diff --git a/.github/workflows/check.yml b/.github/workflows/check.yml
index c676a96..10e47ef 100644
--- a/.github/workflows/check.yml
+++ b/.github/workflows/check.yml
@@ -44,15 +44,7 @@ jobs:
           version: ${{ env.UV_VERSION }}
           enable-cache: true
 
-      - name: Load cached venv
-        id: cached-venv
-        uses: actions/cache@v4
-        with:
-          path: .venv
-          key: venv-${{ runner.os }}-${{ steps.setup-python.outputs.python-version }}-${{ hashFiles('**/pyproject.toml') }}-${{ hashFiles('**/uv.lock') }}
-
       - name: Install dependencies
-        if: steps.cached-venv.outputs.cache-hit != 'true'
         run: make install-dev
 
       - name: check formatting
@@ -80,15 +72,7 @@ jobs:
           version: ${{ env.UV_VERSION }}
           enable-cache: true
 
-      - name: Load cached venv
-        id: cached-venv
-        uses: actions/cache@v4
-        with:
-          path: .venv
-          key: venv-${{ runner.os }}-${{ steps.setup-python.outputs.python-version }}-${{ hashFiles('**/pyproject.toml') }}-${{ hashFiles('**/uv.lock') }}
-
       - name: Install dependencies
-        if: steps.cached-venv.outputs.cache-hit != 'true'
         run: make install-dev
 
       - name: lint code
@@ -116,15 +100,7 @@ jobs:
           version: ${{ env.UV_VERSION }}
           enable-cache: true
 
-      - name: Load cached venv
-        id: cached-venv
-        uses: actions/cache@v4
-        with:
-          path: .venv
-          key: venv-${{ runner.os }}-${{ steps.setup-python.outputs.python-version }}-${{ hashFiles('**/pyproject.toml') }}-${{ hashFiles('**/uv.lock') }}
-
       - name: Install dependencies
-        if: steps.cached-venv.outputs.cache-hit != 'true'
         run: make install-dev
 
       - name: type-check code
@@ -144,4 +120,3 @@ jobs:
         uses: re-actors/alls-green@release/v1
         with:
           jobs: ${{ toJSON(needs) }}
-          allowed-failures: upload-coverage
diff --git a/.github/workflows/scheduled.yml b/.github/workflows/scheduled.yml
index ab75168..6a88bb0 100644
--- a/.github/workflows/scheduled.yml
+++ b/.github/workflows/scheduled.yml
@@ -21,38 +21,6 @@ env:
   UV_VERSION: "0.5.1"
 
 jobs:
-  # https://twitter.com/mycoliza/status/1571295690063753218
-  nightly:
-    runs-on: ubuntu-latest
-    name: ubuntu / 3.14-dev
-    steps:
-      - uses: actions/checkout@v4
-        with:
-          submodules: true
-
-      - name: Set up uv
-        uses: astral-sh/setup-uv@v3
-        with:
-          version: ${{ env.UV_VERSION }}
-          enable-cache: true
-
-      - name: Install python
-        uses: actions/setup-python@v5
-        with:
-          python-version: "3.14-dev"
-
-      - run: python --version
-
-      - name: uv lock
-        if: hashFiles('uv.lock') == ''
-        run: uv lock
-
-      - name: uv sync --dev
-        run: uv sync --dev
-
-      - name: make test
-        run: make test
-
   # https://twitter.com/alcuadrado/status/1571291687837732873
   update:
     # This action checks that updating the dependencies of this crate to the latest available that
@@ -85,7 +53,7 @@ jobs:
 
       - name: uv sync --dev --upgrade
         if: hashFiles('uv.lock') != ''
-        run: uv sync --dev --upgrade
+        run: uv sync --dev --upgrade --all-packages --all-extras
 
       - name: make test
         if: hashFiles('uv.lock') != ''
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index a748cb3..0b6f38b 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -48,26 +48,20 @@ jobs:
         with:
           submodules: true
 
+      - name: Set up uv
+        uses: astral-sh/setup-uv@v3
+        with:
+          version: ${{ env.UV_VERSION }}
+          enable-cache: true
+
       - name: Set up Python ${{ matrix.python-version }}
         id: setup-python
         uses: actions/setup-python@v5
         with:
           python-version: ${{ matrix.python-version }}
 
