refactor(logging): switch to parameterized logging for improved performance and clarity

- Replaced f-strings with parameterized logging calls across routes, services, and repositories to optimize log message evaluation.
- Improved exception handling by using `logger.exception` where appropriate for automatic traceback logging.

AGENTS.md

@@ -179,7 +179,11 @@ Permission dependencies in `api/dependencies/permissions.py`:
 **Backend:**
 - **uv**: Modern Python package manager (10-100x faster than pip)
 - **Ruff**: All-in-one linting/formatting (replaces Black, Flake8, isort)
-- **mypy**: Type checking with Pydantic plugin
+- **Pyright**: Static type checking (strict mode)
+- **pip-audit**: Dependency vulnerability scanning (OSV database)
+- **detect-secrets**: Hardcoded secrets detection
+- **pip-licenses**: License compliance checking
+- **pre-commit**: Git hook framework (Ruff, detect-secrets, standard checks)
 - **Makefile**: `make help` for all commands
 
 **Frontend:**
@@ -249,6 +253,10 @@ python migrate.py auto "description"      # Generate + apply
 - **CSRF protection**: Built into FastAPI
 - **Session revocation**: Database-backed session tracking
 - **Comprehensive security tests**: JWT algorithm attacks, session hijacking, privilege escalation
+- **Dependency vulnerability scanning**: `make dep-audit` (pip-audit against OSV database)
+- **License compliance**: `make license-check` (blocks GPL-3.0/AGPL)
+- **Secrets detection**: Pre-commit hook blocks hardcoded secrets
+- **Unified security pipeline**: `make audit` (all security checks), `make check` (quality + security + tests)
 
 ## Docker Deployment
 

CLAUDE.md

@@ -55,6 +55,12 @@ EOF
 - Frontend E2E: `npm run test:e2e`
 - Use `make test` or `make test-cov` in backend for convenience
 
+**Security & Quality Commands (Backend):**
+- `make validate` — lint + format + type checks
+- `make audit` — dependency vulnerabilities + license compliance
+- `make validate-all` — quality + security checks
+- `make check` — **full pipeline**: quality + security + tests
+
 **Backend E2E Testing (requires Docker):**
 - Install deps: `make install-e2e`
 - Run all E2E tests: `make test-e2e`
@@ -157,6 +163,10 @@ with patch.object(session, 'commit', side_effect=mock_commit):
 - Never skip security headers in production
 - Rate limiting is configured in route decorators: `@limiter.limit("10/minute")`
 - Session revocation is database-backed, not just JWT expiry
+- Run `make audit` to check for dependency vulnerabilities and license compliance
+- Run `make check` for the full pipeline: quality + security + tests
+- Pre-commit hooks enforce Ruff lint/format and detect-secrets on every commit
+- Setup hooks: `cd backend && uv run pre-commit install`
 
 ### Common Workflows Guidance
 

CONTRIBUTING.md

@@ -91,7 +91,10 @@ Ready to write some code? Awesome!
 cd backend
 
 # Install dependencies (uv manages virtual environment automatically)
-uv sync
+make install-dev
+
+# Setup pre-commit hooks
+uv run pre-commit install
 
 # Setup environment
 cp .env.example .env
@@ -100,8 +103,14 @@ cp .env.example .env
 # Run migrations
 python migrate.py apply
 
+# Run quality + security checks
+make validate-all
+
 # Run tests
-IS_TEST=True uv run pytest
+make test
+
+# Run full pipeline (quality + security + tests)
+make check
 
 # Start dev server
 uvicorn app.main:app --reload
@@ -316,7 +325,7 @@ Fixed stuff
 ### Before Submitting
 
 - [ ] Code follows project style guidelines
-- [ ] All tests pass locally
+- [ ] `make check` passes (quality + security + tests) in backend
 - [ ] New tests added for new features
 - [ ] Documentation updated if needed
 - [ ] No merge conflicts with `main`

backend/.pre-commit-config.yaml

@@ -0,0 +1,44 @@
+# Pre-commit hooks for backend quality and security checks.
+#
+# Install:
+#   cd backend && uv run pre-commit install
+#
+# Run manually on all files:
+#   cd backend && uv run pre-commit run --all-files
+#
+# Skip hooks temporarily:
+#   git commit --no-verify
+#
+repos:
+  # ── Code Quality ──────────────────────────────────────────────────────────
+  - repo: https://github.com/astral-sh/ruff-pre-commit
+    rev: v0.14.4
+    hooks:
+      - id: ruff
+        args: [--fix, --exit-non-zero-on-fix]
+      - id: ruff-format
+
+  # ── General File Hygiene ──────────────────────────────────────────────────
+  - repo: https://github.com/pre-commit/pre-commit-hooks
+    rev: v5.0.0
+    hooks:
+      - id: trailing-whitespace
+      - id: end-of-file-fixer
+      - id: check-yaml
+      - id: check-toml
+      - id: check-merge-conflict
+      - id: check-added-large-files
+        args: [--maxkb=500]
+      - id: debug-statements
+
+  # ── Security ──────────────────────────────────────────────────────────────
+  - repo: https://github.com/Yelp/detect-secrets
+    rev: v1.5.0
+    hooks:
+      - id: detect-secrets
+        args: ['--baseline', '.secrets.baseline']
+        exclude: |
+          (?x)^(
+            .*\.lock$|
+            .*\.svg$
+          )$

backend/Makefile

@@ -1,4 +1,4 @@
-.PHONY: help lint lint-fix format format-check type-check test test-cov validate clean install-dev sync check-docker install-e2e test-e2e test-e2e-schema test-all
+.PHONY: help lint lint-fix format format-check type-check test test-cov validate clean install-dev sync check-docker install-e2e test-e2e test-e2e-schema test-all dep-audit license-check audit validate-all check
 
 # Prevent a stale VIRTUAL_ENV in the caller's shell from confusing uv
 unexport VIRTUAL_ENV
@@ -20,6 +20,13 @@ help:
 	@echo "  make type-check    - Run pyright type checking"
 	@echo "  make validate      - Run all checks (lint + format + types)"
 	@echo ""
+	@echo "Security & Audit:"
+	@echo "  make dep-audit     - Scan dependencies for known vulnerabilities"
+	@echo "  make license-check - Check dependency license compliance"
+	@echo "  make audit         - Run all security audits (deps + licenses)"
+	@echo "  make validate-all  - Run all quality + security checks"
+	@echo "  make check         - Full pipeline: quality + security + tests"
+	@echo ""
 	@echo "Testing:"
 	@echo "  make test          - Run pytest (unit/integration, SQLite)"
 	@echo "  make test-cov      - Run pytest with coverage report"
@@ -27,6 +34,7 @@ help:
 	@echo "  make test-e2e-schema - Run Schemathesis API schema tests"
 	@echo "  make test-all      - Run all tests (unit + E2E)"
 	@echo "  make check-docker  - Check if Docker is available"
+	@echo "  make check         - Full pipeline: quality + security + tests"
 	@echo ""
 	@echo "Cleanup:"
 	@echo "  make clean         - Remove cache and build artifacts"
@@ -72,6 +80,31 @@ type-check:
 validate: lint format-check type-check
 	@echo "✅ All quality checks passed!"
 
+# ============================================================================
+# Security & Audit
+# ============================================================================
+
+dep-audit:
+	@echo "🔒 Scanning dependencies for known vulnerabilities..."
+	@# CVE-2024-23342: ecdsa timing attack via python-jose (transitive). No fix available.
+	@# We only use HS256 (not ECDSA signing), so this is not exploitable. Track python-jose replacement separately.
+	@uv run pip-audit --desc --skip-editable --ignore-vuln CVE-2024-23342
+	@echo "✅ No known vulnerabilities found!"
+
+license-check:
+	@echo "📜 Checking dependency license compliance..."
+	@uv run pip-licenses --fail-on="GPL-3.0-or-later;AGPL-3.0-or-later" --format=plain
+	@echo "✅ All dependency licenses are compliant!"
+
+audit: dep-audit license-check
+	@echo "✅ All security audits passed!"
+
+validate-all: validate audit
+	@echo "✅ All quality + security checks passed!"
+
+check: validate-all test
+	@echo "✅ Full validation pipeline complete!"
+
 # ============================================================================
 # Testing
 # ============================================================================

backend/README.md

@@ -14,7 +14,9 @@ Features:
 - **Multi-tenancy**: Organization-based access control with roles (Owner/Admin/Member)
 - **Testing**: 97%+ coverage with security-focused test suite
 - **Performance**: Async throughout, connection pooling, optimized queries
-- **Modern Tooling**: uv for dependencies, Ruff for linting/formatting, mypy for type checking
+- **Modern Tooling**: uv for dependencies, Ruff for linting/formatting, Pyright for type checking
+- **Security Auditing**: Automated dependency vulnerability scanning, license compliance, secrets detection
+- **Pre-commit Hooks**: Ruff, detect-secrets, and standard checks on every commit
 
 ## Quick Start
 
@@ -149,7 +151,7 @@ uv pip list --outdated
 # Run any Python command via uv (no activation needed)
 uv run python script.py
 uv run pytest
-uv run mypy app/
+uv run pyright app/
 
 # Or activate the virtual environment
 source .venv/bin/activate
@@ -171,12 +173,22 @@ make lint          # Run Ruff linter (check only)
 make lint-fix      # Run Ruff with auto-fix
 make format        # Format code with Ruff
 make format-check  # Check if code is formatted
-make type-check    # Run mypy type checking
+make type-check    # Run Pyright type checking
 make validate      # Run all checks (lint + format + types)
 
+# Security & Audit
+make dep-audit     # Scan dependencies for known vulnerabilities (CVEs)
+make license-check # Check dependency license compliance
+make audit         # Run all security audits (deps + licenses)
+make validate-all  # Run all quality + security checks
+make check         # Full pipeline: quality + security + tests
+
 # Testing
 make test          # Run all tests
 make test-cov      # Run tests with coverage report
+make test-e2e      # Run E2E tests (PostgreSQL, requires Docker)
+make test-e2e-schema # Run Schemathesis API schema tests
+make test-all      # Run all tests (unit + E2E)
 
 # Utilities
 make clean         # Remove cache and build artifacts
@@ -352,18 +364,29 @@ open htmlcov/index.html
 # Using Makefile (recommended)
 make lint          # Ruff linting
 make format        # Ruff formatting
-make type-check    # mypy type checking
+make type-check    # Pyright type checking
 make validate      # All checks at once
 
+# Security audits
+make dep-audit     # Scan dependencies for CVEs
+make license-check # Check license compliance
+make audit         # All security audits
+make validate-all  # Quality + security checks
+make check         # Full pipeline: quality + security + tests
+
 # Using uv directly
 uv run ruff check app/ tests/
 uv run ruff format app/ tests/
-uv run mypy app/
+uv run pyright app/
 ```
 
 **Tools:**
 - **Ruff**: All-in-one linting, formatting, and import sorting (replaces Black, Flake8, isort)
-- **mypy**: Static type checking with Pydantic plugin
+- **Pyright**: Static type checking (strict mode)
+- **pip-audit**: Dependency vulnerability scanning against the OSV database
+- **pip-licenses**: Dependency license compliance checking
+- **detect-secrets**: Hardcoded secrets/credentials detection
+- **pre-commit**: Git hook framework for automated checks on every commit
 
 All configurations are in `pyproject.toml`.
 
@@ -589,13 +612,42 @@ Configured in `app/core/config.py`:
 - **Security Headers**: CSP, HSTS, X-Frame-Options, etc.
 - **Input Validation**: Pydantic schemas, SQL injection prevention (ORM)
 
+### Security Auditing
+
+Automated, deterministic security checks are built into the development workflow:
+
+```bash
+# Scan dependencies for known vulnerabilities (CVEs)
+make dep-audit
+
+# Check dependency license compliance (blocks GPL-3.0/AGPL)
+make license-check
+
+# Run all security audits
+make audit
+
+# Full pipeline: quality + security + tests
+make check
+```
+
+**Pre-commit hooks** automatically run on every commit:
+- **Ruff** lint + format checks
+- **detect-secrets** blocks commits containing hardcoded secrets
+- **Standard checks**: trailing whitespace, YAML/TOML validation, merge conflict detection, large file prevention
+
+Setup pre-commit hooks:
+```bash
+uv run pre-commit install
+```
+
 ### Security Best Practices
 
-1. **Never commit secrets**: Use `.env` files (git-ignored)
+1. **Never commit secrets**: Use `.env` files (git-ignored), enforced by detect-secrets pre-commit hook
 2. **Strong SECRET_KEY**: Min 32 chars, cryptographically random
 3. **HTTPS in production**: Required for token security
-4. **Regular updates**: Keep dependencies current (`uv sync --upgrade`)
+4. **Regular updates**: Keep dependencies current (`uv sync --upgrade`), run `make dep-audit` to check for CVEs
 5. **Audit logs**: Monitor authentication events
+6. **Run `make check` before pushing**: Validates quality, security, and tests in one command
 
 ---
 
@@ -645,7 +697,11 @@ logging.basicConfig(level=logging.INFO)
 **Built with modern Python tooling:**
 - 🚀 **uv** - 10-100x faster dependency management
 - ⚡ **Ruff** - 10-100x faster linting & formatting
-- 🔍 **mypy** - Static type checking
+- 🔍 **Pyright** - Static type checking (strict mode)
 - ✅ **pytest** - Comprehensive test suite
+- 🔒 **pip-audit** - Dependency vulnerability scanning
+- 🔑 **detect-secrets** - Hardcoded secrets detection
+- 📜 **pip-licenses** - License compliance checking
+- 🪝 **pre-commit** - Automated git hooks
 
 **All configured in a single `pyproject.toml` file!**

backend/app/api/routes/admin.py

@@ -243,7 +243,7 @@ async def admin_get_stats(
 
     # 4. User Status - Active vs Inactive
     logger.info(
-        f"User status counts - Active: {active_count}, Inactive: {inactive_count}"
+        "User status counts - Active: %s, Inactive: %s", active_count, inactive_count
     )
 
     user_status = [
@@ -312,7 +312,7 @@ async def admin_list_users(
         return PaginatedResponse(data=users, pagination=pagination_meta)
 
     except Exception as e:
-        logger.error(f"Error listing users (admin): {e!s}", exc_info=True)
+        logger.exception("Error listing users (admin): %s", e)
         raise
 
 
@@ -336,13 +336,13 @@ async def admin_create_user(
     """
     try:
         user = await user_service.create_user(db, user_in)
-        logger.info(f"Admin {admin.email} created user {user.email}")
+        logger.info("Admin %s created user %s", admin.email, user.email)
         return user
     except DuplicateEntryError as e:
-        logger.warning(f"Failed to create user: {e!s}")
+        logger.warning("Failed to create user: %s", e)
         raise DuplicateError(message=str(e), error_code=ErrorCode.USER_ALREADY_EXISTS)
     except Exception as e:
-        logger.error(f"Error creating user (admin): {e!s}", exc_info=True)
+        logger.exception("Error creating user (admin): %s", e)
         raise
 
 
@@ -380,11 +380,11 @@ async def admin_update_user(
     try:
         user = await user_service.get_user(db, str(user_id))
         updated_user = await user_service.update_user(db, user=user, obj_in=user_in)
-        logger.info(f"Admin {admin.email} updated user {updated_user.email}")
+        logger.info("Admin %s updated user %s", admin.email, updated_user.email)
         return updated_user
 
     except Exception as e:
-        logger.error(f"Error updating user (admin): {e!s}", exc_info=True)
+        logger.exception("Error updating user (admin): %s", e)
         raise
 
 
@@ -413,14 +413,14 @@ async def admin_delete_user(
             )
 
         await user_service.soft_delete_user(db, str(user_id))
-        logger.info(f"Admin {admin.email} deleted user {user.email}")
+        logger.info("Admin %s deleted user %s", admin.email, user.email)
 
         return MessageResponse(
             success=True, message=f"User {user.email} has been deleted"
         )
 
     except Exception as e:
-        logger.error(f"Error deleting user (admin): {e!s}", exc_info=True)
+        logger.exception("Error deleting user (admin): %s", e)
         raise
 
 
@@ -440,14 +440,14 @@ async def admin_activate_user(
     try:
         user = await user_service.get_user(db, str(user_id))
         await user_service.update_user(db, user=user, obj_in={"is_active": True})
-        logger.info(f"Admin {admin.email} activated user {user.email}")
+        logger.info("Admin %s activated user %s", admin.email, user.email)
 
         return MessageResponse(
             success=True, message=f"User {user.email} has been activated"
         )
 
     except Exception as e:
-        logger.error(f"Error activating user (admin): {e!s}", exc_info=True)
+        logger.exception("Error activating user (admin): %s", e)
         raise
 
 
@@ -476,14 +476,14 @@ async def admin_deactivate_user(
             )
 
         await user_service.update_user(db, user=user, obj_in={"is_active": False})
-        logger.info(f"Admin {admin.email} deactivated user {user.email}")
+        logger.info("Admin %s deactivated user %s", admin.email, user.email)
 
         return MessageResponse(
             success=True, message=f"User {user.email} has been deactivated"
         )
 
     except Exception as e:
-        logger.error(f"Error deactivating user (admin): {e!s}", exc_info=True)
+        logger.exception("Error deactivating user (admin): %s", e)
         raise
 
 
@@ -528,8 +528,11 @@ async def admin_bulk_user_action(
         failed_count = requested_count - affected_count
 
         logger.info(
-            f"Admin {admin.email} performed bulk {bulk_action.action.value} "
-            f"on {affected_count} users ({failed_count} skipped/failed)"
+            "Admin %s performed bulk %s on %s users (%s skipped/failed)",
+            admin.email,
+            bulk_action.action.value,
+            affected_count,
+            failed_count,
         )
 
         return BulkActionResult(
@@ -541,7 +544,7 @@ async def admin_bulk_user_action(
         )
 
     except Exception as e:  # pragma: no cover
-        logger.error(f"Error in bulk user action: {e!s}", exc_info=True)
+        logger.exception("Error in bulk user action: %s", e)
         raise
 
 
@@ -602,7 +605,7 @@ async def admin_list_organizations(
         return PaginatedResponse(data=orgs_with_count, pagination=pagination_meta)
 
     except Exception as e:
-        logger.error(f"Error listing organizations (admin): {e!s}", exc_info=True)
+        logger.exception("Error listing organizations (admin): %s", e)
         raise
 
 
@@ -622,7 +625,7 @@ async def admin_create_organization(
     """Create a new organization."""
     try:
         org = await organization_service.create_organization(db, obj_in=org_in)
-        logger.info(f"Admin {admin.email} created organization {org.name}")
+        logger.info("Admin %s created organization %s", admin.email, org.name)
 
         # Add member count
         org_dict = {
@@ -639,10 +642,10 @@ async def admin_create_organization(
         return OrganizationResponse(**org_dict)
 
     except DuplicateEntryError as e:
-        logger.warning(f"Failed to create organization: {e!s}")
+        logger.warning("Failed to create organization: %s", e)
         raise DuplicateError(message=str(e), error_code=ErrorCode.ALREADY_EXISTS)
     except Exception as e:
-        logger.error(f"Error creating organization (admin): {e!s}", exc_info=True)
+        logger.exception("Error creating organization (admin): %s", e)
         raise
 
 
@@ -695,7 +698,7 @@ async def admin_update_organization(
         updated_org = await organization_service.update_organization(
             db, org=org, obj_in=org_in
         )
-        logger.info(f"Admin {admin.email} updated organization {updated_org.name}")
+        logger.info("Admin %s updated organization %s", admin.email, updated_org.name)
 
         org_dict = {
             "id": updated_org.id,
@@ -713,7 +716,7 @@ async def admin_update_organization(
         return OrganizationResponse(**org_dict)
 
     except Exception as e:
-        logger.error(f"Error updating organization (admin): {e!s}", exc_info=True)
+        logger.exception("Error updating organization (admin): %s", e)
         raise
 
 
@@ -733,14 +736,14 @@ async def admin_delete_organization(
     try:
         org = await organization_service.get_organization(db, str(org_id))
         await organization_service.remove_organization(db, str(org_id))
-        logger.info(f"Admin {admin.email} deleted organization {org.name}")
+        logger.info("Admin %s deleted organization %s", admin.email, org.name)
 
         return MessageResponse(
             success=True, message=f"Organization {org.name} has been deleted"
         )
 
     except Exception as e:
-        logger.error(f"Error deleting organization (admin): {e!s}", exc_info=True)
+        logger.exception("Error deleting organization (admin): %s", e)
         raise
 
 
@@ -784,9 +787,7 @@ async def admin_list_organization_members(
     except NotFoundError:
         raise
     except Exception as e:
-        logger.error(
-            f"Error listing organization members (admin): {e!s}", exc_info=True
-        )
+        logger.exception("Error listing organization members (admin): %s", e)
         raise
 
 
@@ -822,8 +823,11 @@ async def admin_add_organization_member(
         )
 
         logger.info(
-            f"Admin {admin.email} added user {user.email} to organization {org.name} "
-            f"with role {request.role.value}"
+            "Admin %s added user %s to organization %s with role %s",
+            admin.email,
+            user.email,
+            org.name,
+            request.role.value,
         )
 
         return MessageResponse(
@@ -831,14 +835,12 @@ async def admin_add_organization_member(
         )
 
     except DuplicateEntryError as e:
-        logger.warning(f"Failed to add user to organization: {e!s}")
+        logger.warning("Failed to add user to organization: %s", e)
         raise DuplicateError(
             message=str(e), error_code=ErrorCode.USER_ALREADY_EXISTS, field="user_id"
         )
     except Exception as e:
-        logger.error(
-            f"Error adding member to organization (admin): {e!s}", exc_info=True
-        )
+        logger.exception("Error adding member to organization (admin): %s", e)
         raise
 
 
@@ -871,7 +873,10 @@ async def admin_remove_organization_member(
             )
 
         logger.info(
-            f"Admin {admin.email} removed user {user.email} from organization {org.name}"
+            "Admin %s removed user %s from organization %s",
+            admin.email,
+            user.email,
+            org.name,
         )
 
         return MessageResponse(
@@ -882,9 +887,7 @@ async def admin_remove_organization_member(
     except NotFoundError:
         raise
     except Exception as e:  # pragma: no cover
-        logger.error(
-            f"Error removing member from organization (admin): {e!s}", exc_info=True
-        )
+        logger.exception("Error removing member from organization (admin): %s", e)
         raise
 
 
@@ -953,7 +956,10 @@ async def admin_list_sessions(
             session_responses.append(session_response)
 
         logger.info(
-            f"Admin {admin.email} listed {len(session_responses)} sessions (total: {total})"
+            "Admin %s listed %s sessions (total: %s)",
+            admin.email,
+            len(session_responses),
+            total,
         )
 
         pagination_meta = create_pagination_meta(
@@ -966,5 +972,5 @@ async def admin_list_sessions(
         return PaginatedResponse(data=session_responses, pagination=pagination_meta)
 
     except Exception as e:  # pragma: no cover
-        logger.error(f"Error listing sessions (admin): {e!s}", exc_info=True)
+        logger.exception("Error listing sessions (admin): %s", e)
         raise

backend/app/api/routes/auth.py

@@ -94,14 +94,15 @@ async def _create_login_session(
         await session_service.create_session(db, obj_in=session_data)
 
         logger.info(
-            f"{login_type.capitalize()} successful: {user.email} from {device_info.device_name} "
-            f"(IP: {device_info.ip_address})"
+            "%s successful: %s from %s (IP: %s)",
+            login_type.capitalize(),
+            user.email,
+            device_info.device_name,
+            device_info.ip_address,
         )
     except Exception as session_err:
         # Log but don't fail login if session creation fails
-        logger.error(
-            f"Failed to create session for {user.email}: {session_err!s}", exc_info=True
-        )
+        logger.exception("Failed to create session for %s: %s", user.email, session_err)
 
 
 @router.post(
@@ -125,19 +126,19 @@ async def register_user(
         return user
     except DuplicateError:
         # SECURITY: Don't reveal if email exists - generic error message
-        logger.warning(f"Registration failed: duplicate email {user_data.email}")
+        logger.warning("Registration failed: duplicate email %s", user_data.email)
         raise HTTPException(
             status_code=status.HTTP_400_BAD_REQUEST,
             detail="Registration failed. Please check your information and try again.",
         )
     except AuthError as e:
-        logger.warning(f"Registration failed: {e!s}")
+        logger.warning("Registration failed: %s", e)
         raise HTTPException(
             status_code=status.HTTP_400_BAD_REQUEST,
             detail="Registration failed. Please check your information and try again.",
         )
     except Exception as e:
-        logger.error(f"Unexpected error during registration: {e!s}", exc_info=True)
+        logger.exception("Unexpected error during registration: %s", e)
         raise DatabaseError(
             message="An unexpected error occurred. Please try again later.",
             error_code=ErrorCode.INTERNAL_ERROR,
@@ -165,7 +166,7 @@ async def login(
 
         # Explicitly check for None result and raise correct exception
         if user is None:
-            logger.warning(f"Invalid login attempt for: {login_data.email}")
+            logger.warning("Invalid login attempt for: %s", login_data.email)
             raise AuthError(
                 message="Invalid email or password",
                 error_code=ErrorCode.INVALID_CREDENTIALS,
@@ -181,11 +182,11 @@ async def login(
 
     except AuthenticationError as e:
         # Handle specific authentication errors like inactive accounts
-        logger.warning(f"Authentication failed: {e!s}")
+        logger.warning("Authentication failed: %s", e)
         raise AuthError(message=str(e), error_code=ErrorCode.INVALID_CREDENTIALS)
     except Exception as e:
         # Handle unexpected errors
-        logger.error(f"Unexpected error during login: {e!s}", exc_info=True)
+        logger.exception("Unexpected error during login: %s", e)
         raise DatabaseError(
             message="An unexpected error occurred. Please try again later.",
             error_code=ErrorCode.INTERNAL_ERROR,
@@ -227,10 +228,10 @@ async def login_oauth(
         # Return full token response with user data
         return tokens
     except AuthenticationError as e:
-        logger.warning(f"OAuth authentication failed: {e!s}")
+        logger.warning("OAuth authentication failed: %s", e)
         raise AuthError(message=str(e), error_code=ErrorCode.INVALID_CREDENTIALS)
     except Exception as e:
-        logger.error(f"Unexpected error during OAuth login: {e!s}", exc_info=True)
+        logger.exception("Unexpected error during OAuth login: %s", e)
         raise DatabaseError(
             message="An unexpected error occurred. Please try again later.",
             error_code=ErrorCode.INTERNAL_ERROR,
@@ -263,7 +264,8 @@ async def refresh_token(
 
         if not session:
             logger.warning(
-                f"Refresh token used for inactive or non-existent session: {refresh_payload.jti}"
+                "Refresh token used for inactive or non-existent session: %s",
+                refresh_payload.jti,
             )
             raise HTTPException(
                 status_code=status.HTTP_401_UNAUTHORIZED,
@@ -286,9 +288,7 @@ async def refresh_token(
                 new_expires_at=datetime.fromtimestamp(new_refresh_payload.exp, tz=UTC),
             )
         except Exception as session_err:
-            logger.error(
-                f"Failed to update session {session.id}: {session_err!s}", exc_info=True
-            )
+            logger.exception("Failed to update session %s: %s", session.id, session_err)
             # Continue anyway - tokens are already issued
 
         return tokens
@@ -311,7 +311,7 @@ async def refresh_token(
         # Re-raise HTTP exceptions (like session revoked)
         raise
     except Exception as e:
-        logger.error(f"Unexpected error during token refresh: {e!s}")
+        logger.error("Unexpected error during token refresh: %s", e)
         raise HTTPException(
             status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
             detail="An unexpected error occurred. Please try again later.",
@@ -358,11 +358,12 @@ async def request_password_reset(
             await email_service.send_password_reset_email(
                 to_email=user.email, reset_token=reset_token, user_name=user.first_name
             )
-            logger.info(f"Password reset requested for {user.email}")
+            logger.info("Password reset requested for %s", user.email)
         else:
             # Log attempt but don't reveal if email exists
             logger.warning(
-                f"Password reset requested for non-existent or inactive email: {reset_request.email}"
+                "Password reset requested for non-existent or inactive email: %s",
+                reset_request.email,
             )
 
         # Always return success to prevent email enumeration
@@ -371,7 +372,7 @@ async def request_password_reset(
             message="If your email is registered, you will receive a password reset link shortly",
         )
     except Exception as e:
-        logger.error(f"Error processing password reset request: {e!s}", exc_info=True)
+        logger.exception("Error processing password reset request: %s", e)
         # Still return success to prevent information leakage
         return MessageResponse(
             success=True,
@@ -432,12 +433,14 @@ async def confirm_password_reset(
                 db, user_id=str(user.id)
             )
             logger.info(
-                f"Password reset successful for {user.email}, invalidated {deactivated_count} sessions"
+                "Password reset successful for %s, invalidated %s sessions",
+                user.email,
+                deactivated_count,
             )
         except Exception as session_error:
             # Log but don't fail password reset if session invalidation fails
             logger.error(
-                f"Failed to invalidate sessions after password reset: {session_error!s}"
+                "Failed to invalidate sessions after password reset: %s", session_error
             )
 
         return MessageResponse(
@@ -448,7 +451,7 @@ async def confirm_password_reset(
     except HTTPException:
         raise
     except Exception as e:
-        logger.error(f"Error confirming password reset: {e!s}", exc_info=True)
+        logger.exception("Error confirming password reset: %s", e)
         await db.rollback()
         raise HTTPException(
             status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
@@ -498,7 +501,7 @@ async def logout(
             )
         except (TokenExpiredError, TokenInvalidError) as e:
             # Even if token is expired/invalid, try to deactivate session
-            logger.warning(f"Logout with invalid/expired token: {e!s}")
+            logger.warning("Logout with invalid/expired token: %s", e)
             # Don't fail - return success anyway
             return MessageResponse(success=True, message="Logged out successfully")
 
@@ -509,8 +512,10 @@ async def logout(
             # Verify session belongs to current user (security check)
             if str(session.user_id) != str(current_user.id):
                 logger.warning(
-                    f"User {current_user.id} attempted to logout session {session.id} "
-                    f"belonging to user {session.user_id}"
+                    "User %s attempted to logout session %s belonging to user %s",
+                    current_user.id,
+                    session.id,
+                    session.user_id,
                 )
                 raise HTTPException(
                     status_code=status.HTTP_403_FORBIDDEN,
@@ -521,14 +526,17 @@ async def logout(
             await session_service.deactivate(db, session_id=str(session.id))
 
             logger.info(
-                f"User {current_user.id} logged out from {session.device_name} "
-                f"(session {session.id})"
+                "User %s logged out from %s (session %s)",
+                current_user.id,
+                session.device_name,
+                session.id,
             )
         else:
             # Session not found - maybe already deleted or never existed
             # Return success anyway (idempotent)
             logger.info(
-                f"Logout requested for non-existent session (JTI: {refresh_payload.jti})"
+                "Logout requested for non-existent session (JTI: %s)",
+                refresh_payload.jti,
             )
 
         return MessageResponse(success=True, message="Logged out successfully")
@@ -536,9 +544,7 @@ async def logout(
     except HTTPException:
         raise
     except Exception as e:
-        logger.error(
-            f"Error during logout for user {current_user.id}: {e!s}", exc_info=True
-        )
+        logger.exception("Error during logout for user %s: %s", current_user.id, e)
         # Don't expose error details
         return MessageResponse(success=True, message="Logged out successfully")
 
@@ -581,7 +587,7 @@ async def logout_all(
         )
 
         logger.info(
-            f"User {current_user.id} logged out from all devices ({count} sessions)"
+            "User %s logged out from all devices (%s sessions)", current_user.id, count
         )
 
         return MessageResponse(
@@ -590,9 +596,7 @@ async def logout_all(
         )
 
     except Exception as e:
-        logger.error(
-            f"Error during logout-all for user {current_user.id}: {e!s}", exc_info=True
-        )
+        logger.exception("Error during logout-all for user %s: %s", current_user.id, e)
         await db.rollback()
         raise HTTPException(
             status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,

backend/app/api/routes/oauth.py

@@ -84,14 +84,16 @@ async def _create_oauth_login_session(
         await session_service.create_session(db, obj_in=session_data)
 
         logger.info(
-            f"OAuth login successful: {user.email} via {provider} "
-            f"from {device_info.device_name} (IP: {device_info.ip_address})"
+            "OAuth login successful: %s via %s from %s (IP: %s)",
+            user.email,
+            provider,
+            device_info.device_name,
+            device_info.ip_address,
         )
     except Exception as session_err:
         # Log but don't fail login if session creation fails
-        logger.error(
-            f"Failed to create session for OAuth login {user.email}: {session_err!s}",
-            exc_info=True,
+        logger.exception(
+            "Failed to create session for OAuth login %s: %s", user.email, session_err
         )
 
 
@@ -176,13 +178,13 @@ async def get_authorization_url(
         }
 
     except AuthError as e:
-        logger.warning(f"OAuth authorization failed: {e!s}")
+        logger.warning("OAuth authorization failed: %s", e)
         raise HTTPException(
             status_code=status.HTTP_400_BAD_REQUEST,
             detail=str(e),
         )
     except Exception as e:
-        logger.error(f"OAuth authorization error: {e!s}", exc_info=True)
+        logger.exception("OAuth authorization error: %s", e)
         raise HTTPException(
             status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
             detail="Failed to create authorization URL",
@@ -250,13 +252,13 @@ async def handle_callback(
         return result
 
     except AuthError as e:
-        logger.warning(f"OAuth callback failed: {e!s}")
+        logger.warning("OAuth callback failed: %s", e)
         raise HTTPException(
             status_code=status.HTTP_401_UNAUTHORIZED,
             detail=str(e),
         )
     except Exception as e:
-        logger.error(f"OAuth callback error: {e!s}", exc_info=True)
+        logger.exception("OAuth callback error: %s", e)
         raise HTTPException(
             status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
             detail="OAuth authentication failed",
@@ -337,13 +339,13 @@ async def unlink_account(
         )
 
     except AuthError as e:
-        logger.warning(f"OAuth unlink failed for {current_user.email}: {e!s}")
+        logger.warning("OAuth unlink failed for %s: %s", current_user.email, e)
         raise HTTPException(
             status_code=status.HTTP_400_BAD_REQUEST,
             detail=str(e),
         )
     except Exception as e:
-        logger.error(f"OAuth unlink error: {e!s}", exc_info=True)
+        logger.exception("OAuth unlink error: %s", e)
         raise HTTPException(
             status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
             detail="Failed to unlink OAuth account",
@@ -419,13 +421,13 @@ async def start_link(
         }
 
     except AuthError as e:
-        logger.warning(f"OAuth link authorization failed: {e!s}")
+        logger.warning("OAuth link authorization failed: %s", e)
         raise HTTPException(
             status_code=status.HTTP_400_BAD_REQUEST,
             detail=str(e),
         )
     except Exception as e:
-        logger.error(f"OAuth link error: {e!s}", exc_info=True)
+        logger.exception("OAuth link error: %s", e)
         raise HTTPException(
             status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
             detail="Failed to create authorization URL",

backend/app/api/routes/oauth_provider.py

@@ -452,7 +452,7 @@ async def token(
             except Exception as e:
                 # Log malformed Basic auth for security monitoring
                 logger.warning(
-                    f"Malformed Basic auth header in token request: {type(e).__name__}"
+                    "Malformed Basic auth header in token request: %s", type(e).__name__
                 )
                 # Fall back to form body
 
@@ -563,7 +563,8 @@ async def revoke(
             except Exception as e:
                 # Log malformed Basic auth for security monitoring
                 logger.warning(
-                    f"Malformed Basic auth header in revoke request: {type(e).__name__}"
+                    "Malformed Basic auth header in revoke request: %s",
+                    type(e).__name__,
                 )
                 # Fall back to form body
 
@@ -585,7 +586,7 @@ async def revoke(
         )
     except Exception as e:
         # Log but don't expose errors per RFC 7009
-        logger.warning(f"Token revocation error: {e}")
+        logger.warning("Token revocation error: %s", e)
 
     # Always return 200 OK per RFC 7009
     return {"status": "ok"}
@@ -634,7 +635,8 @@ async def introspect(
             except Exception as e:
                 # Log malformed Basic auth for security monitoring
                 logger.warning(
-                    f"Malformed Basic auth header in introspect request: {type(e).__name__}"
+                    "Malformed Basic auth header in introspect request: %s",
+                    type(e).__name__,
                 )
                 # Fall back to form body
 
@@ -654,7 +656,7 @@ async def introspect(
             headers={"WWW-Authenticate": "Basic"},
         )
     except Exception as e:
-        logger.warning(f"Token introspection error: {e}")
+        logger.warning("Token introspection error: %s", e)
         return OAuthTokenIntrospectionResponse(active=False)  # pyright: ignore[reportCallIssue]
 
 

backend/app/api/routes/organizations.py

@@ -77,7 +77,7 @@ async def get_my_organizations(
         return orgs_with_data
 
     except Exception as e:
-        logger.error(f"Error getting user organizations: {e!s}", exc_info=True)
+        logger.exception("Error getting user organizations: %s", e)
         raise
 
 
@@ -116,7 +116,7 @@ async def get_organization(
         return OrganizationResponse(**org_dict)
 
     except Exception as e:
-        logger.error(f"Error getting organization: {e!s}", exc_info=True)
+        logger.exception("Error getting organization: %s", e)
         raise
 
 
@@ -160,7 +160,7 @@ async def get_organization_members(
         return PaginatedResponse(data=member_responses, pagination=pagination_meta)
 
     except Exception as e:
-        logger.error(f"Error getting organization members: {e!s}", exc_info=True)
+        logger.exception("Error getting organization members: %s", e)
         raise
 
 
@@ -188,7 +188,7 @@ async def update_organization(
             db, org=org, obj_in=org_in
         )
         logger.info(
-            f"User {current_user.email} updated organization {updated_org.name}"
+            "User %s updated organization %s", current_user.email, updated_org.name
         )
 
         org_dict = {
@@ -207,5 +207,5 @@ async def update_organization(
         return OrganizationResponse(**org_dict)
 
     except Exception as e:
-        logger.error(f"Error updating organization: {e!s}", exc_info=True)
+        logger.exception("Error updating organization: %s", e)
         raise

backend/app/api/routes/sessions.py

@@ -74,9 +74,7 @@ async def list_my_sessions(
                 # For now, we'll mark current based on most recent activity
             except Exception as e:
                 # Optional token parsing - silently ignore failures
-                logger.debug(
-                    f"Failed to decode access token for session marking: {e!s}"
-                )
+                logger.debug("Failed to decode access token for session marking: %s", e)
 
         # Convert to response format
         session_responses = []
@@ -98,7 +96,7 @@ async def list_my_sessions(
             session_responses.append(session_response)
 
         logger.info(
-            f"User {current_user.id} listed {len(session_responses)} active sessions"
+            "User %s listed %s active sessions", current_user.id, len(session_responses)
         )
 
         return SessionListResponse(
@@ -106,9 +104,7 @@ async def list_my_sessions(
         )
 
     except Exception as e:
-        logger.error(
-            f"Error listing sessions for user {current_user.id}: {e!s}", exc_info=True
-        )
+        logger.exception("Error listing sessions for user %s: %s", current_user.id, e)
         raise HTTPException(
             status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
             detail="Failed to retrieve sessions",
@@ -161,8 +157,10 @@ async def revoke_session(
         # Verify session belongs to current user
         if str(session.user_id) != str(current_user.id):
             logger.warning(
-                f"User {current_user.id} attempted to revoke session {session_id} "
-                f"belonging to user {session.user_id}"
+                "User %s attempted to revoke session %s belonging to user %s",
+                current_user.id,
+                session_id,
+                session.user_id,
             )
             raise AuthorizationError(
                 message="You can only revoke your own sessions",
@@ -173,8 +171,10 @@ async def revoke_session(
         await session_service.deactivate(db, session_id=str(session_id))
 
         logger.info(
-            f"User {current_user.id} revoked session {session_id} "
-            f"({session.device_name})"
+            "User %s revoked session %s (%s)",
+            current_user.id,
+            session_id,
+            session.device_name,
         )
 
         return MessageResponse(
@@ -185,7 +185,7 @@ async def revoke_session(
     except (NotFoundError, AuthorizationError):
         raise
     except Exception as e:
-        logger.error(f"Error revoking session {session_id}: {e!s}", exc_info=True)
+        logger.exception("Error revoking session %s: %s", session_id, e)
         raise HTTPException(
             status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
             detail="Failed to revoke session",
@@ -229,7 +229,7 @@ async def cleanup_expired_sessions(
         )
 
         logger.info(
-            f"User {current_user.id} cleaned up {deleted_count} expired sessions"
+            "User %s cleaned up %s expired sessions", current_user.id, deleted_count
         )
 
         return MessageResponse(
@@ -237,9 +237,8 @@ async def cleanup_expired_sessions(
         )
 
     except Exception as e:
-        logger.error(
-            f"Error cleaning up sessions for user {current_user.id}: {e!s}",
-            exc_info=True,
+        logger.exception(
+            "Error cleaning up sessions for user %s: %s", current_user.id, e
         )
         await db.rollback()
         raise HTTPException(

backend/app/api/routes/users.py

@@ -90,7 +90,7 @@ async def list_users(
 
         return PaginatedResponse(data=users, pagination=pagination_meta)
     except Exception as e:
-        logger.error(f"Error listing users: {e!s}", exc_info=True)
+        logger.exception("Error listing users: %s", e)
         raise
 
 
@@ -143,15 +143,13 @@ async def update_current_user(
         updated_user = await user_service.update_user(
             db, user=current_user, obj_in=user_update
         )
-        logger.info(f"User {current_user.id} updated their profile")
+        logger.info("User %s updated their profile", current_user.id)
         return updated_user
     except ValueError as e:
-        logger.error(f"Error updating user {current_user.id}: {e!s}")
+        logger.error("Error updating user %s: %s", current_user.id, e)
         raise
     except Exception as e:
-        logger.error(
-            f"Unexpected error updating user {current_user.id}: {e!s}", exc_info=True
-        )
+        logger.exception("Unexpected error updating user %s: %s", current_user.id, e)
         raise
 
 
@@ -184,7 +182,9 @@ async def get_user_by_id(
     # Check permissions
     if str(user_id) != str(current_user.id) and not current_user.is_superuser:
         logger.warning(
-            f"User {current_user.id} attempted to access user {user_id} without permission"
+            "User %s attempted to access user %s without permission",
+            current_user.id,
+            user_id,
         )
         raise AuthorizationError(
             message="Not enough permissions to view this user",
@@ -229,7 +229,9 @@ async def update_user(
 
     if not is_own_profile and not current_user.is_superuser:
         logger.warning(
-            f"User {current_user.id} attempted to update user {user_id} without permission"
+            "User %s attempted to update user %s without permission",
+            current_user.id,
+            user_id,
         )
         raise AuthorizationError(
             message="Not enough permissions to update this user",
@@ -241,13 +243,13 @@ async def update_user(
 
     try:
         updated_user = await user_service.update_user(db, user=user, obj_in=user_update)
-        logger.info(f"User {user_id} updated by {current_user.id}")
+        logger.info("User %s updated by %s", user_id, current_user.id)
         return updated_user
     except ValueError as e:
-        logger.error(f"Error updating user {user_id}: {e!s}")
+        logger.error("Error updating user %s: %s", user_id, e)
         raise
     except Exception as e:
-        logger.error(f"Unexpected error updating user {user_id}: {e!s}", exc_info=True)
+        logger.exception("Unexpected error updating user %s: %s", user_id, e)
         raise
 
 
@@ -287,19 +289,19 @@ async def change_current_user_password(
         )
 
         if success:
-            logger.info(f"User {current_user.id} changed their password")
+            logger.info("User %s changed their password", current_user.id)
             return MessageResponse(
                 success=True, message="Password changed successfully"
             )
     except AuthenticationError as e:
         logger.warning(
-            f"Failed password change attempt for user {current_user.id}: {e!s}"
+            "Failed password change attempt for user %s: %s", current_user.id, e
         )
         raise AuthorizationError(
             message=str(e), error_code=ErrorCode.INVALID_CREDENTIALS
         )
     except Exception as e:
-        logger.error(f"Error changing password for user {current_user.id}: {e!s}")
+        logger.error("Error changing password for user %s: %s", current_user.id, e)
         raise
 
 
@@ -343,13 +345,13 @@ async def delete_user(
     try:
         # Use soft delete instead of hard delete
         await user_service.soft_delete_user(db, str(user_id))
-        logger.info(f"User {user_id} soft-deleted by {current_user.id}")
+        logger.info("User %s soft-deleted by %s", user_id, current_user.id)
         return MessageResponse(
             success=True, message=f"User {user_id} deleted successfully"
         )
     except ValueError as e:
-        logger.error(f"Error deleting user {user_id}: {e!s}")
+        logger.error("Error deleting user %s: %s", user_id, e)
         raise
     except Exception as e:
-        logger.error(f"Unexpected error deleting user {user_id}: {e!s}", exc_info=True)
+        logger.exception("Unexpected error deleting user %s: %s", user_id, e)
         raise

backend/app/core/database.py

@@ -139,7 +139,7 @@ async def async_transaction_scope() -> AsyncGenerator[AsyncSession, None]:
             logger.debug("Async transaction committed successfully")
         except Exception as e:
             await session.rollback()
-            logger.error(f"Async transaction failed, rolling back: {e!s}")
+            logger.error("Async transaction failed, rolling back: %s", e)
             raise
         finally:
             await session.close()
@@ -155,7 +155,7 @@ async def check_async_database_health() -> bool:
             await db.execute(text("SELECT 1"))
         return True
     except Exception as e:
-        logger.error(f"Async database health check failed: {e!s}")
+        logger.error("Async database health check failed: %s", e)
         return False
 
 

backend/app/core/exceptions.py

@@ -143,8 +143,11 @@ async def api_exception_handler(request: Request, exc: APIException) -> JSONResp
     Returns a standardized error response with error code and message.
     """
     logger.warning(
-        f"API exception: {exc.error_code} - {exc.message} "
-        f"(status: {exc.status_code}, path: {request.url.path})"
+        "API exception: %s - %s (status: %s, path: %s)",
+        exc.error_code,
+        exc.message,
+        exc.status_code,
+        request.url.path,
     )
 
     error_response = ErrorResponse(
@@ -186,7 +189,9 @@ async def validation_exception_handler(
             )
         )
 
-    logger.warning(f"Validation error: {len(errors)} errors (path: {request.url.path})")
+    logger.warning(
+        "Validation error: %s errors (path: %s)", len(errors), request.url.path
+    )
 
     error_response = ErrorResponse(errors=errors)
 
@@ -218,7 +223,10 @@ async def http_exception_handler(request: Request, exc: HTTPException) -> JSONRe
     )
 
     logger.warning(
-        f"HTTP exception: {exc.status_code} - {exc.detail} (path: {request.url.path})"
+        "HTTP exception: %s - %s (path: %s)",
+        exc.status_code,
+        exc.detail,
+        request.url.path,
     )
 
     error_response = ErrorResponse(
@@ -239,10 +247,11 @@ async def unhandled_exception_handler(request: Request, exc: Exception) -> JSONR
     Logs the full exception and returns a generic error response to avoid
     leaking sensitive information in production.
     """
-    logger.error(
-        f"Unhandled exception: {type(exc).__name__} - {exc!s} "
-        f"(path: {request.url.path})",
-        exc_info=True,
+    logger.exception(
+        "Unhandled exception: %s - %s (path: %s)",
+        type(exc).__name__,
+        exc,
+        request.url.path,
     )
 
     # In production, don't expose internal error details

backend/app/init_db.py

@@ -44,7 +44,8 @@ async def init_db() -> User | None:
     if not settings.FIRST_SUPERUSER_EMAIL or not settings.FIRST_SUPERUSER_PASSWORD:
         logger.warning(
             "First superuser credentials not configured in settings. "
-            f"Using defaults: {superuser_email}"
+            "Using defaults: %s",
+            superuser_email,
         )
 
     async with SessionLocal() as session:
@@ -53,7 +54,7 @@ async def init_db() -> User | None:
             existing_user = await user_crud.get_by_email(session, email=superuser_email)
 
             if existing_user:
-                logger.info(f"Superuser already exists: {existing_user.email}")
+                logger.info("Superuser already exists: %s", existing_user.email)
                 return existing_user
 
             # Create superuser if doesn't exist
@@ -69,7 +70,7 @@ async def init_db() -> User | None:
             await session.commit()
             await session.refresh(user)
 
-            logger.info(f"Created first superuser: {user.email}")
+            logger.info("Created first superuser: %s", user.email)
 
             # Create demo data if in demo mode
             if settings.DEMO_MODE:
@@ -79,7 +80,7 @@ async def init_db() -> User | None:
 
         except Exception as e:
             await session.rollback()
-            logger.error(f"Error initializing database: {e}")
+            logger.error("Error initializing database: %s", e)
             raise
 
 
@@ -92,7 +93,7 @@ async def load_demo_data(session):
     """Load demo data from JSON file."""
     demo_data_path = Path(__file__).parent / "core" / "demo_data.json"
     if not demo_data_path.exists():
-        logger.warning(f"Demo data file not found: {demo_data_path}")
+        logger.warning("Demo data file not found: %s", demo_data_path)
         return
 
     try:
@@ -119,7 +120,7 @@ async def load_demo_data(session):
                 session.add(org)
                 await session.flush()  # Flush to get ID
                 org_map[org.slug] = org
-                logger.info(f"Created demo organization: {org.name}")
+                logger.info("Created demo organization: %s", org.name)
             else:
                 # We can't easily get the ORM object from raw SQL result for map without querying again or mapping
                 # So let's just query it properly if we need it for relationships
@@ -174,7 +175,10 @@ async def load_demo_data(session):
                 )
 
                 logger.info(
-                    f"Created demo user: {user.email} (created {days_ago} days ago, active={user_data.get('is_active', True)})"
+                    "Created demo user: %s (created %s days ago, active=%s)",
+                    user.email,
+                    days_ago,
+                    user_data.get("is_active", True),
                 )
 
                 # Add to organization if specified
@@ -187,15 +191,15 @@ async def load_demo_data(session):
                         user_id=user.id, organization_id=org.id, role=role
                     )
                     session.add(member)
-                    logger.info(f"Added {user.email} to {org.name} as {role}")
+                    logger.info("Added %s to %s as %s", user.email, org.name, role)
             else:
-                logger.info(f"Demo user already exists: {existing_user.email}")
+                logger.info("Demo user already exists: %s", existing_user.email)
 
         await session.commit()
         logger.info("Demo data loaded successfully")
 
     except Exception as e:
-        logger.error(f"Error loading demo data: {e}")
+        logger.error("Error loading demo data: %s", e)
         raise
 
 

backend/app/main.py

@@ -1,7 +1,7 @@
 import logging
 import os
 from contextlib import asynccontextmanager
-from datetime import datetime
+from datetime import UTC, datetime
 from typing import Any
 
 from apscheduler.schedulers.asyncio import AsyncIOScheduler
@@ -16,7 +16,7 @@ from slowapi.util import get_remote_address
 from app.api.main import api_router
 from app.api.routes.oauth_provider import wellknown_router as oauth_wellknown_router
 from app.core.config import settings
-from app.core.database import check_database_health
+from app.core.database import check_database_health, close_async_db
 from app.core.exceptions import (
     APIException,
     api_exception_handler,
@@ -72,6 +72,7 @@ async def lifespan(app: FastAPI):
     if os.getenv("IS_TEST", "False") != "True":
         scheduler.shutdown()
         logger.info("Scheduled jobs stopped")
+    await close_async_db()
 
 
 logger.info("Starting app!!!")
@@ -294,7 +295,7 @@ async def health_check() -> JSONResponse:
     """
     health_status: dict[str, Any] = {
         "status": "healthy",
-        "timestamp": datetime.utcnow().isoformat() + "Z",
+        "timestamp": datetime.now(UTC).isoformat().replace("+00:00", "Z"),
         "version": settings.VERSION,
         "environment": settings.ENVIRONMENT,
         "checks": {},
@@ -319,7 +320,7 @@ async def health_check() -> JSONResponse:
             "message": f"Database connection failed: {e!s}",
         }
         response_status = status.HTTP_503_SERVICE_UNAVAILABLE
-        logger.error(f"Health check failed - database error: {e}")
+        logger.error("Health check failed - database error: %s", e)
 
     return JSONResponse(status_code=response_status, content=health_status)
 

backend/app/repositories/base.py

@@ -68,7 +68,7 @@ class BaseRepository[
             else:
                 uuid_obj = uuid.UUID(str(id))
         except (ValueError, AttributeError, TypeError) as e:
-            logger.warning(f"Invalid UUID format: {id} - {e!s}")
+            logger.warning("Invalid UUID format: %s - %s", id, e)
             return None
 
         try:
@@ -81,7 +81,9 @@ class BaseRepository[
             result = await db.execute(query)
             return result.scalar_one_or_none()
         except Exception as e:
-            logger.error(f"Error retrieving {self.model.__name__} with id {id}: {e!s}")
+            logger.error(
+                "Error retrieving %s with id %s: %s", self.model.__name__, id, e
+            )
             raise
 
     async def get_multi(
@@ -113,7 +115,7 @@ class BaseRepository[
             return list(result.scalars().all())
         except Exception as e:
             logger.error(
-                f"Error retrieving multiple {self.model.__name__} records: {e!s}"
+                "Error retrieving multiple %s records: %s", self.model.__name__, e
             )
             raise
 
@@ -138,22 +140,24 @@ class BaseRepository[
             error_msg = str(e.orig) if hasattr(e, "orig") else str(e)
             if "unique" in error_msg.lower() or "duplicate" in error_msg.lower():
                 logger.warning(
-                    f"Duplicate entry attempted for {self.model.__name__}: {error_msg}"
+                    "Duplicate entry attempted for %s: %s",
+                    self.model.__name__,
+                    error_msg,
                 )
                 raise DuplicateEntryError(
                     f"A {self.model.__name__} with this data already exists"
                 )
-            logger.error(f"Integrity error creating {self.model.__name__}: {error_msg}")
+            logger.error(
+                "Integrity error creating %s: %s", self.model.__name__, error_msg
+            )
             raise IntegrityConstraintError(f"Database integrity error: {error_msg}")
         except (OperationalError, DataError) as e:  # pragma: no cover
             await db.rollback()
-            logger.error(f"Database error creating {self.model.__name__}: {e!s}")
+            logger.error("Database error creating %s: %s", self.model.__name__, e)
             raise IntegrityConstraintError(f"Database operation failed: {e!s}")
         except Exception as e:  # pragma: no cover
             await db.rollback()
-            logger.error(
-                f"Unexpected error creating {self.model.__name__}: {e!s}", exc_info=True
-            )
+            logger.exception("Unexpected error creating %s: %s", self.model.__name__, e)
             raise
 
     async def update(
@@ -184,22 +188,24 @@ class BaseRepository[
             error_msg = str(e.orig) if hasattr(e, "orig") else str(e)
             if "unique" in error_msg.lower() or "duplicate" in error_msg.lower():
                 logger.warning(
-                    f"Duplicate entry attempted for {self.model.__name__}: {error_msg}"
+                    "Duplicate entry attempted for %s: %s",
+                    self.model.__name__,
+                    error_msg,
                 )
                 raise DuplicateEntryError(
                     f"A {self.model.__name__} with this data already exists"
                 )
-            logger.error(f"Integrity error updating {self.model.__name__}: {error_msg}")
+            logger.error(
+                "Integrity error updating %s: %s", self.model.__name__, error_msg
+            )
             raise IntegrityConstraintError(f"Database integrity error: {error_msg}")
         except (OperationalError, DataError) as e:
             await db.rollback()
-            logger.error(f"Database error updating {self.model.__name__}: {e!s}")
+            logger.error("Database error updating %s: %s", self.model.__name__, e)
             raise IntegrityConstraintError(f"Database operation failed: {e!s}")
         except Exception as e:
             await db.rollback()
-            logger.error(
-                f"Unexpected error updating {self.model.__name__}: {e!s}", exc_info=True
-            )
+            logger.exception("Unexpected error updating %s: %s", self.model.__name__, e)
             raise
 
     async def remove(self, db: AsyncSession, *, id: str) -> ModelType | None:
@@ -210,7 +216,7 @@ class BaseRepository[
             else:
                 uuid_obj = uuid.UUID(str(id))
         except (ValueError, AttributeError, TypeError) as e:
-            logger.warning(f"Invalid UUID format for deletion: {id} - {e!s}")
+            logger.warning("Invalid UUID format for deletion: %s - %s", id, e)
             return None
 
         try:
@@ -221,7 +227,7 @@ class BaseRepository[
 
             if obj is None:
                 logger.warning(
-                    f"{self.model.__name__} with id {id} not found for deletion"
+                    "%s with id %s not found for deletion", self.model.__name__, id
                 )
                 return None
 
@@ -231,15 +237,16 @@ class BaseRepository[
         except IntegrityError as e:
             await db.rollback()
             error_msg = str(e.orig) if hasattr(e, "orig") else str(e)
-            logger.error(f"Integrity error deleting {self.model.__name__}: {error_msg}")
+            logger.error(
+                "Integrity error deleting %s: %s", self.model.__name__, error_msg
+            )
             raise IntegrityConstraintError(
                 f"Cannot delete {self.model.__name__}: referenced by other records"
             )
         except Exception as e:
             await db.rollback()
-            logger.error(
-                f"Error deleting {self.model.__name__} with id {id}: {e!s}",
-                exc_info=True,
+            logger.exception(
+                "Error deleting %s with id %s: %s", self.model.__name__, id, e
             )
             raise
 
@@ -298,7 +305,7 @@ class BaseRepository[
             return items, total
         except Exception as e:  # pragma: no cover
             logger.error(
-                f"Error retrieving paginated {self.model.__name__} records: {e!s}"
+                "Error retrieving paginated %s records: %s", self.model.__name__, e
             )
             raise
 
@@ -308,7 +315,7 @@ class BaseRepository[
             result = await db.execute(select(func.count(self.model.id)))
             return result.scalar_one()
         except Exception as e:
-            logger.error(f"Error counting {self.model.__name__} records: {e!s}")
+            logger.error("Error counting %s records: %s", self.model.__name__, e)
             raise
 
     async def exists(self, db: AsyncSession, id: str) -> bool:
@@ -330,7 +337,7 @@ class BaseRepository[
             else:
                 uuid_obj = uuid.UUID(str(id))
         except (ValueError, AttributeError, TypeError) as e:
-            logger.warning(f"Invalid UUID format for soft deletion: {id} - {e!s}")
+            logger.warning("Invalid UUID format for soft deletion: %s - %s", id, e)
             return None
 
         try:
@@ -341,12 +348,12 @@ class BaseRepository[
 
             if obj is None:
                 logger.warning(
-                    f"{self.model.__name__} with id {id} not found for soft deletion"
+                    "%s with id %s not found for soft deletion", self.model.__name__, id
                 )
                 return None
 
             if not hasattr(self.model, "deleted_at"):
-                logger.error(f"{self.model.__name__} does not support soft deletes")
+                logger.error("%s does not support soft deletes", self.model.__name__)
                 raise InvalidInputError(
                     f"{self.model.__name__} does not have a deleted_at column"
                 )
@@ -358,9 +365,8 @@ class BaseRepository[
             return obj
         except Exception as e:
             await db.rollback()
-            logger.error(
-                f"Error soft deleting {self.model.__name__} with id {id}: {e!s}",
-                exc_info=True,
+            logger.exception(
+                "Error soft deleting %s with id %s: %s", self.model.__name__, id, e
             )
             raise
 
@@ -376,7 +382,7 @@ class BaseRepository[
             else:
                 uuid_obj = uuid.UUID(str(id))
         except (ValueError, AttributeError, TypeError) as e:
-            logger.warning(f"Invalid UUID format for restoration: {id} - {e!s}")
+            logger.warning("Invalid UUID format for restoration: %s - %s", id, e)
             return None
 
         try:
@@ -388,14 +394,16 @@ class BaseRepository[
                 )
                 obj = result.scalar_one_or_none()
             else:
-                logger.error(f"{self.model.__name__} does not support soft deletes")
+                logger.error("%s does not support soft deletes", self.model.__name__)
                 raise InvalidInputError(
                     f"{self.model.__name__} does not have a deleted_at column"
                 )
 
             if obj is None:
                 logger.warning(
-                    f"Soft-deleted {self.model.__name__} with id {id} not found for restoration"
+                    "Soft-deleted %s with id %s not found for restoration",
+                    self.model.__name__,
+                    id,
                 )
                 return None
 
@@ -406,8 +414,7 @@ class BaseRepository[
             return obj
         except Exception as e:
             await db.rollback()
-            logger.error(
-                f"Error restoring {self.model.__name__} with id {id}: {e!s}",
-                exc_info=True,
+            logger.exception(
+                "Error restoring %s with id %s: %s", self.model.__name__, id, e
             )
             raise

backend/app/repositories/oauth_account.py

@@ -50,7 +50,10 @@ class OAuthAccountRepository(
             return result.scalar_one_or_none()
         except Exception as e:  # pragma: no cover
             logger.error(
-                f"Error getting OAuth account for {provider}:{provider_user_id}: {e!s}"
+                "Error getting OAuth account for %s:%s: %s",
+                provider,
+                provider_user_id,
+                e,
             )
             raise
 
@@ -76,7 +79,7 @@ class OAuthAccountRepository(
             return result.scalar_one_or_none()
         except Exception as e:  # pragma: no cover
             logger.error(
-                f"Error getting OAuth account for {provider} email {email}: {e!s}"
+                "Error getting OAuth account for %s email %s: %s", provider, email, e
             )
             raise
 
@@ -97,7 +100,7 @@ class OAuthAccountRepository(
             )
             return list(result.scalars().all())
         except Exception as e:  # pragma: no cover
-            logger.error(f"Error getting OAuth accounts for user {user_id}: {e!s}")
+            logger.error("Error getting OAuth accounts for user %s: %s", user_id, e)
             raise
 
     async def get_user_account_by_provider(
@@ -122,7 +125,10 @@ class OAuthAccountRepository(
             return result.scalar_one_or_none()
         except Exception as e:  # pragma: no cover
             logger.error(
-                f"Error getting OAuth account for user {user_id}, provider {provider}: {e!s}"
+                "Error getting OAuth account for user %s, provider %s: %s",
+                user_id,
+                provider,
+                e,
             )
             raise
 
@@ -145,7 +151,9 @@ class OAuthAccountRepository(
             await db.refresh(db_obj)
 
             logger.info(
-                f"OAuth account created: {obj_in.provider} linked to user {obj_in.user_id}"
+                "OAuth account created: %s linked to user %s",
+                obj_in.provider,
+                obj_in.user_id,
             )
             return db_obj
         except IntegrityError as e:  # pragma: no cover
@@ -153,16 +161,18 @@ class OAuthAccountRepository(
             error_msg = str(e.orig) if hasattr(e, "orig") else str(e)
             if "uq_oauth_provider_user" in error_msg.lower():
                 logger.warning(
-                    f"OAuth account already exists: {obj_in.provider}:{obj_in.provider_user_id}"
+                    "OAuth account already exists: %s:%s",
+                    obj_in.provider,
+                    obj_in.provider_user_id,
                 )
                 raise DuplicateEntryError(
                     f"This {obj_in.provider} account is already linked to another user"
                 )
-            logger.error(f"Integrity error creating OAuth account: {error_msg}")
+            logger.error("Integrity error creating OAuth account: %s", error_msg)
             raise DuplicateEntryError(f"Failed to create OAuth account: {error_msg}")
         except Exception as e:  # pragma: no cover
             await db.rollback()
-            logger.error(f"Error creating OAuth account: {e!s}", exc_info=True)
+            logger.exception("Error creating OAuth account: %s", e)
             raise
 
     async def delete_account(
@@ -189,18 +199,20 @@ class OAuthAccountRepository(
             deleted = result.rowcount > 0
             if deleted:
                 logger.info(
-                    f"OAuth account deleted: {provider} unlinked from user {user_id}"
+                    "OAuth account deleted: %s unlinked from user %s", provider, user_id
                 )
             else:
                 logger.warning(
-                    f"OAuth account not found for deletion: {provider} for user {user_id}"
+                    "OAuth account not found for deletion: %s for user %s",
+                    provider,
+                    user_id,
                 )
 
             return deleted
         except Exception as e:  # pragma: no cover
             await db.rollback()
             logger.error(
-                f"Error deleting OAuth account {provider} for user {user_id}: {e!s}"
+                "Error deleting OAuth account %s for user %s: %s", provider, user_id, e
             )
             raise
 
@@ -229,7 +241,7 @@ class OAuthAccountRepository(
             return account
         except Exception as e:  # pragma: no cover
             await db.rollback()
-            logger.error(f"Error updating OAuth tokens: {e!s}")
+            logger.error("Error updating OAuth tokens: %s", e)
             raise
 
 

backend/app/repositories/oauth_client.py

@@ -42,7 +42,7 @@ class OAuthClientRepository(
             )
             return result.scalar_one_or_none()
         except Exception as e:  # pragma: no cover
-            logger.error(f"Error getting OAuth client {client_id}: {e!s}")
+            logger.error("Error getting OAuth client %s: %s", client_id, e)
             raise
 
     async def create_client(
@@ -80,17 +80,17 @@ class OAuthClientRepository(
             await db.refresh(db_obj)
 
             logger.info(
-                f"OAuth client created: {obj_in.client_name} ({client_id[:8]}...)"
+                "OAuth client created: %s (%s...)", obj_in.client_name, client_id[:8]
             )
             return db_obj, client_secret
         except IntegrityError as e:  # pragma: no cover
             await db.rollback()
             error_msg = str(e.orig) if hasattr(e, "orig") else str(e)
-            logger.error(f"Error creating OAuth client: {error_msg}")
+            logger.error("Error creating OAuth client: %s", error_msg)
             raise DuplicateEntryError(f"Failed to create OAuth client: {error_msg}")
         except Exception as e:  # pragma: no cover
             await db.rollback()
-            logger.error(f"Error creating OAuth client: {e!s}", exc_info=True)
+            logger.exception("Error creating OAuth client: %s", e)
             raise
 
     async def deactivate_client(
@@ -107,11 +107,11 @@ class OAuthClientRepository(
             await db.commit()
             await db.refresh(client)
 
-            logger.info(f"OAuth client deactivated: {client.client_name}")
+            logger.info("OAuth client deactivated: %s", client.client_name)
             return client
         except Exception as e:  # pragma: no cover
             await db.rollback()
-            logger.error(f"Error deactivating OAuth client {client_id}: {e!s}")
+            logger.error("Error deactivating OAuth client %s: %s", client_id, e)
             raise
 
     async def validate_redirect_uri(
@@ -125,7 +125,7 @@ class OAuthClientRepository(
 
             return redirect_uri in (client.redirect_uris or [])
         except Exception as e:  # pragma: no cover
-            logger.error(f"Error validating redirect URI: {e!s}")
+            logger.error("Error validating redirect URI: %s", e)
             return False
 
     async def verify_client_secret(
@@ -158,7 +158,7 @@ class OAuthClientRepository(
                 secret_hash = hashlib.sha256(client_secret.encode()).hexdigest()
                 return secrets.compare_digest(stored_hash, secret_hash)
         except Exception as e:  # pragma: no cover
-            logger.error(f"Error verifying client secret: {e!s}")
+            logger.error("Error verifying client secret: %s", e)
             return False
 
     async def get_all_clients(
@@ -173,7 +173,7 @@ class OAuthClientRepository(
             result = await db.execute(query)
             return list(result.scalars().all())
         except Exception as e:  # pragma: no cover
-            logger.error(f"Error getting all OAuth clients: {e!s}")
+            logger.error("Error getting all OAuth clients: %s", e)
             raise
 
     async def delete_client(self, db: AsyncSession, *, client_id: str) -> bool:
@@ -186,14 +186,14 @@ class OAuthClientRepository(
 
             deleted = result.rowcount > 0
             if deleted:
-                logger.info(f"OAuth client deleted: {client_id}")
+                logger.info("OAuth client deleted: %s", client_id)
             else:
-                logger.warning(f"OAuth client not found for deletion: {client_id}")
+                logger.warning("OAuth client not found for deletion: %s", client_id)
 
             return deleted
         except Exception as e:  # pragma: no cover
             await db.rollback()
-            logger.error(f"Error deleting OAuth client {client_id}: {e!s}")
+            logger.error("Error deleting OAuth client %s: %s", client_id, e)
             raise
 
 

backend/app/repositories/oauth_state.py

@@ -42,16 +42,16 @@ class OAuthStateRepository(BaseRepository[OAuthState, OAuthStateCreate, EmptySch
             await db.commit()
             await db.refresh(db_obj)
 
-            logger.debug(f"OAuth state created for {obj_in.provider}")
+            logger.debug("OAuth state created for %s", obj_in.provider)
             return db_obj
         except IntegrityError as e:  # pragma: no cover
             await db.rollback()
             error_msg = str(e.orig) if hasattr(e, "orig") else str(e)
-            logger.error(f"OAuth state collision: {error_msg}")
+            logger.error("OAuth state collision: %s", error_msg)
             raise DuplicateEntryError("Failed to create OAuth state, please retry")
         except Exception as e:  # pragma: no cover
             await db.rollback()
-            logger.error(f"Error creating OAuth state: {e!s}", exc_info=True)
+            logger.exception("Error creating OAuth state: %s", e)
             raise
 
     async def get_and_consume_state(
@@ -65,7 +65,7 @@ class OAuthStateRepository(BaseRepository[OAuthState, OAuthStateCreate, EmptySch
             db_obj = result.scalar_one_or_none()
 
             if db_obj is None:
-                logger.warning(f"OAuth state not found: {state[:8]}...")
+                logger.warning("OAuth state not found: %s...", state[:8])
                 return None
 
             now = datetime.now(UTC)
@@ -74,7 +74,7 @@ class OAuthStateRepository(BaseRepository[OAuthState, OAuthStateCreate, EmptySch
                 expires_at = expires_at.replace(tzinfo=UTC)
 
             if expires_at < now:
-                logger.warning(f"OAuth state expired: {state[:8]}...")
+                logger.warning("OAuth state expired: %s...", state[:8])
                 await db.delete(db_obj)
                 await db.commit()
                 return None
@@ -82,11 +82,11 @@ class OAuthStateRepository(BaseRepository[OAuthState, OAuthStateCreate, EmptySch
             await db.delete(db_obj)
             await db.commit()
 
-            logger.debug(f"OAuth state consumed: {state[:8]}...")
+            logger.debug("OAuth state consumed: %s...", state[:8])
             return db_obj
         except Exception as e:  # pragma: no cover
             await db.rollback()
-            logger.error(f"Error consuming OAuth state: {e!s}")
+            logger.error("Error consuming OAuth state: %s", e)
             raise
 
     async def cleanup_expired(self, db: AsyncSession) -> int:
@@ -100,12 +100,12 @@ class OAuthStateRepository(BaseRepository[OAuthState, OAuthStateCreate, EmptySch
 
             count = result.rowcount
             if count > 0:
-                logger.info(f"Cleaned up {count} expired OAuth states")
+                logger.info("Cleaned up %s expired OAuth states", count)
 
             return count
         except Exception as e:  # pragma: no cover
             await db.rollback()
-            logger.error(f"Error cleaning up expired OAuth states: {e!s}")
+            logger.error("Error cleaning up expired OAuth states: %s", e)
             raise
 
 

backend/app/repositories/organization.py

@@ -35,7 +35,7 @@ class OrganizationRepository(
             )
             return result.scalar_one_or_none()
         except Exception as e:
-            logger.error(f"Error getting organization by slug {slug}: {e!s}")
+            logger.error("Error getting organization by slug %s: %s", slug, e)
             raise
 
     async def create(
@@ -62,17 +62,15 @@ class OrganizationRepository(
                 or "unique" in error_msg.lower()
                 or "duplicate" in error_msg.lower()
             ):
-                logger.warning(f"Duplicate slug attempted: {obj_in.slug}")
+                logger.warning("Duplicate slug attempted: %s", obj_in.slug)
                 raise DuplicateEntryError(
                     f"Organization with slug '{obj_in.slug}' already exists"
                 )
-            logger.error(f"Integrity error creating organization: {error_msg}")
+            logger.error("Integrity error creating organization: %s", error_msg)
             raise IntegrityConstraintError(f"Database integrity error: {error_msg}")
         except Exception as e:
             await db.rollback()
-            logger.error(
-                f"Unexpected error creating organization: {e!s}", exc_info=True
-            )
+            logger.exception("Unexpected error creating organization: %s", e)
             raise
 
     async def get_multi_with_filters(
@@ -117,7 +115,7 @@ class OrganizationRepository(
 
             return organizations, total
         except Exception as e:
-            logger.error(f"Error getting organizations with filters: {e!s}")
+            logger.error("Error getting organizations with filters: %s", e)
             raise
 
     async def get_member_count(self, db: AsyncSession, *, organization_id: UUID) -> int:
@@ -134,7 +132,7 @@ class OrganizationRepository(
             return result.scalar_one() or 0
         except Exception as e:
             logger.error(
-                f"Error getting member count for organization {organization_id}: {e!s}"
+                "Error getting member count for organization %s: %s", organization_id, e
             )
             raise
 
@@ -207,9 +205,7 @@ class OrganizationRepository(
             return orgs_with_counts, total
 
         except Exception as e:
-            logger.error(
-                f"Error getting organizations with member counts: {e!s}", exc_info=True
-            )
+            logger.exception("Error getting organizations with member counts: %s", e)
             raise
 
     async def add_user(
@@ -259,11 +255,11 @@ class OrganizationRepository(
             return user_org
         except IntegrityError as e:
             await db.rollback()
-            logger.error(f"Integrity error adding user to organization: {e!s}")
+            logger.error("Integrity error adding user to organization: %s", e)
             raise IntegrityConstraintError("Failed to add user to organization")
         except Exception as e:
             await db.rollback()
-            logger.error(f"Error adding user to organization: {e!s}", exc_info=True)
+            logger.exception("Error adding user to organization: %s", e)
             raise
 
     async def remove_user(
@@ -289,7 +285,7 @@ class OrganizationRepository(
             return True
         except Exception as e:
             await db.rollback()
-            logger.error(f"Error removing user from organization: {e!s}", exc_info=True)
+            logger.exception("Error removing user from organization: %s", e)
             raise
 
     async def update_user_role(
@@ -324,7 +320,7 @@ class OrganizationRepository(
             return user_org
         except Exception as e:
             await db.rollback()
-            logger.error(f"Error updating user role: {e!s}", exc_info=True)
+            logger.exception("Error updating user role: %s", e)
             raise
 
     async def get_organization_members(
@@ -384,7 +380,7 @@ class OrganizationRepository(
 
             return members, total
         except Exception as e:
-            logger.error(f"Error getting organization members: {e!s}")
+            logger.error("Error getting organization members: %s", e)
             raise
 
     async def get_user_organizations(
@@ -407,7 +403,7 @@ class OrganizationRepository(
             result = await db.execute(query)
             return list(result.scalars().all())
         except Exception as e:
-            logger.error(f"Error getting user organizations: {e!s}")
+            logger.error("Error getting user organizations: %s", e)
             raise
 
     async def get_user_organizations_with_details(
@@ -456,9 +452,7 @@ class OrganizationRepository(
             ]
 
         except Exception as e:
-            logger.error(
-                f"Error getting user organizations with details: {e!s}", exc_info=True
-            )
+            logger.exception("Error getting user organizations with details: %s", e)
             raise
 
     async def get_user_role_in_org(
@@ -479,7 +473,7 @@ class OrganizationRepository(
 
             return user_org.role if user_org else None  # pyright: ignore[reportReturnType]
         except Exception as e:
-            logger.error(f"Error getting user role in org: {e!s}")
+            logger.error("Error getting user role in org: %s", e)
             raise
 
     async def is_user_org_owner(

backend/app/repositories/session.py

@@ -29,7 +29,7 @@ class SessionRepository(BaseRepository[UserSession, SessionCreate, SessionUpdate
             )
             return result.scalar_one_or_none()
         except Exception as e:
-            logger.error(f"Error getting session by JTI {jti}: {e!s}")
+            logger.error("Error getting session by JTI %s: %s", jti, e)
             raise
 
     async def get_active_by_jti(
@@ -47,7 +47,7 @@ class SessionRepository(BaseRepository[UserSession, SessionCreate, SessionUpdate
             )
             return result.scalar_one_or_none()
         except Exception as e:
-            logger.error(f"Error getting active session by JTI {jti}: {e!s}")
+            logger.error("Error getting active session by JTI %s: %s", jti, e)
             raise
 
     async def get_user_sessions(
@@ -74,7 +74,7 @@ class SessionRepository(BaseRepository[UserSession, SessionCreate, SessionUpdate
             result = await db.execute(query)
             return list(result.scalars().all())
         except Exception as e:
-            logger.error(f"Error getting sessions for user {user_id}: {e!s}")
+            logger.error("Error getting sessions for user %s: %s", user_id, e)
             raise
 
     async def create_session(
@@ -100,14 +100,16 @@ class SessionRepository(BaseRepository[UserSession, SessionCreate, SessionUpdate
             await db.refresh(db_obj)
 
             logger.info(
-                f"Session created for user {obj_in.user_id} from {obj_in.device_name} "
-                f"(IP: {obj_in.ip_address})"
+                "Session created for user %s from %s (IP: %s)",
+                obj_in.user_id,
+                obj_in.device_name,
+                obj_in.ip_address,
             )
 
             return db_obj
         except Exception as e:
             await db.rollback()
-            logger.error(f"Error creating session: {e!s}", exc_info=True)
+            logger.exception("Error creating session: %s", e)
             raise IntegrityConstraintError(f"Failed to create session: {e!s}")
 
     async def deactivate(
@@ -117,7 +119,7 @@ class SessionRepository(BaseRepository[UserSession, SessionCreate, SessionUpdate
         try:
             session = await self.get(db, id=session_id)
             if not session:
-                logger.warning(f"Session {session_id} not found for deactivation")
+                logger.warning("Session %s not found for deactivation", session_id)
                 return None
 
             session.is_active = False
@@ -126,14 +128,16 @@ class SessionRepository(BaseRepository[UserSession, SessionCreate, SessionUpdate
             await db.refresh(session)
 
             logger.info(
-                f"Session {session_id} deactivated for user {session.user_id} "
-                f"({session.device_name})"
+                "Session %s deactivated for user %s (%s)",
+                session_id,
+                session.user_id,
+                session.device_name,
             )
 
             return session
         except Exception as e:
             await db.rollback()
-            logger.error(f"Error deactivating session {session_id}: {e!s}")
+            logger.error("Error deactivating session %s: %s", session_id, e)
             raise
 
     async def deactivate_all_user_sessions(
@@ -154,12 +158,12 @@ class SessionRepository(BaseRepository[UserSession, SessionCreate, SessionUpdate
 
             count = result.rowcount
 
-            logger.info(f"Deactivated {count} sessions for user {user_id}")
+            logger.info("Deactivated %s sessions for user %s", count, user_id)
 
             return count
         except Exception as e:
             await db.rollback()
-            logger.error(f"Error deactivating all sessions for user {user_id}: {e!s}")
+            logger.error("Error deactivating all sessions for user %s: %s", user_id, e)
             raise
 
     async def update_last_used(
@@ -174,7 +178,7 @@ class SessionRepository(BaseRepository[UserSession, SessionCreate, SessionUpdate
             return session
         except Exception as e:
             await db.rollback()
-            logger.error(f"Error updating last_used for session {session.id}: {e!s}")
+            logger.error("Error updating last_used for session %s: %s", session.id, e)
             raise
 
     async def update_refresh_token(
@@ -197,7 +201,7 @@ class SessionRepository(BaseRepository[UserSession, SessionCreate, SessionUpdate
         except Exception as e:
             await db.rollback()
             logger.error(
-                f"Error updating refresh token for session {session.id}: {e!s}"
+                "Error updating refresh token for session %s: %s", session.id, e
             )
             raise
 
@@ -221,12 +225,12 @@ class SessionRepository(BaseRepository[UserSession, SessionCreate, SessionUpdate
             count = result.rowcount
 
             if count > 0:
-                logger.info(f"Cleaned up {count} expired sessions using bulk DELETE")
+                logger.info("Cleaned up %s expired sessions using bulk DELETE", count)
 
             return count
         except Exception as e:
             await db.rollback()
-            logger.error(f"Error cleaning up expired sessions: {e!s}")
+            logger.error("Error cleaning up expired sessions: %s", e)
             raise
 
     async def cleanup_expired_for_user(self, db: AsyncSession, *, user_id: str) -> int:
@@ -235,7 +239,7 @@ class SessionRepository(BaseRepository[UserSession, SessionCreate, SessionUpdate
             try:
                 uuid_obj = uuid.UUID(user_id)
             except (ValueError, AttributeError):
-                logger.error(f"Invalid UUID format: {user_id}")
+                logger.error("Invalid UUID format: %s", user_id)
                 raise InvalidInputError(f"Invalid user ID format: {user_id}")
 
             now = datetime.now(UTC)
@@ -255,14 +259,16 @@ class SessionRepository(BaseRepository[UserSession, SessionCreate, SessionUpdate
 
             if count > 0:
                 logger.info(
-                    f"Cleaned up {count} expired sessions for user {user_id} using bulk DELETE"
+                    "Cleaned up %s expired sessions for user %s using bulk DELETE",
+                    count,
+                    user_id,
                 )
 
             return count
         except Exception as e:
             await db.rollback()
             logger.error(
-                f"Error cleaning up expired sessions for user {user_id}: {e!s}"
+                "Error cleaning up expired sessions for user %s: %s", user_id, e
             )
             raise
 
@@ -278,7 +284,7 @@ class SessionRepository(BaseRepository[UserSession, SessionCreate, SessionUpdate
             )
             return result.scalar_one()
         except Exception as e:
-            logger.error(f"Error counting sessions for user {user_id}: {e!s}")
+            logger.error("Error counting sessions for user %s: %s", user_id, e)
             raise
 
     async def get_all_sessions(
@@ -319,7 +325,7 @@ class SessionRepository(BaseRepository[UserSession, SessionCreate, SessionUpdate
             return sessions, total
 
         except Exception as e:
-            logger.error(f"Error getting all sessions: {e!s}", exc_info=True)
+            logger.exception("Error getting all sessions: %s", e)
             raise
 
 

backend/app/repositories/user.py

@@ -28,7 +28,7 @@ class UserRepository(BaseRepository[User, UserCreate, UserUpdate]):
             result = await db.execute(select(User).where(User.email == email))
             return result.scalar_one_or_none()
         except Exception as e:
-            logger.error(f"Error getting user by email {email}: {e!s}")
+            logger.error("Error getting user by email %s: %s", email, e)
             raise
 
     async def create(self, db: AsyncSession, *, obj_in: UserCreate) -> User:
@@ -57,15 +57,15 @@ class UserRepository(BaseRepository[User, UserCreate, UserUpdate]):
             await db.rollback()
             error_msg = str(e.orig) if hasattr(e, "orig") else str(e)
             if "email" in error_msg.lower():
-                logger.warning(f"Duplicate email attempted: {obj_in.email}")
+                logger.warning("Duplicate email attempted: %s", obj_in.email)
                 raise DuplicateEntryError(
                     f"User with email {obj_in.email} already exists"
                 )
-            logger.error(f"Integrity error creating user: {error_msg}")
+            logger.error("Integrity error creating user: %s", error_msg)
             raise DuplicateEntryError(f"Database integrity error: {error_msg}")
         except Exception as e:
             await db.rollback()
-            logger.error(f"Unexpected error creating user: {e!s}", exc_info=True)
+            logger.exception("Unexpected error creating user: %s", e)
             raise
 
     async def create_oauth_user(
@@ -93,13 +93,13 @@ class UserRepository(BaseRepository[User, UserCreate, UserUpdate]):
             await db.rollback()
             error_msg = str(e.orig) if hasattr(e, "orig") else str(e)
             if "email" in error_msg.lower():
-                logger.warning(f"Duplicate email attempted: {email}")
+                logger.warning("Duplicate email attempted: %s", email)
                 raise DuplicateEntryError(f"User with email {email} already exists")
-            logger.error(f"Integrity error creating OAuth user: {error_msg}")
+            logger.error("Integrity error creating OAuth user: %s", error_msg)
             raise DuplicateEntryError(f"Database integrity error: {error_msg}")
         except Exception as e:
             await db.rollback()
-            logger.error(f"Unexpected error creating OAuth user: {e!s}", exc_info=True)
+            logger.exception("Unexpected error creating OAuth user: %s", e)
             raise
 
     async def update(
@@ -184,7 +184,7 @@ class UserRepository(BaseRepository[User, UserCreate, UserUpdate]):
             return users, total
 
         except Exception as e:
-            logger.error(f"Error retrieving paginated users: {e!s}")
+            logger.error("Error retrieving paginated users: %s", e)
             raise
 
     async def bulk_update_status(
@@ -206,12 +206,14 @@ class UserRepository(BaseRepository[User, UserCreate, UserUpdate]):
             await db.commit()
 
             updated_count = result.rowcount
-            logger.info(f"Bulk updated {updated_count} users to is_active={is_active}")
+            logger.info(
+                "Bulk updated %s users to is_active=%s", updated_count, is_active
+            )
             return updated_count
 
         except Exception as e:
             await db.rollback()
-            logger.error(f"Error bulk updating user status: {e!s}", exc_info=True)
+            logger.exception("Error bulk updating user status: %s", e)
             raise
 
     async def bulk_soft_delete(
@@ -246,12 +248,12 @@ class UserRepository(BaseRepository[User, UserCreate, UserUpdate]):
             await db.commit()
 
             deleted_count = result.rowcount
-            logger.info(f"Bulk soft deleted {deleted_count} users")
+            logger.info("Bulk soft deleted %s users", deleted_count)
             return deleted_count
 
         except Exception as e:
             await db.rollback()
-            logger.error(f"Error bulk deleting users: {e!s}", exc_info=True)
+            logger.exception("Error bulk deleting users: %s", e)
             raise
 
     def is_active(self, user: User) -> bool:

backend/app/services/auth_service.py

@@ -85,7 +85,7 @@ class AuthService:
             # Delegate creation (hashing + commit) to the repository
             user = await user_repo.create(db, obj_in=user_data)
 
-            logger.info(f"User created successfully: {user.email}")
+            logger.info("User created successfully: %s", user.email)
             return user
 
         except (AuthenticationError, DuplicateError):
@@ -94,7 +94,7 @@ class AuthService:
         except DuplicateEntryError as e:
             raise DuplicateError(str(e))
         except Exception as e:
-            logger.error(f"Error creating user: {e!s}", exc_info=True)
+            logger.exception("Error creating user: %s", e)
             raise AuthenticationError(f"Failed to create user: {e!s}")
 
     @staticmethod
@@ -166,7 +166,7 @@ class AuthService:
             return AuthService.create_tokens(user)
 
         except (TokenExpiredError, TokenInvalidError) as e:
-            logger.warning(f"Token refresh failed: {e!s}")
+            logger.warning("Token refresh failed: %s", e)
             raise
 
     @staticmethod
@@ -201,7 +201,7 @@ class AuthService:
             new_hash = await get_password_hash_async(new_password)
             await user_repo.update_password(db, user=user, password_hash=new_hash)
 
-            logger.info(f"Password changed successfully for user {user_id}")
+            logger.info("Password changed successfully for user %s", user_id)
             return True
 
         except AuthenticationError:
@@ -210,9 +210,7 @@ class AuthService:
         except Exception as e:
             # Rollback on any database errors
             await db.rollback()
-            logger.error(
-                f"Error changing password for user {user_id}: {e!s}", exc_info=True
-            )
+            logger.exception("Error changing password for user %s: %s", user_id, e)
             raise AuthenticationError(f"Failed to change password: {e!s}")
 
     @staticmethod
@@ -241,5 +239,5 @@ class AuthService:
 
         new_hash = await get_password_hash_async(new_password)
         user = await user_repo.update_password(db, user=user, password_hash=new_hash)
-        logger.info(f"Password reset successfully for {email}")
+        logger.info("Password reset successfully for %s", email)
         return user

backend/app/services/email_service.py

@@ -58,8 +58,8 @@ class ConsoleEmailBackend(EmailBackend):
         logger.info("=" * 80)
         logger.info("EMAIL SENT (Console Backend)")
         logger.info("=" * 80)
-        logger.info(f"To: {', '.join(to)}")
-        logger.info(f"Subject: {subject}")
+        logger.info("To: %s", ", ".join(to))
+        logger.info("Subject: %s", subject)
         logger.info("-" * 80)
         if text_content:
             logger.info("Plain Text Content:")
@@ -199,7 +199,7 @@ The {settings.PROJECT_NAME} Team
                 text_content=text_content,
             )
         except Exception as e:
-            logger.error(f"Failed to send password reset email to {to_email}: {e!s}")
+            logger.error("Failed to send password reset email to %s: %s", to_email, e)
             return False
 
     async def send_email_verification(
@@ -287,7 +287,7 @@ The {settings.PROJECT_NAME} Team
                 text_content=text_content,
             )
         except Exception as e:
-            logger.error(f"Failed to send verification email to {to_email}: {e!s}")
+            logger.error("Failed to send verification email to %s: %s", to_email, e)
             return False
 
 

backend/app/services/oauth_provider_service.py

@@ -139,7 +139,7 @@ def verify_pkce(code_verifier: str, code_challenge: str, method: str) -> bool:
     if method != "S256":
         # SECURITY: Reject any method other than S256
         # 'plain' method provides no security against code interception attacks
-        logger.warning(f"PKCE verification rejected for unsupported method: {method}")
+        logger.warning("PKCE verification rejected for unsupported method: %s", method)
         return False
 
     # SHA-256 hash, then base64url encode (RFC 7636 Section 4.2)
@@ -257,7 +257,9 @@ def validate_scopes(client: OAuthClient, requested_scopes: list[str]) -> list[st
     # Warn if some scopes were filtered out
     invalid = requested - allowed
     if invalid:
-        logger.warning(f"Client {client.client_id} requested invalid scopes: {invalid}")
+        logger.warning(
+            "Client %s requested invalid scopes: %s", client.client_id, invalid
+        )
 
     return list(valid)
 
@@ -320,7 +322,9 @@ async def create_authorization_code(
     )
 
     logger.info(
-        f"Created authorization code for user {user.id} and client {client.client_id}"
+        "Created authorization code for user %s and client %s",
+        user.id,
+        client.client_id,
     )
     return code
 
@@ -369,7 +373,8 @@ async def exchange_authorization_code(
         if existing_code and existing_code.used:
             # Code reuse is a security incident - revoke all tokens for this grant
             logger.warning(
-                f"Authorization code reuse detected for client {existing_code.client_id}"
+                "Authorization code reuse detected for client %s",
+                existing_code.client_id,
             )
             await revoke_tokens_for_user_client(
                 db, UUID(str(existing_code.user_id)), str(existing_code.client_id)
@@ -527,7 +532,7 @@ async def create_tokens(
         ip_address=ip_address,
     )
 
-    logger.info(f"Issued tokens for user {user.id} to client {client.client_id}")
+    logger.info("Issued tokens for user %s to client %s", user.id, client.client_id)
 
     return {
         "access_token": access_token,
@@ -580,7 +585,7 @@ async def refresh_tokens(
     if token_record.revoked:
         # Token reuse after revocation - security incident
         logger.warning(
-            f"Revoked refresh token reuse detected for client {token_record.client_id}"
+            "Revoked refresh token reuse detected for client %s", token_record.client_id
         )
         raise InvalidGrantError("Refresh token has been revoked")
 
@@ -672,7 +677,7 @@ async def revoke_token(
                 raise InvalidClientError("Token was not issued to this client")
 
             await oauth_provider_token_repo.revoke(db, token=refresh_record)
-            logger.info(f"Revoked refresh token {refresh_record.jti[:8]}...")
+            logger.info("Revoked refresh token %s...", refresh_record.jti[:8])
             return True
 
     # Try as access token (JWT)
@@ -696,7 +701,7 @@ async def revoke_token(
                         raise InvalidClientError("Token was not issued to this client")
                     await oauth_provider_token_repo.revoke(db, token=refresh_record)
                     logger.info(
-                        f"Revoked refresh token via access token JTI {jti[:8]}..."
+                        "Revoked refresh token via access token JTI %s...", jti[:8]
                     )
                     return True
         except JWTError:
@@ -731,7 +736,7 @@ async def revoke_tokens_for_user_client(
 
     if count > 0:
         logger.warning(
-            f"Revoked {count} tokens for user {user_id} and client {client_id}"
+            "Revoked %s tokens for user %s and client %s", count, user_id, client_id
         )
 
     return count
@@ -753,7 +758,7 @@ async def revoke_all_user_tokens(db: AsyncSession, user_id: UUID) -> int:
     count = await oauth_provider_token_repo.revoke_all_for_user(db, user_id=user_id)
 
     if count > 0:
-        logger.info(f"Revoked {count} OAuth provider tokens for user {user_id}")
+        logger.info("Revoked %s OAuth provider tokens for user %s", count, user_id)
 
     return count
 

backend/app/services/oauth_service.py

@@ -219,7 +219,7 @@ class OAuthService:
                 **auth_params,
             )
 
-        logger.info(f"OAuth authorization URL created for {provider}")
+        logger.info("OAuth authorization URL created for %s", provider)
         return url, state
 
     @staticmethod
@@ -254,8 +254,9 @@ class OAuthService:
         # This prevents authorization code injection attacks (RFC 6749 Section 10.6)
         if state_record.redirect_uri != redirect_uri:
             logger.warning(
-                f"OAuth redirect_uri mismatch: expected {state_record.redirect_uri}, "
-                f"got {redirect_uri}"
+                "OAuth redirect_uri mismatch: expected %s, got %s",
+                state_record.redirect_uri,
+                redirect_uri,
             )
             raise AuthenticationError("Redirect URI mismatch")
 
@@ -299,7 +300,7 @@ class OAuthService:
             except AuthenticationError:
                 raise
             except Exception as e:
-                logger.error(f"OAuth token exchange failed: {e!s}")
+                logger.error("OAuth token exchange failed: %s", e)
                 raise AuthenticationError("Failed to exchange authorization code")
 
             # Get user info from provider
@@ -312,7 +313,7 @@ class OAuthService:
                     client, provider, config, access_token
                 )
             except Exception as e:
-                logger.error(f"Failed to get user info: {e!s}")
+                logger.error("Failed to get user info: %s", e)
                 raise AuthenticationError(
                     "Failed to get user information from provider"
                 )
@@ -353,7 +354,7 @@ class OAuthService:
                     + timedelta(seconds=token.get("expires_in", 3600)),
                 )
 
-            logger.info(f"OAuth login successful for {user.email} via {provider}")
+            logger.info("OAuth login successful for %s via %s", user.email, provider)
 
         elif state_record.user_id:
             # Account linking flow (user is already logged in)
@@ -387,7 +388,7 @@ class OAuthService:
             )
             await oauth_account.create_account(db, obj_in=oauth_create)
 
-            logger.info(f"OAuth account linked: {provider} -> {user.email}")
+            logger.info("OAuth account linked: %s -> %s", provider, user.email)
 
         else:
             # New OAuth login - check for existing user by email
@@ -409,7 +410,9 @@ class OAuthService:
                 if existing_provider:
                     # This shouldn't happen if we got here, but safety check
                     logger.warning(
-                        f"OAuth account already linked (race condition?): {provider} -> {user.email}"
+                        "OAuth account already linked (race condition?): %s -> %s",
+                        provider,
+                        user.email,
                     )
                 else:
                     # Create OAuth account link
@@ -427,7 +430,9 @@ class OAuthService:
                     )
                     await oauth_account.create_account(db, obj_in=oauth_create)
 
-                logger.info(f"OAuth auto-linked by email: {provider} -> {user.email}")
+                logger.info(
+                    "OAuth auto-linked by email: %s -> %s", provider, user.email
+                )
 
             else:
                 # Create new user
@@ -447,7 +452,7 @@ class OAuthService:
                 )
                 is_new_user = True
 
-                logger.info(f"New user created via OAuth: {user.email} ({provider})")
+                logger.info("New user created via OAuth: %s (%s)", user.email, provider)
 
         # Generate JWT tokens
         claims = {
@@ -583,8 +588,9 @@ class OAuthService:
             token_nonce = payload.get("nonce")
             if token_nonce != expected_nonce:
                 logger.warning(
-                    f"OAuth ID token nonce mismatch: expected {expected_nonce}, "
-                    f"got {token_nonce}"
+                    "OAuth ID token nonce mismatch: expected %s, got %s",
+                    expected_nonce,
+                    token_nonce,
                 )
                 raise AuthenticationError("Invalid ID token nonce")
 
@@ -592,14 +598,14 @@ class OAuthService:
             return payload
 
         except JWTError as e:
-            logger.warning(f"Google ID token verification failed: {e}")
+            logger.warning("Google ID token verification failed: %s", e)
             raise AuthenticationError("Invalid ID token signature")
         except httpx.HTTPError as e:
-            logger.error(f"Failed to fetch Google JWKS: {e}")
+            logger.error("Failed to fetch Google JWKS: %s", e)
             # If we can't verify the ID token, fail closed for security
             raise AuthenticationError("Failed to verify ID token")
         except Exception as e:
-            logger.error(f"Unexpected error verifying Google ID token: {e}")
+            logger.error("Unexpected error verifying Google ID token: %s", e)
             raise AuthenticationError("ID token verification error")
 
     @staticmethod
@@ -701,7 +707,7 @@ class OAuthService:
         if not deleted:
             raise AuthenticationError(f"No {provider} account found to unlink")
 
-        logger.info(f"OAuth provider unlinked: {provider} from {user.email}")
+        logger.info("OAuth provider unlinked: %s from %s", provider, user.email)
         return True
 
     @staticmethod

backend/app/services/session_cleanup.py

@@ -35,12 +35,12 @@ async def cleanup_expired_sessions(keep_days: int = 30) -> int:
             # Use CRUD method to cleanup
             count = await session_crud.cleanup_expired(db, keep_days=keep_days)
 
-            logger.info(f"Session cleanup complete: {count} sessions deleted")
+            logger.info("Session cleanup complete: %s sessions deleted", count)
 
             return count
 
         except Exception as e:
-            logger.error(f"Error during session cleanup: {e!s}", exc_info=True)
+            logger.exception("Error during session cleanup: %s", e)
             return 0
 
 
@@ -79,10 +79,10 @@ async def get_session_statistics() -> dict:
                 "expired": expired_sessions,
             }
 
-            logger.info(f"Session statistics: {stats}")
+            logger.info("Session statistics: %s", stats)
 
             return stats
 
         except Exception as e:
-            logger.error(f"Error getting session statistics: {e!s}", exc_info=True)
+            logger.exception("Error getting session statistics: %s", e)
             return {}

backend/docs/ARCHITECTURE.md

@@ -117,7 +117,8 @@ backend/
 │   ├── api/                        # API layer
 │   │   ├── dependencies/           # Dependency injection
 │   │   │   ├── auth.py            # Authentication dependencies
-│   │   │   └── permissions.py     # Authorization dependencies
+│   │   │   ├── permissions.py     # Authorization dependencies
+│   │   │   └── services.py        # Service singleton injection
 │   │   ├── routes/                # API endpoints
 │   │   │   ├── auth.py            # Authentication routes
 │   │   │   ├── users.py           # User management routes
@@ -131,13 +132,14 @@ backend/
 │   │   ├── config.py              # Application configuration
 │   │   ├── database.py            # Database connection
 │   │   ├── exceptions.py          # Custom exception classes
+│   │   ├── repository_exceptions.py # Repository-level exception hierarchy
 │   │   └── middleware.py          # Custom middleware
 │   │
-│   ├── crud/                       # Database operations
-│   │   ├── base.py                # Generic CRUD base class
-│   │   ├── user.py                # User CRUD operations
-│   │   ├── session.py             # Session CRUD operations
-│   │   └── organization.py        # Organization CRUD
+│   ├── repositories/               # Data access layer
+│   │   ├── base.py                # Generic repository base class
+│   │   ├── user.py                # User repository
+│   │   ├── session.py             # Session repository
+│   │   └── organization.py        # Organization repository
 │   │
 │   ├── models/                     # SQLAlchemy models
 │   │   ├── base.py                # Base model with mixins
@@ -153,8 +155,11 @@ backend/
 │   │   ├── sessions.py            # Session schemas
 │   │   └── organizations.py       # Organization schemas
 │   │
-│   ├── services/                   # Business logic
+│   ├── services/                   # Business logic layer
 │   │   ├── auth_service.py        # Authentication service
+│   │   ├── user_service.py        # User management service
+│   │   ├── session_service.py     # Session management service
+│   │   ├── organization_service.py # Organization service
 │   │   ├── email_service.py       # Email service
 │   │   └── session_cleanup.py     # Background cleanup
 │   │
@@ -168,20 +173,25 @@ backend/
 │
 ├── tests/                          # Test suite
 │   ├── api/                        # Integration tests
-│   ├── crud/                       # CRUD tests
+│   ├── repositories/               # Repository unit tests
+│   ├── services/                   # Service unit tests
 │   ├── models/                     # Model tests
-│   ├── services/                   # Service tests
 │   └── conftest.py                 # Test configuration
 │
 ├── docs/                           # Documentation
 │   ├── ARCHITECTURE.md             # This file
 │   ├── CODING_STANDARDS.md         # Coding standards
+│   ├── COMMON_PITFALLS.md          # Common mistakes to avoid
+│   ├── E2E_TESTING.md              # E2E testing guide
 │   └── FEATURE_EXAMPLE.md          # Feature implementation guide
 │
-├── requirements.txt                # Python dependencies
-├── pytest.ini                      # Pytest configuration
-├── .coveragerc                     # Coverage configuration
-└── alembic.ini                     # Alembic configuration
+├── pyproject.toml                  # Dependencies, tool configs (Ruff, pytest, coverage, Pyright)
+├── uv.lock                         # Locked dependency versions (commit to git)
+├── Makefile                        # Development commands (quality, security, testing)
+├── .pre-commit-config.yaml         # Pre-commit hook configuration
+├── .secrets.baseline               # detect-secrets baseline (known false positives)
+├── alembic.ini                     # Alembic configuration
+└── migrate.py                      # Migration helper script
 ```
 
 ## Layered Architecture
@@ -214,11 +224,11 @@ The application follows a strict 5-layer architecture:
 └──────────────────────────┬──────────────────────────────────┘
                            │ calls
 ┌──────────────────────────▼──────────────────────────────────┐
-│                    CRUD Layer (crud/)                        │
+│              Repository Layer (repositories/)                │
 │  - Database operations                                       │
 │  - Query building                                            │
-│  - Transaction management                                    │
-│  - Error handling                                            │
+│  - Custom repository exceptions                              │
+│  - No business logic                                         │
 └──────────────────────────┬──────────────────────────────────┘
                            │ uses
 ┌──────────────────────────▼──────────────────────────────────┐
@@ -262,7 +272,7 @@ async def get_current_user_info(
 
 **Rules**:
 - Should NOT contain business logic
-- Should NOT directly perform database operations (use CRUD or services)
+- Should NOT directly call repositories (use services injected via `dependencies/services.py`)
 - Must validate all input via Pydantic schemas
 - Must specify response models
 - Should apply appropriate rate limits
@@ -279,9 +289,9 @@ async def get_current_user_info(
 
 **Example**:
 ```python
-def get_current_user(
+async def get_current_user(
     token: str = Depends(oauth2_scheme),
-    db: Session = Depends(get_db)
+    db: AsyncSession = Depends(get_db)
 ) -> User:
     """
     Extract and validate user from JWT token.
@@ -295,7 +305,7 @@ def get_current_user(
     except Exception:
         raise AuthenticationError("Invalid authentication credentials")
 
-    user = user_crud.get(db, id=user_id)
+    user = await user_repo.get(db, id=user_id)
     if not user:
         raise AuthenticationError("User not found")
 
@@ -313,7 +323,7 @@ def get_current_user(
 **Responsibility**: Implement complex business logic
 
 **Key Functions**:
-- Orchestrate multiple CRUD operations
+- Orchestrate multiple repository operations
 - Implement business rules
 - Handle external service integration
 - Coordinate transactions
@@ -323,9 +333,9 @@ def get_current_user(
 class AuthService:
     """Authentication service with business logic."""
 
-    def login(
+    async def login(
         self,
-        db: Session,
+        db: AsyncSession,
         email: str,
         password: str,
         request: Request
@@ -339,8 +349,8 @@ class AuthService:
         3. Generate tokens
         4. Return tokens and user info
         """
-        # Validate credentials
-        user = user_crud.get_by_email(db, email=email)
+        # Validate credentials via repository
+        user = await user_repo.get_by_email(db, email=email)
         if not user or not verify_password(password, user.hashed_password):
             raise AuthenticationError("Invalid credentials")
 
@@ -350,11 +360,10 @@ class AuthService:
         # Extract device info
         device_info = extract_device_info(request)
 
-        # Create session
-        session = session_crud.create_session(
+        # Create session via repository
+        session = await session_repo.create(
             db,
-            user_id=user.id,
-            device_info=device_info
+            obj_in=SessionCreate(user_id=user.id, **device_info)
         )
 
         # Generate tokens
@@ -373,75 +382,60 @@ class AuthService:
 
 **Rules**:
 - Contains business logic, not just data operations
-- Can call multiple CRUD operations
+- Can call multiple repository operations
 - Should handle complex workflows
 - Must maintain data consistency
 - Should use transactions when needed
 
-#### 4. CRUD Layer (`app/crud/`)
+#### 4. Repository Layer (`app/repositories/`)
 
-**Responsibility**: Database operations and queries
+**Responsibility**: Database operations and queries — no business logic
 
 **Key Functions**:
 - Create, read, update, delete operations
 - Build database queries
-- Handle database errors
+- Raise custom repository exceptions (`DuplicateEntryError`, `IntegrityConstraintError`)
 - Manage soft deletes
 - Implement pagination and filtering
 
 **Example**:
 ```python
-class CRUDSession(CRUDBase[UserSession, SessionCreate, SessionUpdate]):
-    """CRUD operations for user sessions."""
+class SessionRepository(RepositoryBase[UserSession, SessionCreate, SessionUpdate]):
+    """Repository for user sessions — database operations only."""
 
-    def get_by_jti(self, db: Session, jti: UUID) -> Optional[UserSession]:
+    async def get_by_jti(self, db: AsyncSession, *, jti: str) -> UserSession | None:
         """Get session by refresh token JTI."""
-        try:
-            return (
-                db.query(UserSession)
-                .filter(UserSession.refresh_token_jti == jti)
-                .first()
-            )
-        except Exception as e:
-            logger.error(f"Error getting session by JTI: {str(e)}")
-            return None
+        result = await db.execute(
+            select(UserSession).where(UserSession.refresh_token_jti == jti)
+        )
+        return result.scalar_one_or_none()
 
-    def get_active_by_jti(
-        self,
-        db: Session,
-        jti: UUID
-    ) -> Optional[UserSession]:
-        """Get active session by refresh token JTI."""
-        session = self.get_by_jti(db, jti=jti)
-        if session and session.is_active and not session.is_expired:
-            return session
-        return None
-
-    def deactivate(self, db: Session, session_id: UUID) -> bool:
+    async def deactivate(self, db: AsyncSession, *, session_id: UUID) -> bool:
         """Deactivate a session (logout)."""
         try:
-            session = self.get(db, id=session_id)
+            session = await self.get(db, id=session_id)
             if not session:
                 return False
 
             session.is_active = False
-            db.commit()
+            await db.commit()
             logger.info(f"Session {session_id} deactivated")
             return True
 
         except Exception as e:
-            db.rollback()
+            await db.rollback()
             logger.error(f"Error deactivating session: {str(e)}")
             return False
 ```
 
 **Rules**:
 - Should NOT contain business logic
-- Must handle database exceptions
-- Must use parameterized queries (SQLAlchemy does this)
+- Must raise custom repository exceptions (not raw `ValueError`/`IntegrityError`)
+- Must use async SQLAlchemy 2.0 `select()` API (never `db.query()`)
 - Should log all database errors
 - Must rollback on errors
 - Should use soft deletes when possible
+- **Never imported directly by routes** — always called through services
 
 #### 5. Data Layer (`app/models/` + `app/schemas/`)
 
@@ -546,51 +540,23 @@ SessionLocal = sessionmaker(
 #### Dependency Injection Pattern
 
 ```python
-def get_db() -> Generator[Session, None, None]:
+async def get_db() -> AsyncGenerator[AsyncSession, None]:
     """
-    Database session dependency for FastAPI routes.
+    Async database session dependency for FastAPI routes.
 
-    Automatically commits on success, rolls back on error.
+    The session is passed to service methods; commit/rollback is
+    managed inside service or repository methods.
     """
-    db = SessionLocal()
-    try:
+    async with AsyncSessionLocal() as db:
         yield db
-    finally:
-        db.close()
 
-# Usage in routes
+# Usage in routes — always through a service, never direct repository
 @router.get("/users")
-def list_users(db: Session = Depends(get_db)):
-    return user_crud.get_multi(db)
-```
-
-#### Context Manager Pattern
-
-```python
-@contextmanager
-def transaction_scope() -> Generator[Session, None, None]:
-    """
-    Context manager for database transactions.
-
-    Use for complex operations requiring multiple steps.
-    Automatically commits on success, rolls back on error.
-    """
-    db = SessionLocal()
-    try:
-        yield db
-        db.commit()
-    except Exception:
-        db.rollback()
-        raise
-    finally:
-        db.close()
-
-# Usage in services
-def complex_operation():
-    with transaction_scope() as db:
-        user = user_crud.create(db, obj_in=user_data)
-        session = session_crud.create(db, session_data)
-        return user, session
+async def list_users(
+    user_service: UserService = Depends(get_user_service),
+    db: AsyncSession = Depends(get_db),
+):
+    return await user_service.get_users(db)
 ```
 
 ### Model Mixins
@@ -782,22 +748,15 @@ def get_profile(
 
 ```python
 @router.delete("/sessions/{session_id}")
-def revoke_session(
+async def revoke_session(
     session_id: UUID,
     current_user: User = Depends(get_current_user),
-    db: Session = Depends(get_db)
+    session_service: SessionService = Depends(get_session_service),
+    db: AsyncSession = Depends(get_db),
 ):
     """Users can only revoke their own sessions."""
-    session = session_crud.get(db, id=session_id)
-
-    if not session:
-        raise NotFoundError("Session not found")
-
-    # Check ownership
-    if session.user_id != current_user.id:
-        raise AuthorizationError("You can only revoke your own sessions")
-
-    session_crud.deactivate(db, session_id=session_id)
+    # SessionService verifies ownership and raises NotFoundError / AuthorizationError
+    await session_service.revoke_session(db, session_id=session_id, user_id=current_user.id)
     return MessageResponse(success=True, message="Session revoked")
 ```
 
@@ -1061,23 +1020,27 @@ from app.services.session_cleanup import cleanup_expired_sessions
 
 scheduler = AsyncIOScheduler()
 
-@app.on_event("startup")
-async def startup_event():
-    """Start background jobs on application startup."""
-    if not settings.IS_TEST:  # Don't run in tests
+@asynccontextmanager
+async def lifespan(app: FastAPI):
+    """Application lifespan context manager."""
+    # Startup
+    if os.getenv("IS_TEST", "False") != "True":
         scheduler.add_job(
             cleanup_expired_sessions,
             "cron",
             hour=2,  # Run at 2 AM daily
-            id="cleanup_expired_sessions"
+            id="cleanup_expired_sessions",
+            replace_existing=True,
         )
         scheduler.start()
         logger.info("Background jobs started")
 
-@app.on_event("shutdown")
-async def shutdown_event():
-    """Stop background jobs on application shutdown."""
-    scheduler.shutdown()
+    yield
+
+    # Shutdown
+    if os.getenv("IS_TEST", "False") != "True":
+        scheduler.shutdown()
+    await close_async_db()  # Dispose database engine connections
 ```
 
 ### Job Implementation
@@ -1092,8 +1055,8 @@ async def cleanup_expired_sessions():
     Runs daily at 2 AM. Removes sessions expired for more than 30 days.
     """
     try:
-        with transaction_scope() as db:
-            count = session_crud.cleanup_expired(db, keep_days=30)
+        async with AsyncSessionLocal() as db:
+            count = await session_repo.cleanup_expired(db, keep_days=30)
             logger.info(f"Cleaned up {count} expired sessions")
     except Exception as e:
         logger.error(f"Error cleaning up sessions: {str(e)}", exc_info=True)
@@ -1110,7 +1073,7 @@ async def cleanup_expired_sessions():
         │Integration  │  ← API endpoint tests
         │   Tests     │
         ├─────────────┤
-        │   Unit      │  ← CRUD, services, utilities
+        │   Unit      │  ← repositories, services, utilities
         │   Tests     │
         └─────────────┘
 ```

backend/docs/CODING_STANDARDS.md

@@ -75,15 +75,14 @@ def create_user(db: Session, user_in: UserCreate) -> User:
 ### 4. Code Formatting
 
 Use automated formatters:
-- **Black**: Code formatting
-- **isort**: Import sorting
-- **flake8**: Linting
+- **Ruff**: Code formatting and linting (replaces Black, isort, flake8)
+- **pyright**: Static type checking
 
-Run before committing:
+Run before committing (or use `make validate`):
 ```bash
-black app tests
-isort app tests
-flake8 app tests
+uv run ruff format app tests
+uv run ruff check app tests
+uv run pyright app
 ```
 
 ## Code Organization
@@ -94,19 +93,17 @@ Follow the 5-layer architecture strictly:
 
 ```
 API Layer (routes/)
-    ↓ calls
-Dependencies (dependencies/)
-    ↓ injects
+    ↓ calls (via service injected from dependencies/services.py)
 Service Layer (services/)
     ↓ calls
-CRUD Layer (crud/)
+Repository Layer (repositories/)
     ↓ uses
 Models & Schemas (models/, schemas/)
 ```
 
 **Rules:**
-- Routes should NOT directly call CRUD operations (use services when business logic is needed)
-- CRUD operations should NOT contain business logic
+- Routes must NEVER import repositories directly — always use a service
+- Services call repositories; repositories contain only database operations
 - Models should NOT import from higher layers
 - Each layer should only depend on the layer directly below it
 
@@ -125,7 +122,7 @@ from sqlalchemy.orm import Session
 
 # 3. Local application imports
 from app.api.dependencies.auth import get_current_user
-from app.crud import user_crud
+from app.api.dependencies.services import get_user_service
 from app.models.user import User
 from app.schemas.users import UserResponse, UserCreate
 ```
@@ -442,19 +439,19 @@ backend/app/alembic/versions/
 4. **Testability**: Easy to mock and test
 5. **Consistent Ordering**: Always order queries for pagination
 
-### Use the Async CRUD Base Class
+### Use the Async Repository Base Class
 
-Always inherit from `CRUDBase` for database operations:
+Always inherit from `RepositoryBase` for database operations:
 
 ```python
 from sqlalchemy.ext.asyncio import AsyncSession
 from sqlalchemy import select
-from app.crud.base import CRUDBase
+from app.repositories.base import RepositoryBase
 from app.models.user import User
 from app.schemas.users import UserCreate, UserUpdate
 
-class CRUDUser(CRUDBase[User, UserCreate, UserUpdate]):
-    """CRUD operations for User model."""
+class UserRepository(RepositoryBase[User, UserCreate, UserUpdate]):
+    """Repository for User model — database operations only."""
 
     async def get_by_email(
         self,
@@ -467,7 +464,7 @@ class CRUDUser(CRUDBase[User, UserCreate, UserUpdate]):
         )
         return result.scalar_one_or_none()
 
-user_crud = CRUDUser(User)
+user_repo = UserRepository(User)
 ```
 
 **Key Points:**
@@ -476,6 +473,7 @@ user_crud = CRUDUser(User)
 - Use `await db.execute()` for queries
 - Use `.scalar_one_or_none()` instead of `.first()`
 - Use `T | None` instead of `Optional[T]`
+- Repository instances are used internally by services — never import them in routes
 
 ### Modern SQLAlchemy Patterns
 
@@ -563,7 +561,7 @@ async def create_user(
     The database session is automatically managed by FastAPI.
     Commit on success, rollback on error.
     """
-    return await user_crud.create(db, obj_in=user_in)
+    return await user_service.create_user(db, obj_in=user_in)
 ```
 
 **Key Points:**
@@ -582,12 +580,11 @@ async def complex_operation(
     """
     Perform multiple database operations atomically.
 
-    The session automatically commits on success or rolls back on error.
+    Services call repositories; commit/rollback is handled inside
+    each repository method.
     """
-    user = await user_crud.create(db, obj_in=user_data)
-    session = await session_crud.create(db, obj_in=session_data)
-
-    # Commit is handled by the route's dependency
+    user = await user_repo.create(db, obj_in=user_data)
+    session = await session_repo.create(db, obj_in=session_data)
     return user, session
 ```
 
@@ -597,10 +594,10 @@ Prefer soft deletes over hard deletes for audit trails:
 
 ```python
 # Good - Soft delete (sets deleted_at)
-await user_crud.soft_delete(db, id=user_id)
+await user_repo.soft_delete(db, id=user_id)
 
 # Acceptable only when required - Hard delete
-user_crud.remove(db, id=user_id)
+await user_repo.remove(db, id=user_id)
 ```
 
 ### Query Patterns
@@ -740,9 +737,10 @@ Always implement pagination for list endpoints:
 from app.schemas.common import PaginationParams, PaginatedResponse
 
 @router.get("/users", response_model=PaginatedResponse[UserResponse])
-def list_users(
+async def list_users(
     pagination: PaginationParams = Depends(),
-    db: Session = Depends(get_db)
+    user_service: UserService = Depends(get_user_service),
+    db: AsyncSession = Depends(get_db),
 ):
     """
     List all users with pagination.
@@ -750,10 +748,8 @@ def list_users(
     Default page size: 20
     Maximum page size: 100
     """
-    users, total = user_crud.get_multi_with_total(
-        db,
-        skip=pagination.offset,
-        limit=pagination.limit
+    users, total = await user_service.get_users(
+        db, skip=pagination.offset, limit=pagination.limit
     )
     return PaginatedResponse(data=users, pagination=pagination.create_meta(total))
 ```
@@ -816,19 +812,17 @@ def admin_route(
     pass
 
 # Check ownership
-def delete_resource(
+async def delete_resource(
     resource_id: UUID,
     current_user: User = Depends(get_current_user),
-    db: Session = Depends(get_db)
+    resource_service: ResourceService = Depends(get_resource_service),
+    db: AsyncSession = Depends(get_db),
 ):
-    resource = resource_crud.get(db, id=resource_id)
-    if not resource:
-        raise NotFoundError("Resource not found")
-
-    if resource.user_id != current_user.id and not current_user.is_superuser:
-        raise AuthorizationError("You can only delete your own resources")
-
-    resource_crud.remove(db, id=resource_id)
+    # Service handles ownership check and raises appropriate errors
+    await resource_service.delete_resource(
+        db, resource_id=resource_id, user_id=current_user.id,
+        is_superuser=current_user.is_superuser,
+    )
 ```
 
 ### Input Validation
@@ -862,9 +856,9 @@ tests/
 ├── api/                     # Integration tests
 │   ├── test_users.py
 │   └── test_auth.py
-├── crud/                    # Unit tests for CRUD
-├── models/                  # Model tests
-└── services/                # Service tests
+├── repositories/            # Unit tests for repositories
+├── services/                # Unit tests for services
+└── models/                  # Model tests
 ```
 
 ### Async Testing with pytest-asyncio
@@ -927,7 +921,7 @@ async def test_user(db_session: AsyncSession) -> User:
 @pytest.mark.asyncio
 async def test_get_user(db_session: AsyncSession, test_user: User):
     """Test retrieving a user by ID."""
-    user = await user_crud.get(db_session, id=test_user.id)
+    user = await user_repo.get(db_session, id=test_user.id)
     assert user is not None
     assert user.email == test_user.email
 ```

backend/docs/COMMON_PITFALLS.md

@@ -616,7 +616,43 @@ def create_user(
     return user
 ```
 
-**Rule**: Add type hints to ALL functions. Use `mypy` to enforce type checking.
+**Rule**: Add type hints to ALL functions. Use `pyright` to enforce type checking (`make type-check`).
+
+---
+
+---
+
+### ❌ PITFALL #19: Importing Repositories Directly in Routes
+
+**Issue**: Routes should never call repositories directly. The layered architecture requires all business operations to go through the service layer.
+
+```python
+# ❌ WRONG - Route bypasses service layer
+from app.repositories.session import session_repo
+
+@router.get("/sessions/me")
+async def list_sessions(
+    current_user: User = Depends(get_current_active_user),
+    db: AsyncSession = Depends(get_db),
+):
+    return await session_repo.get_user_sessions(db, user_id=current_user.id)
+```
+
+```python
+# ✅ CORRECT - Route calls service injected via dependency
+from app.api.dependencies.services import get_session_service
+from app.services.session_service import SessionService
+
+@router.get("/sessions/me")
+async def list_sessions(
+    current_user: User = Depends(get_current_active_user),
+    session_service: SessionService = Depends(get_session_service),
+    db: AsyncSession = Depends(get_db),
+):
+    return await session_service.get_user_sessions(db, user_id=current_user.id)
+```
+
+**Rule**: Routes import from `app.api.dependencies.services`, never from `app.repositories.*`. Services are the only callers of repositories.
 
 ---
 
@@ -649,6 +685,11 @@ Use this checklist to catch issues before code review:
 - [ ] Resource ownership verification
 - [ ] CORS configured (no wildcards in production)
 
+### Architecture
+- [ ] Routes never import repositories directly (only services)
+- [ ] Services call repositories; repositories call database only
+- [ ] New service registered in `app/api/dependencies/services.py`
+
 ### Python
 - [ ] Use `==` not `is` for value comparison
 - [ ] No mutable default arguments
@@ -661,21 +702,18 @@ Use this checklist to catch issues before code review:
 
 ### Pre-commit Checks
 
-Add these to your development workflow:
+Add these to your development workflow (or use `make validate`):
 
 ```bash
-# Format code
-black app tests
-isort app tests
+# Format + lint (Ruff replaces Black, isort, flake8)
+uv run ruff format app tests
+uv run ruff check app tests
 
 # Type checking
-mypy app --strict
-
-# Linting
-flake8 app tests
+uv run pyright app
 
 # Run tests
-pytest --cov=app --cov-report=term-missing
+IS_TEST=True uv run pytest --cov=app --cov-report=term-missing
 
 # Check coverage (should be 80%+)
 coverage report --fail-under=80
@@ -693,6 +731,6 @@ Add new entries when:
 
 ---
 
-**Last Updated**: 2025-10-31
-**Issues Cataloged**: 18 common pitfalls
+**Last Updated**: 2026-02-28
+**Issues Cataloged**: 19 common pitfalls
 **Remember**: This document exists because these issues HAVE occurred. Don't skip it.

backend/pyproject.toml

@@ -20,43 +20,37 @@ dependencies = [
     "uvicorn>=0.34.0",
     "pydantic>=2.10.6",
     "pydantic-settings>=2.2.1",
-    "python-multipart>=0.0.19",
+    "python-multipart>=0.0.22",
     "fastapi-utils==0.8.0",
-
     # Database
     "sqlalchemy>=2.0.29",
     "alembic>=1.14.1",
     "psycopg2-binary>=2.9.9",
     "asyncpg>=0.29.0",
     "aiosqlite==0.21.0",
-
     # Environment configuration
     "python-dotenv>=1.0.1",
-
     # API utilities
     "email-validator>=2.1.0.post1",
     "ujson>=5.9.0",
-
     # CORS and security
     "starlette>=0.40.0",
     "starlette-csrf>=1.4.5",
     "slowapi>=0.1.9",
-
     # Utilities
     "httpx>=0.27.0",
     "tenacity>=8.2.3",
     "pytz>=2024.1",
-    "pillow>=10.3.0",
+    "pillow>=12.1.1",
     "apscheduler==3.11.0",
-
     # Security and authentication (pinned for reproducibility)
     "python-jose==3.4.0",
     "passlib==1.7.4",
     "bcrypt==4.2.1",
-    "cryptography==44.0.1",
-
+    "cryptography>=46.0.5",
     # OAuth authentication
-    "authlib>=1.3.0",
+    "authlib>=1.6.6",
+    "urllib3>=2.6.3",
 ]
 
 # Development dependencies
@@ -73,6 +67,14 @@ dev = [
     # Development tools
     "ruff>=0.8.0",  # All-in-one: linting, formatting, import sorting
     "pyright>=1.1.390",  # Type checking
+
+    # Security auditing
+    "pip-audit>=2.7.0",  # Dependency vulnerability scanning (PyPA/OSV)
+    "pip-licenses>=4.0.0",  # License compliance checking
+    "detect-secrets>=1.5.0",  # Hardcoded secrets detection
+
+    # Pre-commit hooks
+    "pre-commit>=4.0.0",  # Git pre-commit hook framework
 ]
 
 # E2E testing with real PostgreSQL (requires Docker)
@@ -131,6 +133,8 @@ select = [
     "RUF",    # Ruff-specific
     "ASYNC",  # flake8-async
     "S",      # flake8-bandit (security)
+    "G",      # flake8-logging-format (logging best practices)
+    "T20",    # flake8-print (no print statements in production code)
 ]
 
 # Ignore specific rules
@@ -154,11 +158,13 @@ unfixable = []
 [tool.ruff.lint.per-file-ignores]
 "app/alembic/env.py" = ["E402", "F403", "F405"]  # Alembic requires specific import order
 "app/alembic/versions/*.py" = ["E402"]  # Migration files have specific structure
-"tests/**/*.py" = ["S101", "N806", "B017", "N817", "S110", "ASYNC251", "RUF043"]  # pytest: asserts, CamelCase fixtures, blind exceptions, try-pass patterns, and async test helpers are intentional
+"tests/**/*.py" = ["S101", "N806", "B017", "N817", "S110", "ASYNC251", "RUF043", "T20"]  # pytest: asserts, CamelCase fixtures, blind exceptions, try-pass patterns, async test helpers, and print for debugging are intentional
 "app/models/__init__.py" = ["F401"]  # __init__ files re-export modules
 "app/models/base.py" = ["F401"]  # Re-exports Base for use by other models
 "app/utils/test_utils.py" = ["N806"]  # SQLAlchemy session factories use CamelCase convention
 "app/main.py" = ["N806"]  # Constants use UPPER_CASE convention
+"app/init_db.py" = ["T20"]  # CLI script uses print for user-facing output
+"migrate.py" = ["T20"]  # CLI script uses print for user-facing output
 
 # ============================================================================
 # Ruff Import Sorting (isort replacement)

backend/uv.lock

@@ -120,14 +120,14 @@ wheels = [
 
 [[package]]
 name = "authlib"
-version = "1.6.5"
+version = "1.6.8"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "cryptography" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/cd/3f/1d3bbd0bf23bdd99276d4def22f29c27a914067b4cf66f753ff9b8bbd0f3/authlib-1.6.5.tar.gz", hash = "sha256:6aaf9c79b7cc96c900f0b284061691c5d4e61221640a948fe690b556a6d6d10b", size = 164553, upload-time = "2025-10-02T13:36:09.489Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/6b/6c/c88eac87468c607f88bc24df1f3b31445ee6fc9ba123b09e666adf687cd9/authlib-1.6.8.tar.gz", hash = "sha256:41ae180a17cf672bc784e4a518e5c82687f1fe1e98b0cafaeda80c8e4ab2d1cb", size = 165074, upload-time = "2026-02-14T04:02:17.941Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/f8/aa/5082412d1ee302e9e7d80b6949bc4d2a8fa1149aaab610c5fc24709605d6/authlib-1.6.5-py2.py3-none-any.whl", hash = "sha256:3e0e0507807f842b02175507bdee8957a1d5707fd4afb17c32fb43fee90b6e3a", size = 243608, upload-time = "2025-10-02T13:36:07.637Z" },
+    { url = "https://files.pythonhosted.org/packages/9b/73/f7084bf12755113cd535ae586782ff3a6e710bfbe6a0d13d1c2f81ffbbfa/authlib-1.6.8-py2.py3-none-any.whl", hash = "sha256:97286fd7a15e6cfefc32771c8ef9c54f0ed58028f1322de6a2a7c969c3817888", size = 244116, upload-time = "2026-02-14T04:02:15.579Z" },
 ]
 
 [[package]]
@@ -160,6 +160,33 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/76/b9/d51d34e6cd6d887adddb28a8680a1d34235cc45b9d6e238ce39b98199ca0/bcrypt-4.2.1-cp39-abi3-win_amd64.whl", hash = "sha256:e84e0e6f8e40a242b11bce56c313edc2be121cec3e0ec2d76fce01f6af33c07c", size = 153078, upload-time = "2024-11-19T20:08:01.436Z" },
 ]
 
+[[package]]
+name = "boolean-py"
+version = "5.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/c4/cf/85379f13b76f3a69bca86b60237978af17d6aa0bc5998978c3b8cf05abb2/boolean_py-5.0.tar.gz", hash = "sha256:60cbc4bad079753721d32649545505362c754e121570ada4658b852a3a318d95", size = 37047, upload-time = "2025-04-03T10:39:49.734Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/e5/ca/78d423b324b8d77900030fa59c4aa9054261ef0925631cd2501dd015b7b7/boolean_py-5.0-py3-none-any.whl", hash = "sha256:ef28a70bd43115208441b53a045d1549e2f0ec6e3d08a9d142cbc41c1938e8d9", size = 26577, upload-time = "2025-04-03T10:39:48.449Z" },
+]
+
+[[package]]
+name = "cachecontrol"
+version = "0.14.4"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "msgpack" },
+    { name = "requests" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/2d/f6/c972b32d80760fb79d6b9eeb0b3010a46b89c0b23cf6329417ff7886cd22/cachecontrol-0.14.4.tar.gz", hash = "sha256:e6220afafa4c22a47dd0badb319f84475d79108100d04e26e8542ef7d3ab05a1", size = 16150, upload-time = "2025-11-14T04:32:13.138Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/ef/79/c45f2d53efe6ada1110cf6f9fca095e4ff47a0454444aefdde6ac4789179/cachecontrol-0.14.4-py3-none-any.whl", hash = "sha256:b7ac014ff72ee199b5f8af1de29d60239954f223e948196fa3d84adaffc71d2b", size = 22247, upload-time = "2025-11-14T04:32:11.733Z" },
+]
+
+[package.optional-dependencies]
+filecache = [
+    { name = "filelock" },
+]
+
 [[package]]
 name = "certifi"
 version = "2025.10.5"
@@ -226,6 +253,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/ae/3a/dbeec9d1ee0844c679f6bb5d6ad4e9f198b1224f4e7a32825f47f6192b0c/cffi-2.0.0-cp314-cp314t-win_arm64.whl", hash = "sha256:0a1527a803f0a659de1af2e1fd700213caba79377e27e4693648c2923da066f9", size = 184195, upload-time = "2025-09-08T23:23:43.004Z" },
 ]
 
+[[package]]
+name = "cfgv"
+version = "3.5.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/4e/b5/721b8799b04bf9afe054a3899c6cf4e880fcf8563cc71c15610242490a0c/cfgv-3.5.0.tar.gz", hash = "sha256:d5b1034354820651caa73ede66a6294d6e95c1b00acc5e9b098e917404669132", size = 7334, upload-time = "2025-11-19T20:55:51.612Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/db/3c/33bac158f8ab7f89b2e59426d5fe2e4f63f7ed25df84c036890172b412b5/cfgv-3.5.0-py2.py3-none-any.whl", hash = "sha256:a8dc6b26ad22ff227d2634a65cb388215ce6cc96bbcc5cfde7641ae87e8dacc0", size = 7445, upload-time = "2025-11-19T20:55:50.744Z" },
+]
+
 [[package]]
 name = "charset-normalizer"
 version = "3.4.4"
@@ -380,37 +416,80 @@ wheels = [
 
 [[package]]
 name = "cryptography"
-version = "44.0.1"
+version = "46.0.5"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "cffi", marker = "platform_python_implementation != 'PyPy'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/c7/67/545c79fe50f7af51dbad56d16b23fe33f63ee6a5d956b3cb68ea110cbe64/cryptography-44.0.1.tar.gz", hash = "sha256:f51f5705ab27898afda1aaa430f34ad90dc117421057782022edf0600bec5f14", size = 710819, upload-time = "2025-02-11T15:50:58.39Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/60/04/ee2a9e8542e4fa2773b81771ff8349ff19cdd56b7258a0cc442639052edb/cryptography-46.0.5.tar.gz", hash = "sha256:abace499247268e3757271b2f1e244b36b06f8515cf27c4d49468fc9eb16e93d", size = 750064, upload-time = "2026-02-10T19:18:38.255Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/72/27/5e3524053b4c8889da65cf7814a9d0d8514a05194a25e1e34f46852ee6eb/cryptography-44.0.1-cp37-abi3-macosx_10_9_universal2.whl", hash = "sha256:bf688f615c29bfe9dfc44312ca470989279f0e94bb9f631f85e3459af8efc009", size = 6642022, upload-time = "2025-02-11T15:49:32.752Z" },
-    { url = "https://files.pythonhosted.org/packages/34/b9/4d1fa8d73ae6ec350012f89c3abfbff19fc95fe5420cf972e12a8d182986/cryptography-44.0.1-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:dd7c7e2d71d908dc0f8d2027e1604102140d84b155e658c20e8ad1304317691f", size = 3943865, upload-time = "2025-02-11T15:49:36.659Z" },
-    { url = "https://files.pythonhosted.org/packages/6e/57/371a9f3f3a4500807b5fcd29fec77f418ba27ffc629d88597d0d1049696e/cryptography-44.0.1-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:887143b9ff6bad2b7570da75a7fe8bbf5f65276365ac259a5d2d5147a73775f2", size = 4162562, upload-time = "2025-02-11T15:49:39.541Z" },
-    { url = "https://files.pythonhosted.org/packages/c5/1d/5b77815e7d9cf1e3166988647f336f87d5634a5ccecec2ffbe08ef8dd481/cryptography-44.0.1-cp37-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:322eb03ecc62784536bc173f1483e76747aafeb69c8728df48537eb431cd1911", size = 3951923, upload-time = "2025-02-11T15:49:42.461Z" },
-    { url = "https://files.pythonhosted.org/packages/28/01/604508cd34a4024467cd4105887cf27da128cba3edd435b54e2395064bfb/cryptography-44.0.1-cp37-abi3-manylinux_2_28_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:21377472ca4ada2906bc313168c9dc7b1d7ca417b63c1c3011d0c74b7de9ae69", size = 3685194, upload-time = "2025-02-11T15:49:45.226Z" },
-    { url = "https://files.pythonhosted.org/packages/c6/3d/d3c55d4f1d24580a236a6753902ef6d8aafd04da942a1ee9efb9dc8fd0cb/cryptography-44.0.1-cp37-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:df978682c1504fc93b3209de21aeabf2375cb1571d4e61907b3e7a2540e83026", size = 4187790, upload-time = "2025-02-11T15:49:48.215Z" },
-    { url = "https://files.pythonhosted.org/packages/ea/a6/44d63950c8588bfa8594fd234d3d46e93c3841b8e84a066649c566afb972/cryptography-44.0.1-cp37-abi3-manylinux_2_34_aarch64.whl", hash = "sha256:eb3889330f2a4a148abead555399ec9a32b13b7c8ba969b72d8e500eb7ef84cd", size = 3951343, upload-time = "2025-02-11T15:49:50.313Z" },
-    { url = "https://files.pythonhosted.org/packages/c1/17/f5282661b57301204cbf188254c1a0267dbd8b18f76337f0a7ce1038888c/cryptography-44.0.1-cp37-abi3-manylinux_2_34_x86_64.whl", hash = "sha256:8e6a85a93d0642bd774460a86513c5d9d80b5c002ca9693e63f6e540f1815ed0", size = 4187127, upload-time = "2025-02-11T15:49:52.051Z" },
-    { url = "https://files.pythonhosted.org/packages/f3/68/abbae29ed4f9d96596687f3ceea8e233f65c9645fbbec68adb7c756bb85a/cryptography-44.0.1-cp37-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:6f76fdd6fd048576a04c5210d53aa04ca34d2ed63336d4abd306d0cbe298fddf", size = 4070666, upload-time = "2025-02-11T15:49:56.56Z" },
-    { url = "https://files.pythonhosted.org/packages/0f/10/cf91691064a9e0a88ae27e31779200b1505d3aee877dbe1e4e0d73b4f155/cryptography-44.0.1-cp37-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:6c8acf6f3d1f47acb2248ec3ea261171a671f3d9428e34ad0357148d492c7864", size = 4288811, upload-time = "2025-02-11T15:49:59.248Z" },
-    { url = "https://files.pythonhosted.org/packages/38/78/74ea9eb547d13c34e984e07ec8a473eb55b19c1451fe7fc8077c6a4b0548/cryptography-44.0.1-cp37-abi3-win32.whl", hash = "sha256:24979e9f2040c953a94bf3c6782e67795a4c260734e5264dceea65c8f4bae64a", size = 2771882, upload-time = "2025-02-11T15:50:01.478Z" },
-    { url = "https://files.pythonhosted.org/packages/cf/6c/3907271ee485679e15c9f5e93eac6aa318f859b0aed8d369afd636fafa87/cryptography-44.0.1-cp37-abi3-win_amd64.whl", hash = "sha256:fd0ee90072861e276b0ff08bd627abec29e32a53b2be44e41dbcdf87cbee2b00", size = 3206989, upload-time = "2025-02-11T15:50:03.312Z" },
-    { url = "https://files.pythonhosted.org/packages/9f/f1/676e69c56a9be9fd1bffa9bc3492366901f6e1f8f4079428b05f1414e65c/cryptography-44.0.1-cp39-abi3-macosx_10_9_universal2.whl", hash = "sha256:a2d8a7045e1ab9b9f803f0d9531ead85f90c5f2859e653b61497228b18452008", size = 6643714, upload-time = "2025-02-11T15:50:05.555Z" },
-    { url = "https://files.pythonhosted.org/packages/ba/9f/1775600eb69e72d8f9931a104120f2667107a0ee478f6ad4fe4001559345/cryptography-44.0.1-cp39-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b8272f257cf1cbd3f2e120f14c68bff2b6bdfcc157fafdee84a1b795efd72862", size = 3943269, upload-time = "2025-02-11T15:50:08.54Z" },
-    { url = "https://files.pythonhosted.org/packages/25/ba/e00d5ad6b58183829615be7f11f55a7b6baa5a06910faabdc9961527ba44/cryptography-44.0.1-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1e8d181e90a777b63f3f0caa836844a1182f1f265687fac2115fcf245f5fbec3", size = 4166461, upload-time = "2025-02-11T15:50:11.419Z" },
-    { url = "https://files.pythonhosted.org/packages/b3/45/690a02c748d719a95ab08b6e4decb9d81e0ec1bac510358f61624c86e8a3/cryptography-44.0.1-cp39-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:436df4f203482f41aad60ed1813811ac4ab102765ecae7a2bbb1dbb66dcff5a7", size = 3950314, upload-time = "2025-02-11T15:50:14.181Z" },
-    { url = "https://files.pythonhosted.org/packages/e6/50/bf8d090911347f9b75adc20f6f6569ed6ca9b9bff552e6e390f53c2a1233/cryptography-44.0.1-cp39-abi3-manylinux_2_28_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:4f422e8c6a28cf8b7f883eb790695d6d45b0c385a2583073f3cec434cc705e1a", size = 3686675, upload-time = "2025-02-11T15:50:16.3Z" },
-    { url = "https://files.pythonhosted.org/packages/e1/e7/cfb18011821cc5f9b21efb3f94f3241e3a658d267a3bf3a0f45543858ed8/cryptography-44.0.1-cp39-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:72198e2b5925155497a5a3e8c216c7fb3e64c16ccee11f0e7da272fa93b35c4c", size = 4190429, upload-time = "2025-02-11T15:50:19.302Z" },
-    { url = "https://files.pythonhosted.org/packages/07/ef/77c74d94a8bfc1a8a47b3cafe54af3db537f081742ee7a8a9bd982b62774/cryptography-44.0.1-cp39-abi3-manylinux_2_34_aarch64.whl", hash = "sha256:2a46a89ad3e6176223b632056f321bc7de36b9f9b93b2cc1cccf935a3849dc62", size = 3950039, upload-time = "2025-02-11T15:50:22.257Z" },
-    { url = "https://files.pythonhosted.org/packages/6d/b9/8be0ff57c4592382b77406269b1e15650c9f1a167f9e34941b8515b97159/cryptography-44.0.1-cp39-abi3-manylinux_2_34_x86_64.whl", hash = "sha256:53f23339864b617a3dfc2b0ac8d5c432625c80014c25caac9082314e9de56f41", size = 4189713, upload-time = "2025-02-11T15:50:24.261Z" },
-    { url = "https://files.pythonhosted.org/packages/78/e1/4b6ac5f4100545513b0847a4d276fe3c7ce0eacfa73e3b5ebd31776816ee/cryptography-44.0.1-cp39-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:888fcc3fce0c888785a4876ca55f9f43787f4c5c1cc1e2e0da71ad481ff82c5b", size = 4071193, upload-time = "2025-02-11T15:50:26.18Z" },
-    { url = "https://files.pythonhosted.org/packages/3d/cb/afff48ceaed15531eab70445abe500f07f8f96af2bb35d98af6bfa89ebd4/cryptography-44.0.1-cp39-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:00918d859aa4e57db8299607086f793fa7813ae2ff5a4637e318a25ef82730f7", size = 4289566, upload-time = "2025-02-11T15:50:28.221Z" },
-    { url = "https://files.pythonhosted.org/packages/30/6f/4eca9e2e0f13ae459acd1ca7d9f0257ab86e68f44304847610afcb813dc9/cryptography-44.0.1-cp39-abi3-win32.whl", hash = "sha256:9b336599e2cb77b1008cb2ac264b290803ec5e8e89d618a5e978ff5eb6f715d9", size = 2772371, upload-time = "2025-02-11T15:50:29.997Z" },
-    { url = "https://files.pythonhosted.org/packages/d2/05/5533d30f53f10239616a357f080892026db2d550a40c393d0a8a7af834a9/cryptography-44.0.1-cp39-abi3-win_amd64.whl", hash = "sha256:e403f7f766ded778ecdb790da786b418a9f2394f36e8cc8b796cc056ab05f44f", size = 3207303, upload-time = "2025-02-11T15:50:32.258Z" },
+    { url = "https://files.pythonhosted.org/packages/f7/81/b0bb27f2ba931a65409c6b8a8b358a7f03c0e46eceacddff55f7c84b1f3b/cryptography-46.0.5-cp311-abi3-macosx_10_9_universal2.whl", hash = "sha256:351695ada9ea9618b3500b490ad54c739860883df6c1f555e088eaf25b1bbaad", size = 7176289, upload-time = "2026-02-10T19:17:08.274Z" },
+    { url = "https://files.pythonhosted.org/packages/ff/9e/6b4397a3e3d15123de3b1806ef342522393d50736c13b20ec4c9ea6693a6/cryptography-46.0.5-cp311-abi3-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:c18ff11e86df2e28854939acde2d003f7984f721eba450b56a200ad90eeb0e6b", size = 4275637, upload-time = "2026-02-10T19:17:10.53Z" },
+    { url = "https://files.pythonhosted.org/packages/63/e7/471ab61099a3920b0c77852ea3f0ea611c9702f651600397ac567848b897/cryptography-46.0.5-cp311-abi3-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:4d7e3d356b8cd4ea5aff04f129d5f66ebdc7b6f8eae802b93739ed520c47c79b", size = 4424742, upload-time = "2026-02-10T19:17:12.388Z" },
+    { url = "https://files.pythonhosted.org/packages/37/53/a18500f270342d66bf7e4d9f091114e31e5ee9e7375a5aba2e85a91e0044/cryptography-46.0.5-cp311-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:50bfb6925eff619c9c023b967d5b77a54e04256c4281b0e21336a130cd7fc263", size = 4277528, upload-time = "2026-02-10T19:17:13.853Z" },
+    { url = "https://files.pythonhosted.org/packages/22/29/c2e812ebc38c57b40e7c583895e73c8c5adb4d1e4a0cc4c5a4fdab2b1acc/cryptography-46.0.5-cp311-abi3-manylinux_2_28_ppc64le.whl", hash = "sha256:803812e111e75d1aa73690d2facc295eaefd4439be1023fefc4995eaea2af90d", size = 4947993, upload-time = "2026-02-10T19:17:15.618Z" },
+    { url = "https://files.pythonhosted.org/packages/6b/e7/237155ae19a9023de7e30ec64e5d99a9431a567407ac21170a046d22a5a3/cryptography-46.0.5-cp311-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:3ee190460e2fbe447175cda91b88b84ae8322a104fc27766ad09428754a618ed", size = 4456855, upload-time = "2026-02-10T19:17:17.221Z" },
+    { url = "https://files.pythonhosted.org/packages/2d/87/fc628a7ad85b81206738abbd213b07702bcbdada1dd43f72236ef3cffbb5/cryptography-46.0.5-cp311-abi3-manylinux_2_31_armv7l.whl", hash = "sha256:f145bba11b878005c496e93e257c1e88f154d278d2638e6450d17e0f31e558d2", size = 3984635, upload-time = "2026-02-10T19:17:18.792Z" },
+    { url = "https://files.pythonhosted.org/packages/84/29/65b55622bde135aedf4565dc509d99b560ee4095e56989e815f8fd2aa910/cryptography-46.0.5-cp311-abi3-manylinux_2_34_aarch64.whl", hash = "sha256:e9251e3be159d1020c4030bd2e5f84d6a43fe54b6c19c12f51cde9542a2817b2", size = 4277038, upload-time = "2026-02-10T19:17:20.256Z" },
+    { url = "https://files.pythonhosted.org/packages/bc/36/45e76c68d7311432741faf1fbf7fac8a196a0a735ca21f504c75d37e2558/cryptography-46.0.5-cp311-abi3-manylinux_2_34_ppc64le.whl", hash = "sha256:47fb8a66058b80e509c47118ef8a75d14c455e81ac369050f20ba0d23e77fee0", size = 4912181, upload-time = "2026-02-10T19:17:21.825Z" },
+    { url = "https://files.pythonhosted.org/packages/6d/1a/c1ba8fead184d6e3d5afcf03d569acac5ad063f3ac9fb7258af158f7e378/cryptography-46.0.5-cp311-abi3-manylinux_2_34_x86_64.whl", hash = "sha256:4c3341037c136030cb46e4b1e17b7418ea4cbd9dd207e4a6f3b2b24e0d4ac731", size = 4456482, upload-time = "2026-02-10T19:17:25.133Z" },
+    { url = "https://files.pythonhosted.org/packages/f9/e5/3fb22e37f66827ced3b902cf895e6a6bc1d095b5b26be26bd13c441fdf19/cryptography-46.0.5-cp311-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:890bcb4abd5a2d3f852196437129eb3667d62630333aacc13dfd470fad3aaa82", size = 4405497, upload-time = "2026-02-10T19:17:26.66Z" },
+    { url = "https://files.pythonhosted.org/packages/1a/df/9d58bb32b1121a8a2f27383fabae4d63080c7ca60b9b5c88be742be04ee7/cryptography-46.0.5-cp311-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:80a8d7bfdf38f87ca30a5391c0c9ce4ed2926918e017c29ddf643d0ed2778ea1", size = 4667819, upload-time = "2026-02-10T19:17:28.569Z" },
+    { url = "https://files.pythonhosted.org/packages/ea/ed/325d2a490c5e94038cdb0117da9397ece1f11201f425c4e9c57fe5b9f08b/cryptography-46.0.5-cp311-abi3-win32.whl", hash = "sha256:60ee7e19e95104d4c03871d7d7dfb3d22ef8a9b9c6778c94e1c8fcc8365afd48", size = 3028230, upload-time = "2026-02-10T19:17:30.518Z" },
+    { url = "https://files.pythonhosted.org/packages/e9/5a/ac0f49e48063ab4255d9e3b79f5def51697fce1a95ea1370f03dc9db76f6/cryptography-46.0.5-cp311-abi3-win_amd64.whl", hash = "sha256:38946c54b16c885c72c4f59846be9743d699eee2b69b6988e0a00a01f46a61a4", size = 3480909, upload-time = "2026-02-10T19:17:32.083Z" },
+    { url = "https://files.pythonhosted.org/packages/00/13/3d278bfa7a15a96b9dc22db5a12ad1e48a9eb3d40e1827ef66a5df75d0d0/cryptography-46.0.5-cp314-cp314t-macosx_10_9_universal2.whl", hash = "sha256:94a76daa32eb78d61339aff7952ea819b1734b46f73646a07decb40e5b3448e2", size = 7119287, upload-time = "2026-02-10T19:17:33.801Z" },
+    { url = "https://files.pythonhosted.org/packages/67/c8/581a6702e14f0898a0848105cbefd20c058099e2c2d22ef4e476dfec75d7/cryptography-46.0.5-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:5be7bf2fb40769e05739dd0046e7b26f9d4670badc7b032d6ce4db64dddc0678", size = 4265728, upload-time = "2026-02-10T19:17:35.569Z" },
+    { url = "https://files.pythonhosted.org/packages/dd/4a/ba1a65ce8fc65435e5a849558379896c957870dd64fecea97b1ad5f46a37/cryptography-46.0.5-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:fe346b143ff9685e40192a4960938545c699054ba11d4f9029f94751e3f71d87", size = 4408287, upload-time = "2026-02-10T19:17:36.938Z" },
+    { url = "https://files.pythonhosted.org/packages/f8/67/8ffdbf7b65ed1ac224d1c2df3943553766914a8ca718747ee3871da6107e/cryptography-46.0.5-cp314-cp314t-manylinux_2_28_aarch64.whl", hash = "sha256:c69fd885df7d089548a42d5ec05be26050ebcd2283d89b3d30676eb32ff87dee", size = 4270291, upload-time = "2026-02-10T19:17:38.748Z" },
+    { url = "https://files.pythonhosted.org/packages/f8/e5/f52377ee93bc2f2bba55a41a886fd208c15276ffbd2569f2ddc89d50e2c5/cryptography-46.0.5-cp314-cp314t-manylinux_2_28_ppc64le.whl", hash = "sha256:8293f3dea7fc929ef7240796ba231413afa7b68ce38fd21da2995549f5961981", size = 4927539, upload-time = "2026-02-10T19:17:40.241Z" },
+    { url = "https://files.pythonhosted.org/packages/3b/02/cfe39181b02419bbbbcf3abdd16c1c5c8541f03ca8bda240debc467d5a12/cryptography-46.0.5-cp314-cp314t-manylinux_2_28_x86_64.whl", hash = "sha256:1abfdb89b41c3be0365328a410baa9df3ff8a9110fb75e7b52e66803ddabc9a9", size = 4442199, upload-time = "2026-02-10T19:17:41.789Z" },
+    { url = "https://files.pythonhosted.org/packages/c0/96/2fcaeb4873e536cf71421a388a6c11b5bc846e986b2b069c79363dc1648e/cryptography-46.0.5-cp314-cp314t-manylinux_2_31_armv7l.whl", hash = "sha256:d66e421495fdb797610a08f43b05269e0a5ea7f5e652a89bfd5a7d3c1dee3648", size = 3960131, upload-time = "2026-02-10T19:17:43.379Z" },
+    { url = "https://files.pythonhosted.org/packages/d8/d2/b27631f401ddd644e94c5cf33c9a4069f72011821cf3dc7309546b0642a0/cryptography-46.0.5-cp314-cp314t-manylinux_2_34_aarch64.whl", hash = "sha256:4e817a8920bfbcff8940ecfd60f23d01836408242b30f1a708d93198393a80b4", size = 4270072, upload-time = "2026-02-10T19:17:45.481Z" },
+    { url = "https://files.pythonhosted.org/packages/f4/a7/60d32b0370dae0b4ebe55ffa10e8599a2a59935b5ece1b9f06edb73abdeb/cryptography-46.0.5-cp314-cp314t-manylinux_2_34_ppc64le.whl", hash = "sha256:68f68d13f2e1cb95163fa3b4db4bf9a159a418f5f6e7242564fc75fcae667fd0", size = 4892170, upload-time = "2026-02-10T19:17:46.997Z" },
+    { url = "https://files.pythonhosted.org/packages/d2/b9/cf73ddf8ef1164330eb0b199a589103c363afa0cf794218c24d524a58eab/cryptography-46.0.5-cp314-cp314t-manylinux_2_34_x86_64.whl", hash = "sha256:a3d1fae9863299076f05cb8a778c467578262fae09f9dc0ee9b12eb4268ce663", size = 4441741, upload-time = "2026-02-10T19:17:48.661Z" },
+    { url = "https://files.pythonhosted.org/packages/5f/eb/eee00b28c84c726fe8fa0158c65afe312d9c3b78d9d01daf700f1f6e37ff/cryptography-46.0.5-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:c4143987a42a2397f2fc3b4d7e3a7d313fbe684f67ff443999e803dd75a76826", size = 4396728, upload-time = "2026-02-10T19:17:50.058Z" },
+    { url = "https://files.pythonhosted.org/packages/65/f4/6bc1a9ed5aef7145045114b75b77c2a8261b4d38717bd8dea111a63c3442/cryptography-46.0.5-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:7d731d4b107030987fd61a7f8ab512b25b53cef8f233a97379ede116f30eb67d", size = 4652001, upload-time = "2026-02-10T19:17:51.54Z" },
+    { url = "https://files.pythonhosted.org/packages/86/ef/5d00ef966ddd71ac2e6951d278884a84a40ffbd88948ef0e294b214ae9e4/cryptography-46.0.5-cp314-cp314t-win32.whl", hash = "sha256:c3bcce8521d785d510b2aad26ae2c966092b7daa8f45dd8f44734a104dc0bc1a", size = 3003637, upload-time = "2026-02-10T19:17:52.997Z" },
+    { url = "https://files.pythonhosted.org/packages/b7/57/f3f4160123da6d098db78350fdfd9705057aad21de7388eacb2401dceab9/cryptography-46.0.5-cp314-cp314t-win_amd64.whl", hash = "sha256:4d8ae8659ab18c65ced284993c2265910f6c9e650189d4e3f68445ef82a810e4", size = 3469487, upload-time = "2026-02-10T19:17:54.549Z" },
+    { url = "https://files.pythonhosted.org/packages/e2/fa/a66aa722105ad6a458bebd64086ca2b72cdd361fed31763d20390f6f1389/cryptography-46.0.5-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:4108d4c09fbbf2789d0c926eb4152ae1760d5a2d97612b92d508d96c861e4d31", size = 7170514, upload-time = "2026-02-10T19:17:56.267Z" },
+    { url = "https://files.pythonhosted.org/packages/0f/04/c85bdeab78c8bc77b701bf0d9bdcf514c044e18a46dcff330df5448631b0/cryptography-46.0.5-cp38-abi3-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:7d1f30a86d2757199cb2d56e48cce14deddf1f9c95f1ef1b64ee91ea43fe2e18", size = 4275349, upload-time = "2026-02-10T19:17:58.419Z" },
+    { url = "https://files.pythonhosted.org/packages/5c/32/9b87132a2f91ee7f5223b091dc963055503e9b442c98fc0b8a5ca765fab0/cryptography-46.0.5-cp38-abi3-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:039917b0dc418bb9f6edce8a906572d69e74bd330b0b3fea4f79dab7f8ddd235", size = 4420667, upload-time = "2026-02-10T19:18:00.619Z" },
+    { url = "https://files.pythonhosted.org/packages/a1/a6/a7cb7010bec4b7c5692ca6f024150371b295ee1c108bdc1c400e4c44562b/cryptography-46.0.5-cp38-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:ba2a27ff02f48193fc4daeadf8ad2590516fa3d0adeeb34336b96f7fa64c1e3a", size = 4276980, upload-time = "2026-02-10T19:18:02.379Z" },
+    { url = "https://files.pythonhosted.org/packages/8e/7c/c4f45e0eeff9b91e3f12dbd0e165fcf2a38847288fcfd889deea99fb7b6d/cryptography-46.0.5-cp38-abi3-manylinux_2_28_ppc64le.whl", hash = "sha256:61aa400dce22cb001a98014f647dc21cda08f7915ceb95df0c9eaf84b4b6af76", size = 4939143, upload-time = "2026-02-10T19:18:03.964Z" },
+    { url = "https://files.pythonhosted.org/packages/37/19/e1b8f964a834eddb44fa1b9a9976f4e414cbb7aa62809b6760c8803d22d1/cryptography-46.0.5-cp38-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:3ce58ba46e1bc2aac4f7d9290223cead56743fa6ab94a5d53292ffaac6a91614", size = 4453674, upload-time = "2026-02-10T19:18:05.588Z" },
+    { url = "https://files.pythonhosted.org/packages/db/ed/db15d3956f65264ca204625597c410d420e26530c4e2943e05a0d2f24d51/cryptography-46.0.5-cp38-abi3-manylinux_2_31_armv7l.whl", hash = "sha256:420d0e909050490d04359e7fdb5ed7e667ca5c3c402b809ae2563d7e66a92229", size = 3978801, upload-time = "2026-02-10T19:18:07.167Z" },
+    { url = "https://files.pythonhosted.org/packages/41/e2/df40a31d82df0a70a0daf69791f91dbb70e47644c58581d654879b382d11/cryptography-46.0.5-cp38-abi3-manylinux_2_34_aarch64.whl", hash = "sha256:582f5fcd2afa31622f317f80426a027f30dc792e9c80ffee87b993200ea115f1", size = 4276755, upload-time = "2026-02-10T19:18:09.813Z" },
+    { url = "https://files.pythonhosted.org/packages/33/45/726809d1176959f4a896b86907b98ff4391a8aa29c0aaaf9450a8a10630e/cryptography-46.0.5-cp38-abi3-manylinux_2_34_ppc64le.whl", hash = "sha256:bfd56bb4b37ed4f330b82402f6f435845a5f5648edf1ad497da51a8452d5d62d", size = 4901539, upload-time = "2026-02-10T19:18:11.263Z" },
+    { url = "https://files.pythonhosted.org/packages/99/0f/a3076874e9c88ecb2ecc31382f6e7c21b428ede6f55aafa1aa272613e3cd/cryptography-46.0.5-cp38-abi3-manylinux_2_34_x86_64.whl", hash = "sha256:a3d507bb6a513ca96ba84443226af944b0f7f47dcc9a399d110cd6146481d24c", size = 4452794, upload-time = "2026-02-10T19:18:12.914Z" },
+    { url = "https://files.pythonhosted.org/packages/02/ef/ffeb542d3683d24194a38f66ca17c0a4b8bf10631feef44a7ef64e631b1a/cryptography-46.0.5-cp38-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:9f16fbdf4da055efb21c22d81b89f155f02ba420558db21288b3d0035bafd5f4", size = 4404160, upload-time = "2026-02-10T19:18:14.375Z" },
+    { url = "https://files.pythonhosted.org/packages/96/93/682d2b43c1d5f1406ed048f377c0fc9fc8f7b0447a478d5c65ab3d3a66eb/cryptography-46.0.5-cp38-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:ced80795227d70549a411a4ab66e8ce307899fad2220ce5ab2f296e687eacde9", size = 4667123, upload-time = "2026-02-10T19:18:15.886Z" },
+    { url = "https://files.pythonhosted.org/packages/45/2d/9c5f2926cb5300a8eefc3f4f0b3f3df39db7f7ce40c8365444c49363cbda/cryptography-46.0.5-cp38-abi3-win32.whl", hash = "sha256:02f547fce831f5096c9a567fd41bc12ca8f11df260959ecc7c3202555cc47a72", size = 3010220, upload-time = "2026-02-10T19:18:17.361Z" },
+    { url = "https://files.pythonhosted.org/packages/48/ef/0c2f4a8e31018a986949d34a01115dd057bf536905dca38897bacd21fac3/cryptography-46.0.5-cp38-abi3-win_amd64.whl", hash = "sha256:556e106ee01aa13484ce9b0239bca667be5004efb0aabbed28d353df86445595", size = 3467050, upload-time = "2026-02-10T19:18:18.899Z" },
+]
+
+[[package]]
+name = "cyclonedx-python-lib"
+version = "11.6.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "license-expression" },
+    { name = "packageurl-python" },
+    { name = "py-serializable" },
+    { name = "sortedcontainers" },
+    { name = "typing-extensions", marker = "python_full_version < '3.13'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/89/ed/54ecfa25fc145c58bf4f98090f7b6ffe5188d0759248c57dde44427ea239/cyclonedx_python_lib-11.6.0.tar.gz", hash = "sha256:7fb85a4371fa3a203e5be577ac22b7e9a7157f8b0058b7448731474d6dea7bf0", size = 1408147, upload-time = "2025-12-02T12:28:46.446Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/c7/1b/534ad8a5e0f9470522811a8e5a9bc5d328fb7738ba29faf357467a4ef6d0/cyclonedx_python_lib-11.6.0-py3-none-any.whl", hash = "sha256:94f4aae97db42a452134dafdddcfab9745324198201c4777ed131e64c8380759", size = 511157, upload-time = "2025-12-02T12:28:44.158Z" },
+]
+
+[[package]]
+name = "defusedxml"
+version = "0.7.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/0f/d5/c66da9b79e5bdb124974bfe172b4daf3c984ebd9c2a06e2b8a4dc7331c72/defusedxml-0.7.1.tar.gz", hash = "sha256:1bb3032db185915b62d7c6209c5a8792be6a32ab2fedacc84e01b52c51aa3e69", size = 75520, upload-time = "2021-03-08T10:59:26.269Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/07/6c/aa3f2f849e01cb6a001cd8554a88d4c77c5c1a31c95bdf1cf9301e6d9ef4/defusedxml-0.7.1-py2.py3-none-any.whl", hash = "sha256:a352e7e428770286cc899e2542b6cdaedb2b4953ff269a210103ec58f6198a61", size = 25604, upload-time = "2021-03-08T10:59:24.45Z" },
 ]
 
 [[package]]
@@ -425,6 +504,28 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/84/d0/205d54408c08b13550c733c4b85429e7ead111c7f0014309637425520a9a/deprecated-1.3.1-py2.py3-none-any.whl", hash = "sha256:597bfef186b6f60181535a29fbe44865ce137a5079f295b479886c82729d5f3f", size = 11298, upload-time = "2025-10-30T08:19:00.758Z" },
 ]
 
+[[package]]
+name = "detect-secrets"
+version = "1.5.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "pyyaml" },
+    { name = "requests" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/69/67/382a863fff94eae5a0cf05542179169a1c49a4c8784a9480621e2066ca7d/detect_secrets-1.5.0.tar.gz", hash = "sha256:6bb46dcc553c10df51475641bb30fd69d25645cc12339e46c824c1e0c388898a", size = 97351, upload-time = "2024-05-06T17:46:19.721Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/4e/5e/4f5fe4b89fde1dc3ed0eb51bd4ce4c0bca406246673d370ea2ad0c58d747/detect_secrets-1.5.0-py3-none-any.whl", hash = "sha256:e24e7b9b5a35048c313e983f76c4bd09dad89f045ff059e354f9943bf45aa060", size = 120341, upload-time = "2024-05-06T17:46:16.628Z" },
+]
+
+[[package]]
+name = "distlib"
+version = "0.4.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/96/8e/709914eb2b5749865801041647dc7f4e6d00b549cfe88b65ca192995f07c/distlib-0.4.0.tar.gz", hash = "sha256:feec40075be03a04501a973d81f633735b4b69f98b05450592310c0f401a4e0d", size = 614605, upload-time = "2025-07-17T16:52:00.465Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/33/6b/e0547afaf41bf2c42e52430072fa5658766e3d65bd4b03a563d1b6336f57/distlib-0.4.0-py2.py3-none-any.whl", hash = "sha256:9659f7d87e46584a30b5780e43ac7a2143098441670ff0a49d5f9034c54a6c16", size = 469047, upload-time = "2025-07-17T16:51:58.613Z" },
+]
+
 [[package]]
 name = "dnspython"
 version = "2.8.0"
@@ -513,12 +614,17 @@ dependencies = [
     { name = "starlette-csrf" },
     { name = "tenacity" },
     { name = "ujson" },
+    { name = "urllib3" },
     { name = "uvicorn" },
 ]
 
 [package.optional-dependencies]
 dev = [
+    { name = "detect-secrets" },
     { name = "freezegun" },
+    { name = "pip-audit" },
+    { name = "pip-licenses" },
+    { name = "pre-commit" },
     { name = "pyright" },
     { name = "pytest" },
     { name = "pytest-asyncio" },
@@ -538,16 +644,20 @@ requires-dist = [
     { name = "alembic", specifier = ">=1.14.1" },
     { name = "apscheduler", specifier = "==3.11.0" },
     { name = "asyncpg", specifier = ">=0.29.0" },
-    { name = "authlib", specifier = ">=1.3.0" },
+    { name = "authlib", specifier = ">=1.6.6" },
     { name = "bcrypt", specifier = "==4.2.1" },
-    { name = "cryptography", specifier = "==44.0.1" },
+    { name = "cryptography", specifier = ">=46.0.5" },
+    { name = "detect-secrets", marker = "extra == 'dev'", specifier = ">=1.5.0" },
     { name = "email-validator", specifier = ">=2.1.0.post1" },
     { name = "fastapi", specifier = ">=0.115.8" },
     { name = "fastapi-utils", specifier = "==0.8.0" },
     { name = "freezegun", marker = "extra == 'dev'", specifier = "~=1.5.1" },
     { name = "httpx", specifier = ">=0.27.0" },
     { name = "passlib", specifier = "==1.7.4" },
-    { name = "pillow", specifier = ">=10.3.0" },
+    { name = "pillow", specifier = ">=12.1.1" },
+    { name = "pip-audit", marker = "extra == 'dev'", specifier = ">=2.7.0" },
+    { name = "pip-licenses", marker = "extra == 'dev'", specifier = ">=4.0.0" },
+    { name = "pre-commit", marker = "extra == 'dev'", specifier = ">=4.0.0" },
     { name = "psycopg2-binary", specifier = ">=2.9.9" },
     { name = "pydantic", specifier = ">=2.10.6" },
     { name = "pydantic-settings", specifier = ">=2.2.1" },
@@ -558,7 +668,7 @@ requires-dist = [
     { name = "pytest-xdist", marker = "extra == 'dev'", specifier = ">=3.8.0" },
     { name = "python-dotenv", specifier = ">=1.0.1" },
     { name = "python-jose", specifier = "==3.4.0" },
-    { name = "python-multipart", specifier = ">=0.0.19" },
+    { name = "python-multipart", specifier = ">=0.0.22" },
     { name = "pytz", specifier = ">=2024.1" },
     { name = "requests", marker = "extra == 'dev'", specifier = ">=2.32.0" },
     { name = "ruff", marker = "extra == 'dev'", specifier = ">=0.8.0" },
@@ -570,6 +680,7 @@ requires-dist = [
     { name = "tenacity", specifier = ">=8.2.3" },
     { name = "testcontainers", extras = ["postgres"], marker = "extra == 'e2e'", specifier = ">=4.0.0" },
     { name = "ujson", specifier = ">=5.9.0" },
+    { name = "urllib3", specifier = ">=2.6.3" },
     { name = "uvicorn", specifier = ">=0.34.0" },
 ]
 provides-extras = ["dev", "e2e"]
@@ -603,6 +714,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/43/8b/cef8cfed7ed77d52fc772b1c7b966ba019a3f50b65a2b3625a0f3b7f6f53/fastapi_utils-0.8.0-py3-none-any.whl", hash = "sha256:6c4d507a76bab9a016cee0c4fa3a4638c636b2b2689e39c62254b1b2e4e81825", size = 18495, upload-time = "2024-11-11T08:30:01.914Z" },
 ]
 
+[[package]]
+name = "filelock"
+version = "3.24.3"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/73/92/a8e2479937ff39185d20dd6a851c1a63e55849e447a55e798cc2e1f49c65/filelock-3.24.3.tar.gz", hash = "sha256:011a5644dc937c22699943ebbfc46e969cdde3e171470a6e40b9533e5a72affa", size = 37935, upload-time = "2026-02-19T00:48:20.543Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/9c/0f/5d0c71a1aefeb08efff26272149e07ab922b64f46c63363756224bd6872e/filelock-3.24.3-py3-none-any.whl", hash = "sha256:426e9a4660391f7f8a810d71b0555bce9008b0a1cc342ab1f6947d37639e002d", size = 24331, upload-time = "2026-02-19T00:48:18.465Z" },
+]
+
 [[package]]
 name = "fqdn"
 version = "1.5.1"
@@ -756,6 +876,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/17/44/635a8d2add845c9a2d99a93a379df77f7e70829f0a1d7d5a6998b61f9d01/hypothesis_jsonschema-0.23.1-py3-none-any.whl", hash = "sha256:a4d74d9516dd2784fbbae82e009f62486c9104ac6f4e3397091d98a1d5ee94a2", size = 29200, upload-time = "2024-02-28T20:33:48.744Z" },
 ]
 
+[[package]]
+name = "identify"
+version = "2.6.16"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/5b/8d/e8b97e6bd3fb6fb271346f7981362f1e04d6a7463abd0de79e1fda17c067/identify-2.6.16.tar.gz", hash = "sha256:846857203b5511bbe94d5a352a48ef2359532bc8f6727b5544077a0dcfb24980", size = 99360, upload-time = "2026-01-12T18:58:58.201Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/b8/58/40fbbcefeda82364720eba5cf2270f98496bdfa19ea75b4cccae79c698e6/identify-2.6.16-py2.py3-none-any.whl", hash = "sha256:391ee4d77741d994189522896270b787aed8670389bfd60f326d677d64a6dfb0", size = 99202, upload-time = "2026-01-12T18:58:56.627Z" },
+]
+
 [[package]]
 name = "idna"
 version = "3.11"
@@ -855,6 +984,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/2a/93/2d896b5fd3d79b4cadd8882c06650e66d003f465c9d12c488d92853dff78/junit_xml-1.9-py2.py3-none-any.whl", hash = "sha256:ec5ca1a55aefdd76d28fcc0b135251d156c7106fa979686a4b48d62b761b4732", size = 7130, upload-time = "2020-02-22T20:41:37.661Z" },
 ]
 
+[[package]]
+name = "license-expression"
+version = "30.4.4"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "boolean-py" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/40/71/d89bb0e71b1415453980fd32315f2a037aad9f7f70f695c7cec7035feb13/license_expression-30.4.4.tar.gz", hash = "sha256:73448f0aacd8d0808895bdc4b2c8e01a8d67646e4188f887375398c761f340fd", size = 186402, upload-time = "2025-07-22T11:13:32.17Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/af/40/791891d4c0c4dab4c5e187c17261cedc26285fd41541577f900470a45a4d/license_expression-30.4.4-py3-none-any.whl", hash = "sha256:421788fdcadb41f049d2dc934ce666626265aeccefddd25e162a26f23bcbf8a4", size = 120615, upload-time = "2025-07-22T11:13:31.217Z" },
+]
+
 [[package]]
 name = "limits"
 version = "5.6.0"
@@ -965,6 +1106,50 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/b3/38/89ba8ad64ae25be8de66a6d463314cf1eb366222074cfda9ee839c56a4b4/mdurl-0.1.2-py3-none-any.whl", hash = "sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8", size = 9979, upload-time = "2022-08-14T12:40:09.779Z" },
 ]
 
+[[package]]
+name = "msgpack"
+version = "1.1.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/4d/f2/bfb55a6236ed8725a96b0aa3acbd0ec17588e6a2c3b62a93eb513ed8783f/msgpack-1.1.2.tar.gz", hash = "sha256:3b60763c1373dd60f398488069bcdc703cd08a711477b5d480eecc9f9626f47e", size = 173581, upload-time = "2025-10-08T09:15:56.596Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/ad/bd/8b0d01c756203fbab65d265859749860682ccd2a59594609aeec3a144efa/msgpack-1.1.2-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:70a0dff9d1f8da25179ffcf880e10cf1aad55fdb63cd59c9a49a1b82290062aa", size = 81939, upload-time = "2025-10-08T09:15:01.472Z" },
+    { url = "https://files.pythonhosted.org/packages/34/68/ba4f155f793a74c1483d4bdef136e1023f7bcba557f0db4ef3db3c665cf1/msgpack-1.1.2-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:446abdd8b94b55c800ac34b102dffd2f6aa0ce643c55dfc017ad89347db3dbdb", size = 85064, upload-time = "2025-10-08T09:15:03.764Z" },
+    { url = "https://files.pythonhosted.org/packages/f2/60/a064b0345fc36c4c3d2c743c82d9100c40388d77f0b48b2f04d6041dbec1/msgpack-1.1.2-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:c63eea553c69ab05b6747901b97d620bb2a690633c77f23feb0c6a947a8a7b8f", size = 417131, upload-time = "2025-10-08T09:15:05.136Z" },
+    { url = "https://files.pythonhosted.org/packages/65/92/a5100f7185a800a5d29f8d14041f61475b9de465ffcc0f3b9fba606e4505/msgpack-1.1.2-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:372839311ccf6bdaf39b00b61288e0557916c3729529b301c52c2d88842add42", size = 427556, upload-time = "2025-10-08T09:15:06.837Z" },
+    { url = "https://files.pythonhosted.org/packages/f5/87/ffe21d1bf7d9991354ad93949286f643b2bb6ddbeab66373922b44c3b8cc/msgpack-1.1.2-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:2929af52106ca73fcb28576218476ffbb531a036c2adbcf54a3664de124303e9", size = 404920, upload-time = "2025-10-08T09:15:08.179Z" },
+    { url = "https://files.pythonhosted.org/packages/ff/41/8543ed2b8604f7c0d89ce066f42007faac1eaa7d79a81555f206a5cdb889/msgpack-1.1.2-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:be52a8fc79e45b0364210eef5234a7cf8d330836d0a64dfbb878efa903d84620", size = 415013, upload-time = "2025-10-08T09:15:09.83Z" },
+    { url = "https://files.pythonhosted.org/packages/41/0d/2ddfaa8b7e1cee6c490d46cb0a39742b19e2481600a7a0e96537e9c22f43/msgpack-1.1.2-cp312-cp312-win32.whl", hash = "sha256:1fff3d825d7859ac888b0fbda39a42d59193543920eda9d9bea44d958a878029", size = 65096, upload-time = "2025-10-08T09:15:11.11Z" },
+    { url = "https://files.pythonhosted.org/packages/8c/ec/d431eb7941fb55a31dd6ca3404d41fbb52d99172df2e7707754488390910/msgpack-1.1.2-cp312-cp312-win_amd64.whl", hash = "sha256:1de460f0403172cff81169a30b9a92b260cb809c4cb7e2fc79ae8d0510c78b6b", size = 72708, upload-time = "2025-10-08T09:15:12.554Z" },
+    { url = "https://files.pythonhosted.org/packages/c5/31/5b1a1f70eb0e87d1678e9624908f86317787b536060641d6798e3cf70ace/msgpack-1.1.2-cp312-cp312-win_arm64.whl", hash = "sha256:be5980f3ee0e6bd44f3a9e9dea01054f175b50c3e6cdb692bc9424c0bbb8bf69", size = 64119, upload-time = "2025-10-08T09:15:13.589Z" },
+    { url = "https://files.pythonhosted.org/packages/6b/31/b46518ecc604d7edf3a4f94cb3bf021fc62aa301f0cb849936968164ef23/msgpack-1.1.2-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:4efd7b5979ccb539c221a4c4e16aac1a533efc97f3b759bb5a5ac9f6d10383bf", size = 81212, upload-time = "2025-10-08T09:15:14.552Z" },
+    { url = "https://files.pythonhosted.org/packages/92/dc/c385f38f2c2433333345a82926c6bfa5ecfff3ef787201614317b58dd8be/msgpack-1.1.2-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:42eefe2c3e2af97ed470eec850facbe1b5ad1d6eacdbadc42ec98e7dcf68b4b7", size = 84315, upload-time = "2025-10-08T09:15:15.543Z" },
+    { url = "https://files.pythonhosted.org/packages/d3/68/93180dce57f684a61a88a45ed13047558ded2be46f03acb8dec6d7c513af/msgpack-1.1.2-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1fdf7d83102bf09e7ce3357de96c59b627395352a4024f6e2458501f158bf999", size = 412721, upload-time = "2025-10-08T09:15:16.567Z" },
+    { url = "https://files.pythonhosted.org/packages/5d/ba/459f18c16f2b3fc1a1ca871f72f07d70c07bf768ad0a507a698b8052ac58/msgpack-1.1.2-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:fac4be746328f90caa3cd4bc67e6fe36ca2bf61d5c6eb6d895b6527e3f05071e", size = 424657, upload-time = "2025-10-08T09:15:17.825Z" },
+    { url = "https://files.pythonhosted.org/packages/38/f8/4398c46863b093252fe67368b44edc6c13b17f4e6b0e4929dbf0bdb13f23/msgpack-1.1.2-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:fffee09044073e69f2bad787071aeec727183e7580443dfeb8556cbf1978d162", size = 402668, upload-time = "2025-10-08T09:15:19.003Z" },
+    { url = "https://files.pythonhosted.org/packages/28/ce/698c1eff75626e4124b4d78e21cca0b4cc90043afb80a507626ea354ab52/msgpack-1.1.2-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:5928604de9b032bc17f5099496417f113c45bc6bc21b5c6920caf34b3c428794", size = 419040, upload-time = "2025-10-08T09:15:20.183Z" },
+    { url = "https://files.pythonhosted.org/packages/67/32/f3cd1667028424fa7001d82e10ee35386eea1408b93d399b09fb0aa7875f/msgpack-1.1.2-cp313-cp313-win32.whl", hash = "sha256:a7787d353595c7c7e145e2331abf8b7ff1e6673a6b974ded96e6d4ec09f00c8c", size = 65037, upload-time = "2025-10-08T09:15:21.416Z" },
+    { url = "https://files.pythonhosted.org/packages/74/07/1ed8277f8653c40ebc65985180b007879f6a836c525b3885dcc6448ae6cb/msgpack-1.1.2-cp313-cp313-win_amd64.whl", hash = "sha256:a465f0dceb8e13a487e54c07d04ae3ba131c7c5b95e2612596eafde1dccf64a9", size = 72631, upload-time = "2025-10-08T09:15:22.431Z" },
+    { url = "https://files.pythonhosted.org/packages/e5/db/0314e4e2db56ebcf450f277904ffd84a7988b9e5da8d0d61ab2d057df2b6/msgpack-1.1.2-cp313-cp313-win_arm64.whl", hash = "sha256:e69b39f8c0aa5ec24b57737ebee40be647035158f14ed4b40e6f150077e21a84", size = 64118, upload-time = "2025-10-08T09:15:23.402Z" },
+    { url = "https://files.pythonhosted.org/packages/22/71/201105712d0a2ff07b7873ed3c220292fb2ea5120603c00c4b634bcdafb3/msgpack-1.1.2-cp314-cp314-macosx_10_13_x86_64.whl", hash = "sha256:e23ce8d5f7aa6ea6d2a2b326b4ba46c985dbb204523759984430db7114f8aa00", size = 81127, upload-time = "2025-10-08T09:15:24.408Z" },
+    { url = "https://files.pythonhosted.org/packages/1b/9f/38ff9e57a2eade7bf9dfee5eae17f39fc0e998658050279cbb14d97d36d9/msgpack-1.1.2-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:6c15b7d74c939ebe620dd8e559384be806204d73b4f9356320632d783d1f7939", size = 84981, upload-time = "2025-10-08T09:15:25.812Z" },
+    { url = "https://files.pythonhosted.org/packages/8e/a9/3536e385167b88c2cc8f4424c49e28d49a6fc35206d4a8060f136e71f94c/msgpack-1.1.2-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:99e2cb7b9031568a2a5c73aa077180f93dd2e95b4f8d3b8e14a73ae94a9e667e", size = 411885, upload-time = "2025-10-08T09:15:27.22Z" },
+    { url = "https://files.pythonhosted.org/packages/2f/40/dc34d1a8d5f1e51fc64640b62b191684da52ca469da9cd74e84936ffa4a6/msgpack-1.1.2-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:180759d89a057eab503cf62eeec0aa61c4ea1200dee709f3a8e9397dbb3b6931", size = 419658, upload-time = "2025-10-08T09:15:28.4Z" },
+    { url = "https://files.pythonhosted.org/packages/3b/ef/2b92e286366500a09a67e03496ee8b8ba00562797a52f3c117aa2b29514b/msgpack-1.1.2-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:04fb995247a6e83830b62f0b07bf36540c213f6eac8e851166d8d86d83cbd014", size = 403290, upload-time = "2025-10-08T09:15:29.764Z" },
+    { url = "https://files.pythonhosted.org/packages/78/90/e0ea7990abea5764e4655b8177aa7c63cdfa89945b6e7641055800f6c16b/msgpack-1.1.2-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:8e22ab046fa7ede9e36eeb4cfad44d46450f37bb05d5ec482b02868f451c95e2", size = 415234, upload-time = "2025-10-08T09:15:31.022Z" },
+    { url = "https://files.pythonhosted.org/packages/72/4e/9390aed5db983a2310818cd7d3ec0aecad45e1f7007e0cda79c79507bb0d/msgpack-1.1.2-cp314-cp314-win32.whl", hash = "sha256:80a0ff7d4abf5fecb995fcf235d4064b9a9a8a40a3ab80999e6ac1e30b702717", size = 66391, upload-time = "2025-10-08T09:15:32.265Z" },
+    { url = "https://files.pythonhosted.org/packages/6e/f1/abd09c2ae91228c5f3998dbd7f41353def9eac64253de3c8105efa2082f7/msgpack-1.1.2-cp314-cp314-win_amd64.whl", hash = "sha256:9ade919fac6a3e7260b7f64cea89df6bec59104987cbea34d34a2fa15d74310b", size = 73787, upload-time = "2025-10-08T09:15:33.219Z" },
+    { url = "https://files.pythonhosted.org/packages/6a/b0/9d9f667ab48b16ad4115c1935d94023b82b3198064cb84a123e97f7466c1/msgpack-1.1.2-cp314-cp314-win_arm64.whl", hash = "sha256:59415c6076b1e30e563eb732e23b994a61c159cec44deaf584e5cc1dd662f2af", size = 66453, upload-time = "2025-10-08T09:15:34.225Z" },
+    { url = "https://files.pythonhosted.org/packages/16/67/93f80545eb1792b61a217fa7f06d5e5cb9e0055bed867f43e2b8e012e137/msgpack-1.1.2-cp314-cp314t-macosx_10_13_x86_64.whl", hash = "sha256:897c478140877e5307760b0ea66e0932738879e7aa68144d9b78ea4c8302a84a", size = 85264, upload-time = "2025-10-08T09:15:35.61Z" },
+    { url = "https://files.pythonhosted.org/packages/87/1c/33c8a24959cf193966ef11a6f6a2995a65eb066bd681fd085afd519a57ce/msgpack-1.1.2-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:a668204fa43e6d02f89dbe79a30b0d67238d9ec4c5bd8a940fc3a004a47b721b", size = 89076, upload-time = "2025-10-08T09:15:36.619Z" },
+    { url = "https://files.pythonhosted.org/packages/fc/6b/62e85ff7193663fbea5c0254ef32f0c77134b4059f8da89b958beb7696f3/msgpack-1.1.2-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5559d03930d3aa0f3aacb4c42c776af1a2ace2611871c84a75afe436695e6245", size = 435242, upload-time = "2025-10-08T09:15:37.647Z" },
+    { url = "https://files.pythonhosted.org/packages/c1/47/5c74ecb4cc277cf09f64e913947871682ffa82b3b93c8dad68083112f412/msgpack-1.1.2-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:70c5a7a9fea7f036b716191c29047374c10721c389c21e9ffafad04df8c52c90", size = 432509, upload-time = "2025-10-08T09:15:38.794Z" },
+    { url = "https://files.pythonhosted.org/packages/24/a4/e98ccdb56dc4e98c929a3f150de1799831c0a800583cde9fa022fa90602d/msgpack-1.1.2-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:f2cb069d8b981abc72b41aea1c580ce92d57c673ec61af4c500153a626cb9e20", size = 415957, upload-time = "2025-10-08T09:15:40.238Z" },
+    { url = "https://files.pythonhosted.org/packages/da/28/6951f7fb67bc0a4e184a6b38ab71a92d9ba58080b27a77d3e2fb0be5998f/msgpack-1.1.2-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:d62ce1f483f355f61adb5433ebfd8868c5f078d1a52d042b0a998682b4fa8c27", size = 422910, upload-time = "2025-10-08T09:15:41.505Z" },
+    { url = "https://files.pythonhosted.org/packages/f0/03/42106dcded51f0a0b5284d3ce30a671e7bd3f7318d122b2ead66ad289fed/msgpack-1.1.2-cp314-cp314t-win32.whl", hash = "sha256:1d1418482b1ee984625d88aa9585db570180c286d942da463533b238b98b812b", size = 75197, upload-time = "2025-10-08T09:15:42.954Z" },
+    { url = "https://files.pythonhosted.org/packages/15/86/d0071e94987f8db59d4eeb386ddc64d0bb9b10820a8d82bcd3e53eeb2da6/msgpack-1.1.2-cp314-cp314t-win_amd64.whl", hash = "sha256:5a46bf7e831d09470ad92dff02b8b1ac92175ca36b087f904a0519857c6be3ff", size = 85772, upload-time = "2025-10-08T09:15:43.954Z" },
+    { url = "https://files.pythonhosted.org/packages/81/f2/08ace4142eb281c12701fc3b93a10795e4d4dc7f753911d836675050f886/msgpack-1.1.2-cp314-cp314t-win_arm64.whl", hash = "sha256:d99ef64f349d5ec3293688e91486c5fdb925ed03807f64d98d205d2713c60b46", size = 70868, upload-time = "2025-10-08T09:15:44.959Z" },
+]
+
 [[package]]
 name = "nodeenv"
 version = "1.10.0"
@@ -974,6 +1159,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/88/b2/d0896bdcdc8d28a7fc5717c305f1a861c26e18c05047949fb371034d98bd/nodeenv-1.10.0-py2.py3-none-any.whl", hash = "sha256:5bb13e3eed2923615535339b3c620e76779af4cb4c6a90deccc9e36b274d3827", size = 23438, upload-time = "2025-12-20T14:08:52.782Z" },
 ]
 
