diff --git a/.github/actions/init-environment/action.yml b/.github/actions/init-environment/action.yml
new file mode 100644
index 0000000..3337a38
--- /dev/null
+++ b/.github/actions/init-environment/action.yml
@@ -0,0 +1,37 @@
+name: "Init Environment"
+description: "Initialize environment for tests"
+runs:
+  using: "composite"
+  steps:
+      - name: Checkout actions
+        uses: actions/checkout@v4
+
+      - id: setup-python
+        name: Set up Python ${{ matrix.python-version }}
+        uses: actions/setup-python@v5
+        with:
+          python-version: ${{ matrix.python-version }}
+
+      - name: Install and configure Poetry
+        uses: snok/install-poetry@v1
+        with:
+          virtualenvs-create: true
+          virtualenvs-in-project: true
+          installer-parallel: true
+
+      - name: Load cached venv
+        id: cached-poetry-dependencies
+        uses: actions/cache@v4
+        with:
+          path: .venv
+          key: venv-${{ runner.os }}-${{ steps.setup-python.outputs.python-version }}-${{ hashFiles('**/poetry.lock') }}
+
+      - name: Install dependencies
+        if: steps.cached-poetry-dependencies.outputs.cache-hit != 'true'
+        run: poetry install --no-interaction --with test
+        shell: bash
+      - name: Activate venv 
+        run: |
+          source $VENV
+          echo PATH=$PATH >> $GITHUB_ENV
+        shell: bash
diff --git a/.github/workflows/code-checks.yml b/.github/workflows/code-checks.yml
new file mode 100644
index 0000000..e3468c3
--- /dev/null
+++ b/.github/workflows/code-checks.yml
@@ -0,0 +1,65 @@
+name: Code Checks
+
+on:
+  push:
+    branches: [ "main"]
+  pull_request:
+    branches: [ "main"]
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
+  cancel-in-progress: true
+
+jobs:
+  format:
+    runs-on: ubuntu-latest
+    strategy:
+      fail-fast: false
+      matrix:
+        python-version: ["3.11"]
+    steps:
+      - name: Checkout actions
+        uses: actions/checkout@v4
+      - name: Init environment
+        uses: ./.github/actions/init-environment
+      - name: Run formatter
+        run: make check/format
+  type-check:
+    runs-on: ubuntu-latest
+    strategy:
+      fail-fast: false
+      matrix:
+        python-version: [ "3.11" ]
+    steps:
+      - name: Checkout actions
+        uses: actions/checkout@v4
+      - name: Init environment
+        uses: ./.github/actions/init-environment
+      - name: Run type checker
+        run: make check/types
+  lint:
+    runs-on: ubuntu-latest
+    strategy:
+      fail-fast: false
+      matrix:
+        python-version: [ "3.11" ]
+    steps:
+      - name: Checkout actions
+        uses: actions/checkout@v4
+      - name: Init environment
+        uses: ./.github/actions/init-environment
+      - name: Run linter
+        run: make check/lint
+  spell-check:
+    runs-on: ubuntu-latest
+    strategy:
+      fail-fast: false
+      matrix:
+        python-version: [ "3.11" ]
+    steps:
+      - name: Checkout actions
+        uses: actions/checkout@v4
+      - name: Init environment
+        uses: ./.github/actions/init-environment
+      - name: Run linter
+        run: make check/spell
diff --git a/.github/workflows/preview-links.yml b/.github/workflows/preview-links.yml
new file mode 100644
index 0000000..763aa6c
--- /dev/null
+++ b/.github/workflows/preview-links.yml
@@ -0,0 +1,23 @@
+name: Read the Docs Preview
+on: push
+  # pull_request_target:
+  #   types:
+  #     - opened
+  #   paths:
+  #     - "docs/**"
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
+  cancel-in-progress: true
+
+permissions:
+  pull-requests: write
+
+jobs:
+  pull-request-links:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: readthedocs/actions/preview@v1
+        with:
+          project-slug: ${{ secrets.READTHEDOCS_PROJECT_SLUG }} 
+          single-version: 'false'
diff --git a/Makefile b/Makefile
index 167e94b..ec15073 100644
--- a/Makefile
+++ b/Makefile
@@ -23,6 +23,10 @@ check/spell:
 .PHONY: check/lint
 check/lint:
 	@poetry run ruff check
+
+.PHONY: check/format
+check/format:
+	@poetry run ruff format --check
 	
 .PHONY: docs
 docs: ## Build documentation.
diff --git a/docs/courses/compare-movies-workflow/assets/code_reviews/06/app.py b/docs/courses/compare-movies-workflow/assets/code_reviews/06/app.py
index c9f0272..b1db824 100644
--- a/docs/courses/compare-movies-workflow/assets/code_reviews/06/app.py
+++ b/docs/courses/compare-movies-workflow/assets/code_reviews/06/app.py
@@ -52,4 +52,4 @@
 workflow.run()
 