-      - name: Set up uv
-        run: curl -LsSf https://astral.sh/uv/${{ env.UV_VERSION }}/install.sh | sh
-
-      - name: Restore uv cache
-        uses: actions/cache@v4
-        with:
-          path: ${{ env.UV_CACHE_DIR }}
-          key: uv-${{ runner.os }}-${{ hashFiles('uv.lock') }}
-          restore-keys: |
-            uv-${{ runner.os }}-${{ hashFiles('uv.lock') }}
-            uv-${{ runner.os }}
-
       - name: Install dependencies
-        run: uv sync --all-extras --all-packages --dev
+        run: make install-dev
 
       - name: Run tests for coverage
         run: make test-w-coverage cov_report=xml
diff --git a/Makefile b/Makefile
index a569233..6e17166 100644
--- a/Makefile
+++ b/Makefile
@@ -84,11 +84,11 @@ dev: install-dev
 
 # setup development environment
 install-dev:
-	uv sync --all-packages --group dev --verbose
+	uv sync --all-packages --dev
 
 # setup production environment
 install:
-	uv sync --no-dev
+	uv sync --all-packages --no-dev
 
 lock: uv.lock
 
@@ -152,7 +152,7 @@ prepare-release: update-changelog tests/requirements-testing.lock
 
 # we use lock extension so that dependabot doesn't pick up changes in this file
 tests/requirements-testing.lock: pyproject.toml
-	uv export --dev --format requirements-txt --no-hashes --output-file $@
+	uv export --dev --format requirements-txt --no-hashes --no-emit-project --output-file $@
 
 .PHONY: update-changelog
 update-changelog: CHANGELOG.md
diff --git a/ocr-correction-viklofg-sweocr/src/sbx_ocr_correction_viklofg_sweocr/ocr_corrector.py b/ocr-correction-viklofg-sweocr/src/sbx_ocr_correction_viklofg_sweocr/ocr_corrector.py
index f0957ab..1acc675 100644
--- a/ocr-correction-viklofg-sweocr/src/sbx_ocr_correction_viklofg_sweocr/ocr_corrector.py
+++ b/ocr-correction-viklofg-sweocr/src/sbx_ocr_correction_viklofg_sweocr/ocr_corrector.py
@@ -3,6 +3,7 @@
 import re
 from typing import Any, Optional
 
+import torch
 from parallel_corpus import graph
 from parallel_corpus.text_token import Token
 from sparv import api as sparv_api  # type: ignore [import-untyped]
@@ -37,13 +38,30 @@ def __init__(self, *, tokenizer: Any, model: Any) -> None:
         """Construct an OcrCorrector."""
         self.tokenizer = tokenizer
         self.model = model
-        self.pipeline = pipeline("text2text-generation", model=model, tokenizer=tokenizer)
+        if torch.cuda.is_available():
+            logger.info("Using GPU (cuda)")
+            dtype = torch.float16
+        else:
+            logger.warning("Using CPU, is cuda available?")
+            dtype = torch.float32
+        device_map = "auto" if torch.cuda.is_available() and torch.cuda.device_count() > 1 else None
+        self.pipeline = pipeline(
+            "text2text-generation", model=model, tokenizer=tokenizer, device_map=device_map, torch_dtype=dtype
+        )
 
     @classmethod
     def default(cls) -> "OcrCorrector":
         """Create a default OcrCorrector."""
+        dtype = torch.float16 if torch.cuda.is_available() else torch.float32
         tokenizer = AutoTokenizer.from_pretrained(TOKENIZER_NAME, revision=TOKENIZER_REVISION)
-        model = T5ForConditionalGeneration.from_pretrained(MODEL_NAME, revision=MODEL_REVISION)
+        model = T5ForConditionalGeneration.from_pretrained(
+            MODEL_NAME,
+            revision=MODEL_REVISION,
+            torch_dtype=dtype,
+            device_map=("auto" if torch.cuda.is_available() and torch.cuda.device_count() > 1 else None),
+        )
+        if torch.cuda.is_available() and torch.cuda.device_count() == 1:
+            model = model.cuda()  # type: ignore
         return cls(model=model, tokenizer=tokenizer)
 
     def calculate_corrections(self, text: list[str]) -> list[tuple[tuple[int, int], Optional[str]]]: