$major, getRversion()$minor), ".github/R-version")
+        shell: Rscript {0}
+
+      # Cache R packages
+      - name: Cache R Packages
+        if: runner.os != 'Windows'
+        uses: actions/cache@v1
+        with:
+          path: ${{ env.R_LIBS_USER }}
+          key: ${{ runner.os }}-${{ hashFiles('.github/R-version') }}-1-${{ hashFiles('.github/depends.Rds') }}
+          restore-keys: ${{ runner.os }}-${{ hashFiles('.github/R-version') }}-1-
+
+      # Install system dependencies (Linux only)
+      - name: Install System Dependencies
         if: runner.os == 'Linux'
         run: |
-          sudo apt-get update -y
-          sudo apt-get install -y libcurl4-openssl-dev libxml2-dev libssl-dev
-          sudo apt-get install -y libharfbuzz-dev libfribidi-dev
-          sudo apt-get install -y pandoc
-        shell: bash
+          while read -r cmd; do
+            eval sudo $cmd
+          done < <(Rscript -e 'cat(remotes::system_requirements("ubuntu", "20.04"), sep = "\n")')
+          sudo apt install libharfbuzz-dev libfribidi-dev
 
-      - name: Set up Pandoc
-        uses: r-lib/actions/setup-pandoc@v2-branch
+      # Install R dependencies
+      - name: Install R Dependencies
+        run: |
+          remotes::install_deps(dependencies = TRUE)
+          remotes::install_cran("rcmdcheck")
+        shell: Rscript {0}
+
+      # Fix Conda permissions (macOS only)
+      - name: Fix Conda Permissions
+        if: runner.os == 'macOS'
+        run: sudo chown -R $UID $CONDA
 
-      - name: Install required R packages
+      # Install and test "text" package
+      - name: Install and Test "text" Package
         run: |
-          options(repos = c(CRAN = "https://cran.rstudio.com"))
-          install.packages("remotes")
-          remotes::install_cran(c(
-            "topics", "rcmdcheck", "devtools", "dplyr", "tidyr", "ggplot2",
-            "ggrepel", "cowplot", "parsnip", "recipes", "rsample",
-            "reticulate", "tune", "workflows", "yardstick",
-            "future", "furrr", "rmarkdown", "evaluate"
-          ))
+          install.packages("devtools")
+          library(devtools)
+          devtools::install_github("oscarkjell/text")
+          text::textrpp_install(prompt = FALSE)
+          text::textrpp_initialize(textEmbed_test = TRUE)
         shell: Rscript {0}
 
-      - name: Verify installed packages
+      # Session Info
+      - name: Session Info
         run: |
-          required_packages <- c(
-            "topics", "rcmdcheck", "devtools", "dplyr", "tidyr", "ggplot2",
-            "ggrepel", "cowplot", "parsnip", "recipes", "rsample",
-            "reticulate", "tune", "workflows", "yardstick",
-            "future", "furrr", "rmarkdown", "evaluate"
-          )
-          not_installed <- setdiff(required_packages, rownames(installed.packages()))
-          if (length(not_installed) > 0) {
-            stop("Some required packages are not installed: ", paste(not_installed, collapse = ", "))
-          }
+          options(width = 100)
+          pkgs <- installed.packages()[, "Package"]
+          sessioninfo::session_info(pkgs, include_base = TRUE)
         shell: Rscript {0}
 
-      - name: Run R CMD Check
+      # Run R CMD check
+      - name: R CMD Check
         env:
           _R_CHECK_CRAN_INCOMING_: false
-        run: |
-          rcmdcheck::rcmdcheck(
-            args = c("--no-manual", "--as-cran"),
-            build_args = "--no-build-vignettes"
-          )
+          OMP_MAX_ACTIVE_LEVELS: 0
+        run: rcmdcheck::rcmdcheck(args = c("--no-manual", "--as-cran"), error_on = "warning", check_dir = "check")
         shell: Rscript {0}
+
+      # Display testthat output
+      - name: Display Testthat Output
+        if: always()
+        run: find check -name 'testthat.Rout*' -exec cat '{}' \; || true
+        shell: bash
diff --git a/.github/workflows/dont run/CODECOV-all-OS.yaml b/.github/workflows/dont run/CODECOV-all-OS.yaml
new file mode 100644
index 00000000..805cbff1
--- /dev/null
+++ b/.github/workflows/dont run/CODECOV-all-OS.yaml	
@@ -0,0 +1,86 @@
+on:
+  push:
+    branches:
+      - master
+  pull_request:
+    branches:
+      - master
+
+name: CODECOV
+
+jobs:
+  R-CMD-check:
+    runs-on: ${{ matrix.config.os }}
+    name: ${{ matrix.config.os }} (${{ matrix.config.r }})
+
+    strategy:
+      fail-fast: false
+      matrix:
+        config:
+          - {os: windows-latest, r: 'release'}
+          - {os: ubuntu-20.04,   r: 'release'}
+
+    env:
+      ACTIONS_ALLOW_UNSECURE_COMMANDS: true
+      R_REMOTES_NO_ERRORS_FROM_WARNINGS: true
+      RSPM: https://packagemanager.rstudio.com/all/latest
+      GITHUB_PAT: ${{ secrets.GITHUB_TOKEN }}
+      CODECOV_DEBUG: true
+
+    steps:
+      - uses: actions/checkout@v2
+
+      - uses: r-lib/actions/setup-r@v2-branch
+        with:
+          r-version: ${{ matrix.config.r }}
+          http-user-agent: ${{ matrix.config.http-user-agent }}
+
+      - uses: r-lib/actions/setup-pandoc@v2-branch
+
+      # Install system dependencies for Linux
+      - name: Install Linux system dependencies
+        if: runner.os == 'Linux'
+        run: |
+          sudo apt-get update
+          sudo apt-get install -y default-jdk
+          sudo R CMD javareconf
+          sudo apt-get install -y libcurl4-openssl-dev libxml2-dev libssl-dev
+          sudo apt-get install -y libharfbuzz-dev libfribidi-dev
+
+      # Install remotes first
+      - name: Install remotes package
+        run: |
+          install.packages('remotes', repos = "https://cloud.r-project.org")
+        shell: Rscript {0}
+
+      # Pre-install critical dependencies
+      - name: Install critical R packages
+        run: |
+          install.packages(c('rJava', 'mallet', 'topics'), repos = "https://cloud.r-project.org")
+        shell: Rscript {0}
+
+      # Install all dependencies
+      - name: Install all dependencies
+        run: |
+          remotes::install_deps(dependencies = TRUE)
+        shell: Rscript {0}
+
+      - name: Installing text and testing it
+        run: |
+          install.packages("devtools")
+          library(devtools)
+          devtools::install_github("oscarkjell/text")
+          text::textrpp_install(prompt = FALSE)
+          text::textrpp_initialize(textEmbed_test = TRUE)
+        shell: Rscript {0}
+
+      - name: Generate coverage report
+        env:
+          OMP_MAX_ACTIVE_LEVELS: 2
+          CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
+        run: covr::codecov(token = Sys.getenv("CODECOV_TOKEN"))
+        shell: Rscript {0}
+
+      - name: Debug and list files
+        run: ls -al
+        shell: bash
diff --git a/.github/workflows/dont run/RCMD.yaml b/.github/workflows/dont run/RCMD.yaml
new file mode 100644
index 00000000..ec78ce81
--- /dev/null
+++ b/.github/workflows/dont run/RCMD.yaml	
@@ -0,0 +1,84 @@
+on:
+  push:
+    branches:
+      - master
+  pull_request:
+    branches:
+      - master
+
+name: R-CMD-check
+
+jobs:
+  R-CMD-check:
+    runs-on: ${{ matrix.config.os }}
+    name: ${{ matrix.config.os }} (${{ matrix.config.r }})
+
+    strategy:
+      fail-fast: false
+      matrix:
+        config:
+          - {os: ubuntu-20.04, r: 'release', rspm: "https://packagemanager.rstudio.com"}
+          - {os: windows-latest, r: 'release'}
+          - {os: macOS-latest, r: 'release'}
+
+    env:
+      R_REMOTES_NO_ERRORS_FROM_WARNINGS: true
+      RSPM: ${{ matrix.config.rspm }}
+      GITHUB_PAT: ${{ secrets.GITHUB_TOKEN }}
+      R_LIBS_USER: /tmp/Library
+
+    steps:
+      - uses: actions/checkout@v2
+
+      - name: Set up R
+        uses: r-lib/actions/setup-r@v2-branch
+        with:
+          r-version: ${{ matrix.config.r }}
+
+      - name: Install system dependencies (Ubuntu)
+        if: runner.os == 'Linux'
+        run: |
+          sudo apt-get update -y
+          sudo apt-get install -y libcurl4-openssl-dev libxml2-dev libssl-dev
+          sudo apt-get install -y libharfbuzz-dev libfribidi-dev
+          sudo apt-get install -y pandoc
+        shell: bash
+
+      - name: Set up Pandoc
+        uses: r-lib/actions/setup-pandoc@v2-branch
+
+      - name: Install required R packages
+        run: |
+          options(repos = c(CRAN = "https://cran.rstudio.com"))
+          install.packages("remotes")
+          remotes::install_cran(c(
+            "topics", "rcmdcheck", "devtools", "dplyr", "tidyr", "ggplot2",
+            "ggrepel", "cowplot", "parsnip", "recipes", "rsample",
+            "reticulate", "tune", "workflows", "yardstick",
+            "future", "furrr", "rmarkdown", "evaluate"
+          ))
+        shell: Rscript {0}
+
+      - name: Verify installed packages
+        run: |
+          required_packages <- c(
+            "topics", "rcmdcheck", "devtools", "dplyr", "tidyr", "ggplot2",
+            "ggrepel", "cowplot", "parsnip", "recipes", "rsample",
+            "reticulate", "tune", "workflows", "yardstick",
+            "future", "furrr", "rmarkdown", "evaluate"
+          )
+          not_installed <- setdiff(required_packages, rownames(installed.packages()))
+          if (length(not_installed) > 0) {
+            stop("Some required packages are not installed: ", paste(not_installed, collapse = ", "))
+          }
+        shell: Rscript {0}
+
+      - name: Run R CMD Check
+        env:
+          _R_CHECK_CRAN_INCOMING_: false
+        run: |
+          rcmdcheck::rcmdcheck(
+            args = c("--no-manual", "--as-cran"),
+            build_args = "--no-build-vignettes"
+          )
+        shell: Rscript {0}