diff --git a/.github/ISSUE_TEMPLATE/bug_report.md b/.github/ISSUE_TEMPLATE/bug_report.md
index 5ae6da42c..3f22ee1cb 100644
--- a/.github/ISSUE_TEMPLATE/bug_report.md
+++ b/.github/ISSUE_TEMPLATE/bug_report.md
@@ -29,17 +29,14 @@ If the bug involves code or configuration, please provide a minimal, reproducibl
 import my_library
 
 # Setup or initialization
-config = {
-    "setting_a": "value",
-    "setting_b": 123
-}
+config = {'setting_a': 'value', 'setting_b': 123}
 processor = my_library.Processor(**config)
 
 # Action that triggers the bug
 try:
     processor.process_data(invalid_data)
 except Exception as e:
-    print(f"Error: {e}")
+    print(f'Error: {e}')
 ```
 
 ## Error Message / Stack Trace
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 595e51119..3a3da297e 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,7 +1,7 @@
 repos:
   - repo: https://github.com/astral-sh/uv-pre-commit
     # uv version.
-    rev: 0.12.5
+    rev: 0.12.7
     hooks:
       # Dependency management
       - id: uv-lock
@@ -47,7 +47,7 @@ repos:
     # Python Linting & Formatting with Ruff
   - repo: https://github.com/astral-sh/ruff-pre-commit
     # Ruff version.
-    rev: "v0.16.4"
+    rev: "v0.16.5"
     hooks:
       - id: ruff
         name: ruff (linter)
diff --git a/README.md b/README.md
index 6486c09a3..5e38d7389 100644
--- a/README.md
+++ b/README.md
@@ -158,12 +158,12 @@ from temoa import TemoaModel, TemoaConfig, TemoaMode
 
 # Create configuration
 config = TemoaConfig(
-    scenario="my_scenario",
+    scenario='my_scenario',
     scenario_mode=TemoaMode.PERFECT_FORESIGHT,
-    input_database=Path("path/to/input.db"),
-    output_database=Path("path/to/output.db"),
-    output_path=Path("path/to/output"),
-    solver_name="appsi_highs"
+    input_database=Path('path/to/input.db'),
+    output_database=Path('path/to/output.db'),
+    output_path=Path('path/to/output'),
+    solver_name='appsi_highs',
 )
 
 # Build and solve model
@@ -172,9 +172,9 @@ result = model.run()  # Equivalent to: temoa run tutorial_config.toml
 
 # Check if run was successful
 if result:
-    print("Model solved successfully!")
+    print('Model solved successfully!')
 else:
-    print("Model failed to solve")
+    print('Model failed to solve')
 ```
 
 ## Database Setup
diff --git a/temoa/data_io/README.md b/temoa/data_io/README.md
index 0e85cf30c..c165914d6 100644
--- a/temoa/data_io/README.md
+++ b/temoa/data_io/README.md
@@ -32,15 +32,17 @@ This is the most common case, for a component that maps directly to a database t
     # temoa/data_io/component_manifest.py
 
     # ... inside the manifest list
-    LoadItem(
-        component=M.MyNewParam,
-        table='MyNewParamTableName',
-        columns=['region', 'tech', 'value'],
-        # Optional: Add validation if this component should be filtered
-        # by the source-trace analysis.
-        validator_name='viable_rt',
-        validation_map=(0, 1), # Corresponds to 'region' and 'tech' columns
-    ),
+    (
+        LoadItem(
+            component=M.MyNewParam,
+            table='MyNewParamTableName',
+            columns=['region', 'tech', 'value'],
+            # Optional: Add validation if this component should be filtered
+            # by the source-trace analysis.
+            validator_name='viable_rt',
+            validation_map=(0, 1),  # Corresponds to 'region' and 'tech' columns
+        ),
+    )
     # ...
     ```
 
@@ -60,13 +62,15 @@ If a component is optional and should have a default value if its table is missi
     ```python
     # temoa/data_io/component_manifest.py
 
-    LoadItem(
-        component=M.MyOptionalSet,
-        table='MyOptionalSetTable',
-        columns=['some_value'],
-        is_table_required=False,  # Mark the table as optional
-        fallback_data=[('A',), ('B',)] # Provide default data
-    ),
+    (
+        LoadItem(
+            component=M.MyOptionalSet,
+            table='MyOptionalSetTable',
+            columns=['some_value'],
+            is_table_required=False,  # Mark the table as optional
+            fallback_data=[('A',), ('B',)],  # Provide default data
+        ),
+    )
     ```
 
 ### Case 3: Adding a Component with Complex Logic
@@ -85,12 +89,14 @@ If a component requires logic that doesn't fit the standard pattern (e.g., aggre
     # temoa/data_io/hybrid_loader.py
 
     # ... inside the HybridLoader class, in the custom loaders section
-    def _load_my_complex_param(self, data: dict, raw_data: Sequence[tuple], filtered_data: Sequence[tuple]):
+    def _load_my_complex_param(
+        self, data: dict, raw_data: Sequence[tuple], filtered_data: Sequence[tuple]
+    ):
         """Custom loader for MyComplexParam."""
         M = TemoaModel()
         # --- Add your custom logic here ---
         # For example, perform a special query or transform the data.
-        final_data_to_load = [(r, t, v * 2) for r, t, v in filtered_data] # Example transformation
+        final_data_to_load = [(r, t, v * 2) for r, t, v in filtered_data]  # Example transformation
 
         # Use the standard helper to load the final data
         self._load_component_data(data, M.MyComplexParam, final_data_to_load)
@@ -102,14 +108,16 @@ If a component requires logic that doesn't fit the standard pattern (e.g., aggre
     ```python
     # temoa/data_io/component_manifest.py
 
-    LoadItem(
-        component=M.MyComplexParam,
-        table='MyComplexParamTable', # Can be a real table or a placeholder
-        columns=['region', 'tech', 'value'],
-        # Point to your new method
-        custom_loader_name='_load_my_complex_param',
-        is_table_required=False # Usually False if the loader has complex logic
-    ),
+    (
+        LoadItem(
+            component=M.MyComplexParam,
+            table='MyComplexParamTable',  # Can be a real table or a placeholder
+            columns=['region', 'tech', 'value'],
+            # Point to your new method
+            custom_loader_name='_load_my_complex_param',
+            is_table_required=False,  # Usually False if the loader has complex logic
+        ),
+    )
     ```
 
 This pattern keeps the main engine clean while providing unlimited flexibility to handle any data loading scenario.