 # View the output
-print(workflow.output_task.output.value)
+print(workflow.output)
diff --git a/docs/courses/image-query/assets/code_reviews/02/app.py b/docs/courses/image-query/assets/code_reviews/02/app.py
index 377889a..9fe9b5f 100644
--- a/docs/courses/image-query/assets/code_reviews/02/app.py
+++ b/docs/courses/image-query/assets/code_reviews/02/app.py
@@ -12,7 +12,6 @@
 agent = Agent(stream=True)
 
 
-
 # Modify the Agent's response to have some color.
 def formatted_response(response: str) -> None:
     print(f"[dark_cyan]{response}", end="", flush=True)
diff --git a/docs/courses/shotgrid-tool/assets/code_reviews/05/shotgrid_tool/tool.py b/docs/courses/shotgrid-tool/assets/code_reviews/05/shotgrid_tool/tool.py
index 7332208..26cd52a 100644
--- a/docs/courses/shotgrid-tool/assets/code_reviews/05/shotgrid_tool/tool.py
+++ b/docs/courses/shotgrid-tool/assets/code_reviews/05/shotgrid_tool/tool.py
@@ -24,7 +24,7 @@ class ShotGridTool(BaseTool):
         }
     )
     def get_session_token(self, _: dict) -> TextArtifact | ErrorArtifact:
-        import shotgun_api3
+        import shotgun_api3  # pyright: ignore[reportMissingImports]
 
         try:
             sg = shotgun_api3.Shotgun(
diff --git a/docs/courses/shotgrid-tool/assets/code_reviews/06/shotgrid_tool/tool.py b/docs/courses/shotgrid-tool/assets/code_reviews/06/shotgrid_tool/tool.py
index 208e758..e8ea5b6 100644
--- a/docs/courses/shotgrid-tool/assets/code_reviews/06/shotgrid_tool/tool.py
+++ b/docs/courses/shotgrid-tool/assets/code_reviews/06/shotgrid_tool/tool.py
@@ -31,7 +31,7 @@ class ShotGridTool(BaseTool):
         }
     )
     def get_session_token(self, _: dict) -> TextArtifact | ErrorArtifact:
-        import shotgun_api3
+        import shotgun_api3  # pyright: ignore[reportMissingImports]
 
         try:
             if self.login_method == "api_key":
diff --git a/docs/courses/shotgrid-tool/assets/code_reviews/07/shotgrid_tool/tool.py b/docs/courses/shotgrid-tool/assets/code_reviews/07/shotgrid_tool/tool.py
index 2d5e6b8..96b0679 100644
--- a/docs/courses/shotgrid-tool/assets/code_reviews/07/shotgrid_tool/tool.py
+++ b/docs/courses/shotgrid-tool/assets/code_reviews/07/shotgrid_tool/tool.py
@@ -44,7 +44,7 @@ class ShotGridTool(BaseTool):
         }
     )
     def meta_method(self, sg_method_name: str, sg_params: list[str]) -> TextArtifact | ErrorArtifact:
-        import shotgun_api3
+        import shotgun_api3  # pyright: ignore[reportMissingImports]
 
         try:
             if self.login_method == "api_key":
diff --git a/docs/courses/shotgrid-tool/assets/code_reviews/08/shotgrid_tool/tool.py b/docs/courses/shotgrid-tool/assets/code_reviews/08/shotgrid_tool/tool.py
index 2d5e6b8..96b0679 100644
--- a/docs/courses/shotgrid-tool/assets/code_reviews/08/shotgrid_tool/tool.py
+++ b/docs/courses/shotgrid-tool/assets/code_reviews/08/shotgrid_tool/tool.py
@@ -44,7 +44,7 @@ class ShotGridTool(BaseTool):
         }
     )
     def meta_method(self, sg_method_name: str, sg_params: list[str]) -> TextArtifact | ErrorArtifact:
-        import shotgun_api3
+        import shotgun_api3  # pyright: ignore[reportMissingImports]
 
         try:
             if self.login_method == "api_key":
diff --git a/docs/courses/shotgrid-tool/assets/code_reviews/09/shotgrid_tool/tool.py b/docs/courses/shotgrid-tool/assets/code_reviews/09/shotgrid_tool/tool.py
index 2d5e6b8..96b0679 100644
--- a/docs/courses/shotgrid-tool/assets/code_reviews/09/shotgrid_tool/tool.py
+++ b/docs/courses/shotgrid-tool/assets/code_reviews/09/shotgrid_tool/tool.py
@@ -44,7 +44,7 @@ class ShotGridTool(BaseTool):
         }
     )
     def meta_method(self, sg_method_name: str, sg_params: list[str]) -> TextArtifact | ErrorArtifact:
-        import shotgun_api3
+        import shotgun_api3  # pyright: ignore[reportMissingImports]
 
         try:
             if self.login_method == "api_key":