+[[package]]
+name = "packageurl-python"
+version = "0.17.6"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/f5/d6/3b5a4e3cfaef7a53869a26ceb034d1ff5e5c27c814ce77260a96d50ab7bb/packageurl_python-0.17.6.tar.gz", hash = "sha256:1252ce3a102372ca6f86eb968e16f9014c4ba511c5c37d95a7f023e2ca6e5c25", size = 50618, upload-time = "2025-11-24T15:20:17.998Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/b1/2f/c7277b7615a93f51b5fbc1eacfc1b75e8103370e786fd8ce2abf6e5c04ab/packageurl_python-0.17.6-py3-none-any.whl", hash = "sha256:31a85c2717bc41dd818f3c62908685ff9eebcb68588213745b14a6ee9e7df7c9", size = 36776, upload-time = "2025-11-24T15:20:16.962Z" },
+]
+
 [[package]]
 name = "packaging"
 version = "25.0"
@@ -994,71 +1188,147 @@ wheels = [
 
 [[package]]
 name = "pillow"
-version = "12.0.0"
+version = "12.1.1"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/5a/b0/cace85a1b0c9775a9f8f5d5423c8261c858760e2466c79b2dd184638b056/pillow-12.0.0.tar.gz", hash = "sha256:87d4f8125c9988bfbed67af47dd7a953e2fc7b0cc1e7800ec6d2080d490bb353", size = 47008828, upload-time = "2025-10-15T18:24:14.008Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/1f/42/5c74462b4fd957fcd7b13b04fb3205ff8349236ea74c7c375766d6c82288/pillow-12.1.1.tar.gz", hash = "sha256:9ad8fa5937ab05218e2b6a4cff30295ad35afd2f83ac592e68c0d871bb0fdbc4", size = 46980264, upload-time = "2026-02-11T04:23:07.146Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/2c/90/4fcce2c22caf044e660a198d740e7fbc14395619e3cb1abad12192c0826c/pillow-12.0.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:53561a4ddc36facb432fae7a9d8afbfaf94795414f5cdc5fc52f28c1dca90371", size = 5249377, upload-time = "2025-10-15T18:22:05.993Z" },
-    { url = "https://files.pythonhosted.org/packages/fd/e0/ed960067543d080691d47d6938ebccbf3976a931c9567ab2fbfab983a5dd/pillow-12.0.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:71db6b4c1653045dacc1585c1b0d184004f0d7e694c7b34ac165ca70c0838082", size = 4650343, upload-time = "2025-10-15T18:22:07.718Z" },
-    { url = "https://files.pythonhosted.org/packages/e7/a1/f81fdeddcb99c044bf7d6faa47e12850f13cee0849537a7d27eeab5534d4/pillow-12.0.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:2fa5f0b6716fc88f11380b88b31fe591a06c6315e955c096c35715788b339e3f", size = 6232981, upload-time = "2025-10-15T18:22:09.287Z" },
-    { url = "https://files.pythonhosted.org/packages/88/e1/9098d3ce341a8750b55b0e00c03f1630d6178f38ac191c81c97a3b047b44/pillow-12.0.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:82240051c6ca513c616f7f9da06e871f61bfd7805f566275841af15015b8f98d", size = 8041399, upload-time = "2025-10-15T18:22:10.872Z" },
-    { url = "https://files.pythonhosted.org/packages/a7/62/a22e8d3b602ae8cc01446d0c57a54e982737f44b6f2e1e019a925143771d/pillow-12.0.0-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:55f818bd74fe2f11d4d7cbc65880a843c4075e0ac7226bc1a23261dbea531953", size = 6347740, upload-time = "2025-10-15T18:22:12.769Z" },
-    { url = "https://files.pythonhosted.org/packages/4f/87/424511bdcd02c8d7acf9f65caa09f291a519b16bd83c3fb3374b3d4ae951/pillow-12.0.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:b87843e225e74576437fd5b6a4c2205d422754f84a06942cfaf1dc32243e45a8", size = 7040201, upload-time = "2025-10-15T18:22:14.813Z" },
-    { url = "https://files.pythonhosted.org/packages/dc/4d/435c8ac688c54d11755aedfdd9f29c9eeddf68d150fe42d1d3dbd2365149/pillow-12.0.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:c607c90ba67533e1b2355b821fef6764d1dd2cbe26b8c1005ae84f7aea25ff79", size = 6462334, upload-time = "2025-10-15T18:22:16.375Z" },
-    { url = "https://files.pythonhosted.org/packages/2b/f2/ad34167a8059a59b8ad10bc5c72d4d9b35acc6b7c0877af8ac885b5f2044/pillow-12.0.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:21f241bdd5080a15bc86d3466a9f6074a9c2c2b314100dd896ac81ee6db2f1ba", size = 7134162, upload-time = "2025-10-15T18:22:17.996Z" },
-    { url = "https://files.pythonhosted.org/packages/0c/b1/a7391df6adacf0a5c2cf6ac1cf1fcc1369e7d439d28f637a847f8803beb3/pillow-12.0.0-cp312-cp312-win32.whl", hash = "sha256:dd333073e0cacdc3089525c7df7d39b211bcdf31fc2824e49d01c6b6187b07d0", size = 6298769, upload-time = "2025-10-15T18:22:19.923Z" },
-    { url = "https://files.pythonhosted.org/packages/a2/0b/d87733741526541c909bbf159e338dcace4f982daac6e5a8d6be225ca32d/pillow-12.0.0-cp312-cp312-win_amd64.whl", hash = "sha256:9fe611163f6303d1619bbcb653540a4d60f9e55e622d60a3108be0d5b441017a", size = 7001107, upload-time = "2025-10-15T18:22:21.644Z" },
-    { url = "https://files.pythonhosted.org/packages/bc/96/aaa61ce33cc98421fb6088af2a03be4157b1e7e0e87087c888e2370a7f45/pillow-12.0.0-cp312-cp312-win_arm64.whl", hash = "sha256:7dfb439562f234f7d57b1ac6bc8fe7f838a4bd49c79230e0f6a1da93e82f1fad", size = 2436012, upload-time = "2025-10-15T18:22:23.621Z" },
-    { url = "https://files.pythonhosted.org/packages/62/f2/de993bb2d21b33a98d031ecf6a978e4b61da207bef02f7b43093774c480d/pillow-12.0.0-cp313-cp313-ios_13_0_arm64_iphoneos.whl", hash = "sha256:0869154a2d0546545cde61d1789a6524319fc1897d9ee31218eae7a60ccc5643", size = 4045493, upload-time = "2025-10-15T18:22:25.758Z" },
-    { url = "https://files.pythonhosted.org/packages/0e/b6/bc8d0c4c9f6f111a783d045310945deb769b806d7574764234ffd50bc5ea/pillow-12.0.0-cp313-cp313-ios_13_0_arm64_iphonesimulator.whl", hash = "sha256:a7921c5a6d31b3d756ec980f2f47c0cfdbce0fc48c22a39347a895f41f4a6ea4", size = 4120461, upload-time = "2025-10-15T18:22:27.286Z" },
-    { url = "https://files.pythonhosted.org/packages/5d/57/d60d343709366a353dc56adb4ee1e7d8a2cc34e3fbc22905f4167cfec119/pillow-12.0.0-cp313-cp313-ios_13_0_x86_64_iphonesimulator.whl", hash = "sha256:1ee80a59f6ce048ae13cda1abf7fbd2a34ab9ee7d401c46be3ca685d1999a399", size = 3576912, upload-time = "2025-10-15T18:22:28.751Z" },
-    { url = "https://files.pythonhosted.org/packages/a4/a4/a0a31467e3f83b94d37568294b01d22b43ae3c5d85f2811769b9c66389dd/pillow-12.0.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:c50f36a62a22d350c96e49ad02d0da41dbd17ddc2e29750dbdba4323f85eb4a5", size = 5249132, upload-time = "2025-10-15T18:22:30.641Z" },
-    { url = "https://files.pythonhosted.org/packages/83/06/48eab21dd561de2914242711434c0c0eb992ed08ff3f6107a5f44527f5e9/pillow-12.0.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:5193fde9a5f23c331ea26d0cf171fbf67e3f247585f50c08b3e205c7aeb4589b", size = 4650099, upload-time = "2025-10-15T18:22:32.73Z" },
-    { url = "https://files.pythonhosted.org/packages/fc/bd/69ed99fd46a8dba7c1887156d3572fe4484e3f031405fcc5a92e31c04035/pillow-12.0.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:bde737cff1a975b70652b62d626f7785e0480918dece11e8fef3c0cf057351c3", size = 6230808, upload-time = "2025-10-15T18:22:34.337Z" },
-    { url = "https://files.pythonhosted.org/packages/ea/94/8fad659bcdbf86ed70099cb60ae40be6acca434bbc8c4c0d4ef356d7e0de/pillow-12.0.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:a6597ff2b61d121172f5844b53f21467f7082f5fb385a9a29c01414463f93b07", size = 8037804, upload-time = "2025-10-15T18:22:36.402Z" },
-    { url = "https://files.pythonhosted.org/packages/20/39/c685d05c06deecfd4e2d1950e9a908aa2ca8bc4e6c3b12d93b9cafbd7837/pillow-12.0.0-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0b817e7035ea7f6b942c13aa03bb554fc44fea70838ea21f8eb31c638326584e", size = 6345553, upload-time = "2025-10-15T18:22:38.066Z" },
-    { url = "https://files.pythonhosted.org/packages/38/57/755dbd06530a27a5ed74f8cb0a7a44a21722ebf318edbe67ddbd7fb28f88/pillow-12.0.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:f4f1231b7dec408e8670264ce63e9c71409d9583dd21d32c163e25213ee2a344", size = 7037729, upload-time = "2025-10-15T18:22:39.769Z" },
-    { url = "https://files.pythonhosted.org/packages/ca/b6/7e94f4c41d238615674d06ed677c14883103dce1c52e4af16f000338cfd7/pillow-12.0.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:6e51b71417049ad6ab14c49608b4a24d8fb3fe605e5dfabfe523b58064dc3d27", size = 6459789, upload-time = "2025-10-15T18:22:41.437Z" },
-    { url = "https://files.pythonhosted.org/packages/9c/14/4448bb0b5e0f22dd865290536d20ec8a23b64e2d04280b89139f09a36bb6/pillow-12.0.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:d120c38a42c234dc9a8c5de7ceaaf899cf33561956acb4941653f8bdc657aa79", size = 7130917, upload-time = "2025-10-15T18:22:43.152Z" },
-    { url = "https://files.pythonhosted.org/packages/dd/ca/16c6926cc1c015845745d5c16c9358e24282f1e588237a4c36d2b30f182f/pillow-12.0.0-cp313-cp313-win32.whl", hash = "sha256:4cc6b3b2efff105c6a1656cfe59da4fdde2cda9af1c5e0b58529b24525d0a098", size = 6302391, upload-time = "2025-10-15T18:22:44.753Z" },
-    { url = "https://files.pythonhosted.org/packages/6d/2a/dd43dcfd6dae9b6a49ee28a8eedb98c7d5ff2de94a5d834565164667b97b/pillow-12.0.0-cp313-cp313-win_amd64.whl", hash = "sha256:4cf7fed4b4580601c4345ceb5d4cbf5a980d030fd5ad07c4d2ec589f95f09905", size = 7007477, upload-time = "2025-10-15T18:22:46.838Z" },
-    { url = "https://files.pythonhosted.org/packages/77/f0/72ea067f4b5ae5ead653053212af05ce3705807906ba3f3e8f58ddf617e6/pillow-12.0.0-cp313-cp313-win_arm64.whl", hash = "sha256:9f0b04c6b8584c2c193babcccc908b38ed29524b29dd464bc8801bf10d746a3a", size = 2435918, upload-time = "2025-10-15T18:22:48.399Z" },
-    { url = "https://files.pythonhosted.org/packages/f5/5e/9046b423735c21f0487ea6cb5b10f89ea8f8dfbe32576fe052b5ba9d4e5b/pillow-12.0.0-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:7fa22993bac7b77b78cae22bad1e2a987ddf0d9015c63358032f84a53f23cdc3", size = 5251406, upload-time = "2025-10-15T18:22:49.905Z" },
-    { url = "https://files.pythonhosted.org/packages/12/66/982ceebcdb13c97270ef7a56c3969635b4ee7cd45227fa707c94719229c5/pillow-12.0.0-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:f135c702ac42262573fe9714dfe99c944b4ba307af5eb507abef1667e2cbbced", size = 4653218, upload-time = "2025-10-15T18:22:51.587Z" },
-    { url = "https://files.pythonhosted.org/packages/16/b3/81e625524688c31859450119bf12674619429cab3119eec0e30a7a1029cb/pillow-12.0.0-cp313-cp313t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:c85de1136429c524e55cfa4e033b4a7940ac5c8ee4d9401cc2d1bf48154bbc7b", size = 6266564, upload-time = "2025-10-15T18:22:53.215Z" },
-    { url = "https://files.pythonhosted.org/packages/98/59/dfb38f2a41240d2408096e1a76c671d0a105a4a8471b1871c6902719450c/pillow-12.0.0-cp313-cp313t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:38df9b4bfd3db902c9c2bd369bcacaf9d935b2fff73709429d95cc41554f7b3d", size = 8069260, upload-time = "2025-10-15T18:22:54.933Z" },
-    { url = "https://files.pythonhosted.org/packages/dc/3d/378dbea5cd1874b94c312425ca77b0f47776c78e0df2df751b820c8c1d6c/pillow-12.0.0-cp313-cp313t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:7d87ef5795da03d742bf49439f9ca4d027cde49c82c5371ba52464aee266699a", size = 6379248, upload-time = "2025-10-15T18:22:56.605Z" },
-    { url = "https://files.pythonhosted.org/packages/84/b0/d525ef47d71590f1621510327acec75ae58c721dc071b17d8d652ca494d8/pillow-12.0.0-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:aff9e4d82d082ff9513bdd6acd4f5bd359f5b2c870907d2b0a9c5e10d40c88fe", size = 7066043, upload-time = "2025-10-15T18:22:58.53Z" },
-    { url = "https://files.pythonhosted.org/packages/61/2c/aced60e9cf9d0cde341d54bf7932c9ffc33ddb4a1595798b3a5150c7ec4e/pillow-12.0.0-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:8d8ca2b210ada074d57fcee40c30446c9562e542fc46aedc19baf758a93532ee", size = 6490915, upload-time = "2025-10-15T18:23:00.582Z" },
-    { url = "https://files.pythonhosted.org/packages/ef/26/69dcb9b91f4e59f8f34b2332a4a0a951b44f547c4ed39d3e4dcfcff48f89/pillow-12.0.0-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:99a7f72fb6249302aa62245680754862a44179b545ded638cf1fef59befb57ef", size = 7157998, upload-time = "2025-10-15T18:23:02.627Z" },
-    { url = "https://files.pythonhosted.org/packages/61/2b/726235842220ca95fa441ddf55dd2382b52ab5b8d9c0596fe6b3f23dafe8/pillow-12.0.0-cp313-cp313t-win32.whl", hash = "sha256:4078242472387600b2ce8d93ade8899c12bf33fa89e55ec89fe126e9d6d5d9e9", size = 6306201, upload-time = "2025-10-15T18:23:04.709Z" },
-    { url = "https://files.pythonhosted.org/packages/c0/3d/2afaf4e840b2df71344ababf2f8edd75a705ce500e5dc1e7227808312ae1/pillow-12.0.0-cp313-cp313t-win_amd64.whl", hash = "sha256:2c54c1a783d6d60595d3514f0efe9b37c8808746a66920315bfd34a938d7994b", size = 7013165, upload-time = "2025-10-15T18:23:06.46Z" },
-    { url = "https://files.pythonhosted.org/packages/6f/75/3fa09aa5cf6ed04bee3fa575798ddf1ce0bace8edb47249c798077a81f7f/pillow-12.0.0-cp313-cp313t-win_arm64.whl", hash = "sha256:26d9f7d2b604cd23aba3e9faf795787456ac25634d82cd060556998e39c6fa47", size = 2437834, upload-time = "2025-10-15T18:23:08.194Z" },
-    { url = "https://files.pythonhosted.org/packages/54/2a/9a8c6ba2c2c07b71bec92cf63e03370ca5e5f5c5b119b742bcc0cde3f9c5/pillow-12.0.0-cp314-cp314-ios_13_0_arm64_iphoneos.whl", hash = "sha256:beeae3f27f62308f1ddbcfb0690bf44b10732f2ef43758f169d5e9303165d3f9", size = 4045531, upload-time = "2025-10-15T18:23:10.121Z" },
-    { url = "https://files.pythonhosted.org/packages/84/54/836fdbf1bfb3d66a59f0189ff0b9f5f666cee09c6188309300df04ad71fa/pillow-12.0.0-cp314-cp314-ios_13_0_arm64_iphonesimulator.whl", hash = "sha256:d4827615da15cd59784ce39d3388275ec093ae3ee8d7f0c089b76fa87af756c2", size = 4120554, upload-time = "2025-10-15T18:23:12.14Z" },
-    { url = "https://files.pythonhosted.org/packages/0d/cd/16aec9f0da4793e98e6b54778a5fbce4f375c6646fe662e80600b8797379/pillow-12.0.0-cp314-cp314-ios_13_0_x86_64_iphonesimulator.whl", hash = "sha256:3e42edad50b6909089750e65c91aa09aaf1e0a71310d383f11321b27c224ed8a", size = 3576812, upload-time = "2025-10-15T18:23:13.962Z" },
-    { url = "https://files.pythonhosted.org/packages/f6/b7/13957fda356dc46339298b351cae0d327704986337c3c69bb54628c88155/pillow-12.0.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:e5d8efac84c9afcb40914ab49ba063d94f5dbdf5066db4482c66a992f47a3a3b", size = 5252689, upload-time = "2025-10-15T18:23:15.562Z" },
-    { url = "https://files.pythonhosted.org/packages/fc/f5/eae31a306341d8f331f43edb2e9122c7661b975433de5e447939ae61c5da/pillow-12.0.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:266cd5f2b63ff316d5a1bba46268e603c9caf5606d44f38c2873c380950576ad", size = 4650186, upload-time = "2025-10-15T18:23:17.379Z" },
-    { url = "https://files.pythonhosted.org/packages/86/62/2a88339aa40c4c77e79108facbd307d6091e2c0eb5b8d3cf4977cfca2fe6/pillow-12.0.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:58eea5ebe51504057dd95c5b77d21700b77615ab0243d8152793dc00eb4faf01", size = 6230308, upload-time = "2025-10-15T18:23:18.971Z" },
-    { url = "https://files.pythonhosted.org/packages/c7/33/5425a8992bcb32d1cb9fa3dd39a89e613d09a22f2c8083b7bf43c455f760/pillow-12.0.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:f13711b1a5ba512d647a0e4ba79280d3a9a045aaf7e0cc6fbe96b91d4cdf6b0c", size = 8039222, upload-time = "2025-10-15T18:23:20.909Z" },
-    { url = "https://files.pythonhosted.org/packages/d8/61/3f5d3b35c5728f37953d3eec5b5f3e77111949523bd2dd7f31a851e50690/pillow-12.0.0-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:6846bd2d116ff42cba6b646edf5bf61d37e5cbd256425fa089fee4ff5c07a99e", size = 6346657, upload-time = "2025-10-15T18:23:23.077Z" },
-    { url = "https://files.pythonhosted.org/packages/3a/be/ee90a3d79271227e0f0a33c453531efd6ed14b2e708596ba5dd9be948da3/pillow-12.0.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:c98fa880d695de164b4135a52fd2e9cd7b7c90a9d8ac5e9e443a24a95ef9248e", size = 7038482, upload-time = "2025-10-15T18:23:25.005Z" },
-    { url = "https://files.pythonhosted.org/packages/44/34/a16b6a4d1ad727de390e9bd9f19f5f669e079e5826ec0f329010ddea492f/pillow-12.0.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:fa3ed2a29a9e9d2d488b4da81dcb54720ac3104a20bf0bd273f1e4648aff5af9", size = 6461416, upload-time = "2025-10-15T18:23:27.009Z" },
-    { url = "https://files.pythonhosted.org/packages/b6/39/1aa5850d2ade7d7ba9f54e4e4c17077244ff7a2d9e25998c38a29749eb3f/pillow-12.0.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:d034140032870024e6b9892c692fe2968493790dd57208b2c37e3fb35f6df3ab", size = 7131584, upload-time = "2025-10-15T18:23:29.752Z" },
-    { url = "https://files.pythonhosted.org/packages/bf/db/4fae862f8fad0167073a7733973bfa955f47e2cac3dc3e3e6257d10fab4a/pillow-12.0.0-cp314-cp314-win32.whl", hash = "sha256:1b1b133e6e16105f524a8dec491e0586d072948ce15c9b914e41cdadd209052b", size = 6400621, upload-time = "2025-10-15T18:23:32.06Z" },
-    { url = "https://files.pythonhosted.org/packages/2b/24/b350c31543fb0107ab2599464d7e28e6f856027aadda995022e695313d94/pillow-12.0.0-cp314-cp314-win_amd64.whl", hash = "sha256:8dc232e39d409036af549c86f24aed8273a40ffa459981146829a324e0848b4b", size = 7142916, upload-time = "2025-10-15T18:23:34.71Z" },
-    { url = "https://files.pythonhosted.org/packages/0f/9b/0ba5a6fd9351793996ef7487c4fdbde8d3f5f75dbedc093bb598648fddf0/pillow-12.0.0-cp314-cp314-win_arm64.whl", hash = "sha256:d52610d51e265a51518692045e372a4c363056130d922a7351429ac9f27e70b0", size = 2523836, upload-time = "2025-10-15T18:23:36.967Z" },
-    { url = "https://files.pythonhosted.org/packages/f5/7a/ceee0840aebc579af529b523d530840338ecf63992395842e54edc805987/pillow-12.0.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:1979f4566bb96c1e50a62d9831e2ea2d1211761e5662afc545fa766f996632f6", size = 5255092, upload-time = "2025-10-15T18:23:38.573Z" },
-    { url = "https://files.pythonhosted.org/packages/44/76/20776057b4bfd1aef4eeca992ebde0f53a4dce874f3ae693d0ec90a4f79b/pillow-12.0.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:b2e4b27a6e15b04832fe9bf292b94b5ca156016bbc1ea9c2c20098a0320d6cf6", size = 4653158, upload-time = "2025-10-15T18:23:40.238Z" },
-    { url = "https://files.pythonhosted.org/packages/82/3f/d9ff92ace07be8836b4e7e87e6a4c7a8318d47c2f1463ffcf121fc57d9cb/pillow-12.0.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:fb3096c30df99fd01c7bf8e544f392103d0795b9f98ba71a8054bcbf56b255f1", size = 6267882, upload-time = "2025-10-15T18:23:42.434Z" },
-    { url = "https://files.pythonhosted.org/packages/9f/7a/4f7ff87f00d3ad33ba21af78bfcd2f032107710baf8280e3722ceec28cda/pillow-12.0.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:7438839e9e053ef79f7112c881cef684013855016f928b168b81ed5835f3e75e", size = 8071001, upload-time = "2025-10-15T18:23:44.29Z" },
-    { url = "https://files.pythonhosted.org/packages/75/87/fcea108944a52dad8cca0715ae6247e271eb80459364a98518f1e4f480c1/pillow-12.0.0-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5d5c411a8eaa2299322b647cd932586b1427367fd3184ffbb8f7a219ea2041ca", size = 6380146, upload-time = "2025-10-15T18:23:46.065Z" },
-    { url = "https://files.pythonhosted.org/packages/91/52/0d31b5e571ef5fd111d2978b84603fce26aba1b6092f28e941cb46570745/pillow-12.0.0-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:d7e091d464ac59d2c7ad8e7e08105eaf9dafbc3883fd7265ffccc2baad6ac925", size = 7067344, upload-time = "2025-10-15T18:23:47.898Z" },
-    { url = "https://files.pythonhosted.org/packages/7b/f4/2dd3d721f875f928d48e83bb30a434dee75a2531bca839bb996bb0aa5a91/pillow-12.0.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:792a2c0be4dcc18af9d4a2dfd8a11a17d5e25274a1062b0ec1c2d79c76f3e7f8", size = 6491864, upload-time = "2025-10-15T18:23:49.607Z" },
-    { url = "https://files.pythonhosted.org/packages/30/4b/667dfcf3d61fc309ba5a15b141845cece5915e39b99c1ceab0f34bf1d124/pillow-12.0.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:afbefa430092f71a9593a99ab6a4e7538bc9eabbf7bf94f91510d3503943edc4", size = 7158911, upload-time = "2025-10-15T18:23:51.351Z" },
-    { url = "https://files.pythonhosted.org/packages/a2/2f/16cabcc6426c32218ace36bf0d55955e813f2958afddbf1d391849fee9d1/pillow-12.0.0-cp314-cp314t-win32.whl", hash = "sha256:3830c769decf88f1289680a59d4f4c46c72573446352e2befec9a8512104fa52", size = 6408045, upload-time = "2025-10-15T18:23:53.177Z" },
-    { url = "https://files.pythonhosted.org/packages/35/73/e29aa0c9c666cf787628d3f0dcf379f4791fba79f4936d02f8b37165bdf8/pillow-12.0.0-cp314-cp314t-win_amd64.whl", hash = "sha256:905b0365b210c73afb0ebe9101a32572152dfd1c144c7e28968a331b9217b94a", size = 7148282, upload-time = "2025-10-15T18:23:55.316Z" },
-    { url = "https://files.pythonhosted.org/packages/c1/70/6b41bdcddf541b437bbb9f47f94d2db5d9ddef6c37ccab8c9107743748a4/pillow-12.0.0-cp314-cp314t-win_arm64.whl", hash = "sha256:99353a06902c2e43b43e8ff74ee65a7d90307d82370604746738a1e0661ccca7", size = 2525630, upload-time = "2025-10-15T18:23:57.149Z" },
+    { url = "https://files.pythonhosted.org/packages/07/d3/8df65da0d4df36b094351dce696f2989bec731d4f10e743b1c5f4da4d3bf/pillow-12.1.1-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:ab323b787d6e18b3d91a72fc99b1a2c28651e4358749842b8f8dfacd28ef2052", size = 5262803, upload-time = "2026-02-11T04:20:47.653Z" },
+    { url = "https://files.pythonhosted.org/packages/d6/71/5026395b290ff404b836e636f51d7297e6c83beceaa87c592718747e670f/pillow-12.1.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:adebb5bee0f0af4909c30db0d890c773d1a92ffe83da908e2e9e720f8edf3984", size = 4657601, upload-time = "2026-02-11T04:20:49.328Z" },
+    { url = "https://files.pythonhosted.org/packages/b1/2e/1001613d941c67442f745aff0f7cc66dd8df9a9c084eb497e6a543ee6f7e/pillow-12.1.1-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:bb66b7cc26f50977108790e2456b7921e773f23db5630261102233eb355a3b79", size = 6234995, upload-time = "2026-02-11T04:20:51.032Z" },
+    { url = "https://files.pythonhosted.org/packages/07/26/246ab11455b2549b9233dbd44d358d033a2f780fa9007b61a913c5b2d24e/pillow-12.1.1-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:aee2810642b2898bb187ced9b349e95d2a7272930796e022efaf12e99dccd293", size = 8045012, upload-time = "2026-02-11T04:20:52.882Z" },
+    { url = "https://files.pythonhosted.org/packages/b2/8b/07587069c27be7535ac1fe33874e32de118fbd34e2a73b7f83436a88368c/pillow-12.1.1-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:a0b1cd6232e2b618adcc54d9882e4e662a089d5768cd188f7c245b4c8c44a397", size = 6349638, upload-time = "2026-02-11T04:20:54.444Z" },
+    { url = "https://files.pythonhosted.org/packages/ff/79/6df7b2ee763d619cda2fb4fea498e5f79d984dae304d45a8999b80d6cf5c/pillow-12.1.1-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:7aac39bcf8d4770d089588a2e1dd111cbaa42df5a94be3114222057d68336bd0", size = 7041540, upload-time = "2026-02-11T04:20:55.97Z" },
+    { url = "https://files.pythonhosted.org/packages/2c/5e/2ba19e7e7236d7529f4d873bdaf317a318896bac289abebd4bb00ef247f0/pillow-12.1.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:ab174cd7d29a62dd139c44bf74b698039328f45cb03b4596c43473a46656b2f3", size = 6462613, upload-time = "2026-02-11T04:20:57.542Z" },
+    { url = "https://files.pythonhosted.org/packages/03/03/31216ec124bb5c3dacd74ce8efff4cc7f52643653bad4825f8f08c697743/pillow-12.1.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:339ffdcb7cbeaa08221cd401d517d4b1fe7a9ed5d400e4a8039719238620ca35", size = 7166745, upload-time = "2026-02-11T04:20:59.196Z" },
+    { url = "https://files.pythonhosted.org/packages/1f/e7/7c4552d80052337eb28653b617eafdef39adfb137c49dd7e831b8dc13bc5/pillow-12.1.1-cp312-cp312-win32.whl", hash = "sha256:5d1f9575a12bed9e9eedd9a4972834b08c97a352bd17955ccdebfeca5913fa0a", size = 6328823, upload-time = "2026-02-11T04:21:01.385Z" },
+    { url = "https://files.pythonhosted.org/packages/3d/17/688626d192d7261bbbf98846fc98995726bddc2c945344b65bec3a29d731/pillow-12.1.1-cp312-cp312-win_amd64.whl", hash = "sha256:21329ec8c96c6e979cd0dfd29406c40c1d52521a90544463057d2aaa937d66a6", size = 7033367, upload-time = "2026-02-11T04:21:03.536Z" },
+    { url = "https://files.pythonhosted.org/packages/ed/fe/a0ef1f73f939b0eca03ee2c108d0043a87468664770612602c63266a43c4/pillow-12.1.1-cp312-cp312-win_arm64.whl", hash = "sha256:af9a332e572978f0218686636610555ae3defd1633597be015ed50289a03c523", size = 2453811, upload-time = "2026-02-11T04:21:05.116Z" },
+    { url = "https://files.pythonhosted.org/packages/d5/11/6db24d4bd7685583caeae54b7009584e38da3c3d4488ed4cd25b439de486/pillow-12.1.1-cp313-cp313-ios_13_0_arm64_iphoneos.whl", hash = "sha256:d242e8ac078781f1de88bf823d70c1a9b3c7950a44cdf4b7c012e22ccbcd8e4e", size = 4062689, upload-time = "2026-02-11T04:21:06.804Z" },
+    { url = "https://files.pythonhosted.org/packages/33/c0/ce6d3b1fe190f0021203e0d9b5b99e57843e345f15f9ef22fcd43842fd21/pillow-12.1.1-cp313-cp313-ios_13_0_arm64_iphonesimulator.whl", hash = "sha256:02f84dfad02693676692746df05b89cf25597560db2857363a208e393429f5e9", size = 4138535, upload-time = "2026-02-11T04:21:08.452Z" },
+    { url = "https://files.pythonhosted.org/packages/a0/c6/d5eb6a4fb32a3f9c21a8c7613ec706534ea1cf9f4b3663e99f0d83f6fca8/pillow-12.1.1-cp313-cp313-ios_13_0_x86_64_iphonesimulator.whl", hash = "sha256:e65498daf4b583091ccbb2556c7000abf0f3349fcd57ef7adc9a84a394ed29f6", size = 3601364, upload-time = "2026-02-11T04:21:10.194Z" },
+    { url = "https://files.pythonhosted.org/packages/14/a1/16c4b823838ba4c9c52c0e6bbda903a3fe5a1bdbf1b8eb4fff7156f3e318/pillow-12.1.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:6c6db3b84c87d48d0088943bf33440e0c42370b99b1c2a7989216f7b42eede60", size = 5262561, upload-time = "2026-02-11T04:21:11.742Z" },
+    { url = "https://files.pythonhosted.org/packages/bb/ad/ad9dc98ff24f485008aa5cdedaf1a219876f6f6c42a4626c08bc4e80b120/pillow-12.1.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:8b7e5304e34942bf62e15184219a7b5ad4ff7f3bb5cca4d984f37df1a0e1aee2", size = 4657460, upload-time = "2026-02-11T04:21:13.786Z" },
+    { url = "https://files.pythonhosted.org/packages/9e/1b/f1a4ea9a895b5732152789326202a82464d5254759fbacae4deea3069334/pillow-12.1.1-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:18e5bddd742a44b7e6b1e773ab5db102bd7a94c32555ba656e76d319d19c3850", size = 6232698, upload-time = "2026-02-11T04:21:15.949Z" },
+    { url = "https://files.pythonhosted.org/packages/95/f4/86f51b8745070daf21fd2e5b1fe0eb35d4db9ca26e6d58366562fb56a743/pillow-12.1.1-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:fc44ef1f3de4f45b50ccf9136999d71abb99dca7706bc75d222ed350b9fd2289", size = 8041706, upload-time = "2026-02-11T04:21:17.723Z" },
+    { url = "https://files.pythonhosted.org/packages/29/9b/d6ecd956bb1266dd1045e995cce9b8d77759e740953a1c9aad9502a0461e/pillow-12.1.1-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5a8eb7ed8d4198bccbd07058416eeec51686b498e784eda166395a23eb99138e", size = 6346621, upload-time = "2026-02-11T04:21:19.547Z" },
+    { url = "https://files.pythonhosted.org/packages/71/24/538bff45bde96535d7d998c6fed1a751c75ac7c53c37c90dc2601b243893/pillow-12.1.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:47b94983da0c642de92ced1702c5b6c292a84bd3a8e1d1702ff923f183594717", size = 7038069, upload-time = "2026-02-11T04:21:21.378Z" },
+    { url = "https://files.pythonhosted.org/packages/94/0e/58cb1a6bc48f746bc4cb3adb8cabff73e2742c92b3bf7a220b7cf69b9177/pillow-12.1.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:518a48c2aab7ce596d3bf79d0e275661b846e86e4d0e7dec34712c30fe07f02a", size = 6460040, upload-time = "2026-02-11T04:21:23.148Z" },
+    { url = "https://files.pythonhosted.org/packages/6c/57/9045cb3ff11eeb6c1adce3b2d60d7d299d7b273a2e6c8381a524abfdc474/pillow-12.1.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:a550ae29b95c6dc13cf69e2c9dc5747f814c54eeb2e32d683e5e93af56caa029", size = 7164523, upload-time = "2026-02-11T04:21:25.01Z" },
+    { url = "https://files.pythonhosted.org/packages/73/f2/9be9cb99f2175f0d4dbadd6616ce1bf068ee54a28277ea1bf1fbf729c250/pillow-12.1.1-cp313-cp313-win32.whl", hash = "sha256:a003d7422449f6d1e3a34e3dd4110c22148336918ddbfc6a32581cd54b2e0b2b", size = 6332552, upload-time = "2026-02-11T04:21:27.238Z" },
+    { url = "https://files.pythonhosted.org/packages/3f/eb/b0834ad8b583d7d9d42b80becff092082a1c3c156bb582590fcc973f1c7c/pillow-12.1.1-cp313-cp313-win_amd64.whl", hash = "sha256:344cf1e3dab3be4b1fa08e449323d98a2a3f819ad20f4b22e77a0ede31f0faa1", size = 7040108, upload-time = "2026-02-11T04:21:29.462Z" },
+    { url = "https://files.pythonhosted.org/packages/d5/7d/fc09634e2aabdd0feabaff4a32f4a7d97789223e7c2042fd805ea4b4d2c2/pillow-12.1.1-cp313-cp313-win_arm64.whl", hash = "sha256:5c0dd1636633e7e6a0afe7bf6a51a14992b7f8e60de5789018ebbdfae55b040a", size = 2453712, upload-time = "2026-02-11T04:21:31.072Z" },
+    { url = "https://files.pythonhosted.org/packages/19/2a/b9d62794fc8a0dd14c1943df68347badbd5511103e0d04c035ffe5cf2255/pillow-12.1.1-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:0330d233c1a0ead844fc097a7d16c0abff4c12e856c0b325f231820fee1f39da", size = 5264880, upload-time = "2026-02-11T04:21:32.865Z" },
+    { url = "https://files.pythonhosted.org/packages/26/9d/e03d857d1347fa5ed9247e123fcd2a97b6220e15e9cb73ca0a8d91702c6e/pillow-12.1.1-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:5dae5f21afb91322f2ff791895ddd8889e5e947ff59f71b46041c8ce6db790bc", size = 4660616, upload-time = "2026-02-11T04:21:34.97Z" },
+    { url = "https://files.pythonhosted.org/packages/f7/ec/8a6d22afd02570d30954e043f09c32772bfe143ba9285e2fdb11284952cd/pillow-12.1.1-cp313-cp313t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:2e0c664be47252947d870ac0d327fea7e63985a08794758aa8af5b6cb6ec0c9c", size = 6269008, upload-time = "2026-02-11T04:21:36.623Z" },
+    { url = "https://files.pythonhosted.org/packages/3d/1d/6d875422c9f28a4a361f495a5f68d9de4a66941dc2c619103ca335fa6446/pillow-12.1.1-cp313-cp313t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:691ab2ac363b8217f7d31b3497108fb1f50faab2f75dfb03284ec2f217e87bf8", size = 8073226, upload-time = "2026-02-11T04:21:38.585Z" },
+    { url = "https://files.pythonhosted.org/packages/a1/cd/134b0b6ee5eda6dc09e25e24b40fdafe11a520bc725c1d0bbaa5e00bf95b/pillow-12.1.1-cp313-cp313t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:e9e8064fb1cc019296958595f6db671fba95209e3ceb0c4734c9baf97de04b20", size = 6380136, upload-time = "2026-02-11T04:21:40.562Z" },
+    { url = "https://files.pythonhosted.org/packages/7a/a9/7628f013f18f001c1b98d8fffe3452f306a70dc6aba7d931019e0492f45e/pillow-12.1.1-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:472a8d7ded663e6162dafdf20015c486a7009483ca671cece7a9279b512fcb13", size = 7067129, upload-time = "2026-02-11T04:21:42.521Z" },
+    { url = "https://files.pythonhosted.org/packages/1e/f8/66ab30a2193b277785601e82ee2d49f68ea575d9637e5e234faaa98efa4c/pillow-12.1.1-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:89b54027a766529136a06cfebeecb3a04900397a3590fd252160b888479517bf", size = 6491807, upload-time = "2026-02-11T04:21:44.22Z" },
+    { url = "https://files.pythonhosted.org/packages/da/0b/a877a6627dc8318fdb84e357c5e1a758c0941ab1ddffdafd231983788579/pillow-12.1.1-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:86172b0831b82ce4f7877f280055892b31179e1576aa00d0df3bb1bbf8c3e524", size = 7190954, upload-time = "2026-02-11T04:21:46.114Z" },
+    { url = "https://files.pythonhosted.org/packages/83/43/6f732ff85743cf746b1361b91665d9f5155e1483817f693f8d57ea93147f/pillow-12.1.1-cp313-cp313t-win32.whl", hash = "sha256:44ce27545b6efcf0fdbdceb31c9a5bdea9333e664cda58a7e674bb74608b3986", size = 6336441, upload-time = "2026-02-11T04:21:48.22Z" },
+    { url = "https://files.pythonhosted.org/packages/3b/44/e865ef3986611bb75bfabdf94a590016ea327833f434558801122979cd0e/pillow-12.1.1-cp313-cp313t-win_amd64.whl", hash = "sha256:a285e3eb7a5a45a2ff504e31f4a8d1b12ef62e84e5411c6804a42197c1cf586c", size = 7045383, upload-time = "2026-02-11T04:21:50.015Z" },
+    { url = "https://files.pythonhosted.org/packages/a8/c6/f4fb24268d0c6908b9f04143697ea18b0379490cb74ba9e8d41b898bd005/pillow-12.1.1-cp313-cp313t-win_arm64.whl", hash = "sha256:cc7d296b5ea4d29e6570dabeaed58d31c3fea35a633a69679fb03d7664f43fb3", size = 2456104, upload-time = "2026-02-11T04:21:51.633Z" },
+    { url = "https://files.pythonhosted.org/packages/03/d0/bebb3ffbf31c5a8e97241476c4cf8b9828954693ce6744b4a2326af3e16b/pillow-12.1.1-cp314-cp314-ios_13_0_arm64_iphoneos.whl", hash = "sha256:417423db963cb4be8bac3fc1204fe61610f6abeed1580a7a2cbb2fbda20f12af", size = 4062652, upload-time = "2026-02-11T04:21:53.19Z" },
+    { url = "https://files.pythonhosted.org/packages/2d/c0/0e16fb0addda4851445c28f8350d8c512f09de27bbb0d6d0bbf8b6709605/pillow-12.1.1-cp314-cp314-ios_13_0_arm64_iphonesimulator.whl", hash = "sha256:b957b71c6b2387610f556a7eb0828afbe40b4a98036fc0d2acfa5a44a0c2036f", size = 4138823, upload-time = "2026-02-11T04:22:03.088Z" },
+    { url = "https://files.pythonhosted.org/packages/6b/fb/6170ec655d6f6bb6630a013dd7cf7bc218423d7b5fa9071bf63dc32175ae/pillow-12.1.1-cp314-cp314-ios_13_0_x86_64_iphonesimulator.whl", hash = "sha256:097690ba1f2efdeb165a20469d59d8bb03c55fb6621eb2041a060ae8ea3e9642", size = 3601143, upload-time = "2026-02-11T04:22:04.909Z" },
+    { url = "https://files.pythonhosted.org/packages/59/04/dc5c3f297510ba9a6837cbb318b87dd2b8f73eb41a43cc63767f65cb599c/pillow-12.1.1-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:2815a87ab27848db0321fb78c7f0b2c8649dee134b7f2b80c6a45c6831d75ccd", size = 5266254, upload-time = "2026-02-11T04:22:07.656Z" },
+    { url = "https://files.pythonhosted.org/packages/05/30/5db1236b0d6313f03ebf97f5e17cda9ca060f524b2fcc875149a8360b21c/pillow-12.1.1-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:f7ed2c6543bad5a7d5530eb9e78c53132f93dfa44a28492db88b41cdab885202", size = 4657499, upload-time = "2026-02-11T04:22:09.613Z" },
+    { url = "https://files.pythonhosted.org/packages/6f/18/008d2ca0eb612e81968e8be0bbae5051efba24d52debf930126d7eaacbba/pillow-12.1.1-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:652a2c9ccfb556235b2b501a3a7cf3742148cd22e04b5625c5fe057ea3e3191f", size = 6232137, upload-time = "2026-02-11T04:22:11.434Z" },
+    { url = "https://files.pythonhosted.org/packages/70/f1/f14d5b8eeb4b2cd62b9f9f847eb6605f103df89ef619ac68f92f748614ea/pillow-12.1.1-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:d6e4571eedf43af33d0fc233a382a76e849badbccdf1ac438841308652a08e1f", size = 8042721, upload-time = "2026-02-11T04:22:13.321Z" },
+    { url = "https://files.pythonhosted.org/packages/5a/d6/17824509146e4babbdabf04d8171491fa9d776f7061ff6e727522df9bd03/pillow-12.1.1-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:b574c51cf7d5d62e9be37ba446224b59a2da26dc4c1bb2ecbe936a4fb1a7cb7f", size = 6347798, upload-time = "2026-02-11T04:22:15.449Z" },
+    { url = "https://files.pythonhosted.org/packages/d1/ee/c85a38a9ab92037a75615aba572c85ea51e605265036e00c5b67dfafbfe2/pillow-12.1.1-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a37691702ed687799de29a518d63d4682d9016932db66d4e90c345831b02fb4e", size = 7039315, upload-time = "2026-02-11T04:22:17.24Z" },
+    { url = "https://files.pythonhosted.org/packages/ec/f3/bc8ccc6e08a148290d7523bde4d9a0d6c981db34631390dc6e6ec34cacf6/pillow-12.1.1-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:f95c00d5d6700b2b890479664a06e754974848afaae5e21beb4d83c106923fd0", size = 6462360, upload-time = "2026-02-11T04:22:19.111Z" },
+    { url = "https://files.pythonhosted.org/packages/f6/ab/69a42656adb1d0665ab051eec58a41f169ad295cf81ad45406963105408f/pillow-12.1.1-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:559b38da23606e68681337ad74622c4dbba02254fc9cb4488a305dd5975c7eeb", size = 7165438, upload-time = "2026-02-11T04:22:21.041Z" },
+    { url = "https://files.pythonhosted.org/packages/02/46/81f7aa8941873f0f01d4b55cc543b0a3d03ec2ee30d617a0448bf6bd6dec/pillow-12.1.1-cp314-cp314-win32.whl", hash = "sha256:03edcc34d688572014ff223c125a3f77fb08091e4607e7745002fc214070b35f", size = 6431503, upload-time = "2026-02-11T04:22:22.833Z" },
+    { url = "https://files.pythonhosted.org/packages/40/72/4c245f7d1044b67affc7f134a09ea619d4895333d35322b775b928180044/pillow-12.1.1-cp314-cp314-win_amd64.whl", hash = "sha256:50480dcd74fa63b8e78235957d302d98d98d82ccbfac4c7e12108ba9ecbdba15", size = 7176748, upload-time = "2026-02-11T04:22:24.64Z" },
+    { url = "https://files.pythonhosted.org/packages/e4/ad/8a87bdbe038c5c698736e3348af5c2194ffb872ea52f11894c95f9305435/pillow-12.1.1-cp314-cp314-win_arm64.whl", hash = "sha256:5cb1785d97b0c3d1d1a16bc1d710c4a0049daefc4935f3a8f31f827f4d3d2e7f", size = 2544314, upload-time = "2026-02-11T04:22:26.685Z" },
+    { url = "https://files.pythonhosted.org/packages/6c/9d/efd18493f9de13b87ede7c47e69184b9e859e4427225ea962e32e56a49bc/pillow-12.1.1-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:1f90cff8aa76835cba5769f0b3121a22bd4eb9e6884cfe338216e557a9a548b8", size = 5268612, upload-time = "2026-02-11T04:22:29.884Z" },
+    { url = "https://files.pythonhosted.org/packages/f8/f1/4f42eb2b388eb2ffc660dcb7f7b556c1015c53ebd5f7f754965ef997585b/pillow-12.1.1-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:1f1be78ce9466a7ee64bfda57bdba0f7cc499d9794d518b854816c41bf0aa4e9", size = 4660567, upload-time = "2026-02-11T04:22:31.799Z" },
+    { url = "https://files.pythonhosted.org/packages/01/54/df6ef130fa43e4b82e32624a7b821a2be1c5653a5fdad8469687a7db4e00/pillow-12.1.1-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:42fc1f4677106188ad9a55562bbade416f8b55456f522430fadab3cef7cd4e60", size = 6269951, upload-time = "2026-02-11T04:22:33.921Z" },
+    { url = "https://files.pythonhosted.org/packages/a9/48/618752d06cc44bb4aae8ce0cd4e6426871929ed7b46215638088270d9b34/pillow-12.1.1-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:98edb152429ab62a1818039744d8fbb3ccab98a7c29fc3d5fcef158f3f1f68b7", size = 8074769, upload-time = "2026-02-11T04:22:35.877Z" },
+    { url = "https://files.pythonhosted.org/packages/c3/bd/f1d71eb39a72fa088d938655afba3e00b38018d052752f435838961127d8/pillow-12.1.1-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d470ab1178551dd17fdba0fef463359c41aaa613cdcd7ff8373f54be629f9f8f", size = 6381358, upload-time = "2026-02-11T04:22:37.698Z" },
+    { url = "https://files.pythonhosted.org/packages/64/ef/c784e20b96674ed36a5af839305f55616f8b4f8aa8eeccf8531a6e312243/pillow-12.1.1-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:6408a7b064595afcab0a49393a413732a35788f2a5092fdc6266952ed67de586", size = 7068558, upload-time = "2026-02-11T04:22:39.597Z" },
+    { url = "https://files.pythonhosted.org/packages/73/cb/8059688b74422ae61278202c4e1ad992e8a2e7375227be0a21c6b87ca8d5/pillow-12.1.1-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:5d8c41325b382c07799a3682c1c258469ea2ff97103c53717b7893862d0c98ce", size = 6493028, upload-time = "2026-02-11T04:22:42.73Z" },
+    { url = "https://files.pythonhosted.org/packages/c6/da/e3c008ed7d2dd1f905b15949325934510b9d1931e5df999bb15972756818/pillow-12.1.1-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:c7697918b5be27424e9ce568193efd13d925c4481dd364e43f5dff72d33e10f8", size = 7191940, upload-time = "2026-02-11T04:22:44.543Z" },
+    { url = "https://files.pythonhosted.org/packages/01/4a/9202e8d11714c1fc5951f2e1ef362f2d7fbc595e1f6717971d5dd750e969/pillow-12.1.1-cp314-cp314t-win32.whl", hash = "sha256:d2912fd8114fc5545aa3a4b5576512f64c55a03f3ebcca4c10194d593d43ea36", size = 6438736, upload-time = "2026-02-11T04:22:46.347Z" },
+    { url = "https://files.pythonhosted.org/packages/f3/ca/cbce2327eb9885476b3957b2e82eb12c866a8b16ad77392864ad601022ce/pillow-12.1.1-cp314-cp314t-win_amd64.whl", hash = "sha256:4ceb838d4bd9dab43e06c363cab2eebf63846d6a4aeaea283bbdfd8f1a8ed58b", size = 7182894, upload-time = "2026-02-11T04:22:48.114Z" },
+    { url = "https://files.pythonhosted.org/packages/ec/d2/de599c95ba0a973b94410477f8bf0b6f0b5e67360eb89bcb1ad365258beb/pillow-12.1.1-cp314-cp314t-win_arm64.whl", hash = "sha256:7b03048319bfc6170e93bd60728a1af51d3dd7704935feb228c4d4faab35d334", size = 2546446, upload-time = "2026-02-11T04:22:50.342Z" },
+]
+
+[[package]]
+name = "pip"
+version = "26.0.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/48/83/0d7d4e9efe3344b8e2fe25d93be44f64b65364d3c8d7bc6dc90198d5422e/pip-26.0.1.tar.gz", hash = "sha256:c4037d8a277c89b320abe636d59f91e6d0922d08a05b60e85e53b296613346d8", size = 1812747, upload-time = "2026-02-05T02:20:18.702Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/de/f0/c81e05b613866b76d2d1066490adf1a3dbc4ee9d9c839961c3fc8a6997af/pip-26.0.1-py3-none-any.whl", hash = "sha256:bdb1b08f4274833d62c1aa29e20907365a2ceb950410df15fc9521bad440122b", size = 1787723, upload-time = "2026-02-05T02:20:16.416Z" },
+]
+
+[[package]]
+name = "pip-api"
+version = "0.0.34"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "pip" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/b9/f1/ee85f8c7e82bccf90a3c7aad22863cc6e20057860a1361083cd2adacb92e/pip_api-0.0.34.tar.gz", hash = "sha256:9b75e958f14c5a2614bae415f2adf7eeb54d50a2cfbe7e24fd4826471bac3625", size = 123017, upload-time = "2024-07-09T20:32:30.641Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/91/f7/ebf5003e1065fd00b4cbef53bf0a65c3d3e1b599b676d5383ccb7a8b88ba/pip_api-0.0.34-py3-none-any.whl", hash = "sha256:8b2d7d7c37f2447373aa2cf8b1f60a2f2b27a84e1e9e0294a3f6ef10eb3ba6bb", size = 120369, upload-time = "2024-07-09T20:32:29.099Z" },
+]
+
+[[package]]
+name = "pip-audit"
+version = "2.10.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "cachecontrol", extra = ["filecache"] },
+    { name = "cyclonedx-python-lib" },
+    { name = "packaging" },
+    { name = "pip-api" },
+    { name = "pip-requirements-parser" },
+    { name = "platformdirs" },
+    { name = "requests" },
+    { name = "rich" },
+    { name = "tomli" },
+    { name = "tomli-w" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/bd/89/0e999b413facab81c33d118f3ac3739fd02c0622ccf7c4e82e37cebd8447/pip_audit-2.10.0.tar.gz", hash = "sha256:427ea5bf61d1d06b98b1ae29b7feacc00288a2eced52c9c58ceed5253ef6c2a4", size = 53776, upload-time = "2025-12-01T23:42:40.612Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/be/f3/4888f895c02afa085630a3a3329d1b18b998874642ad4c530e9a4d7851fe/pip_audit-2.10.0-py3-none-any.whl", hash = "sha256:16e02093872fac97580303f0848fa3ad64f7ecf600736ea7835a2b24de49613f", size = 61518, upload-time = "2025-12-01T23:42:39.193Z" },
+]
+
+[[package]]
+name = "pip-licenses"
+version = "5.5.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "prettytable" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/44/4c/b4be9024dae3b5b3c0a6c58cc1d4a35fffe51c3adb835350cb7dcd43b5cd/pip_licenses-5.5.1.tar.gz", hash = "sha256:7df370e6e5024a3f7449abf8e4321ef868ba9a795698ad24ab6851f3e7fc65a7", size = 49108, upload-time = "2026-01-27T21:46:41.432Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/a0/a3/0b369cdffef3746157712804f1ded9856c75aa060217ee206f742c74e753/pip_licenses-5.5.1-py3-none-any.whl", hash = "sha256:ed5e229a93760e529cfa7edaec6630b5a2cd3874c1bddb8019e5f18a723fdead", size = 22108, upload-time = "2026-01-27T21:46:39.766Z" },
+]
+
+[[package]]
+name = "pip-requirements-parser"
+version = "32.0.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "packaging" },
+    { name = "pyparsing" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/5e/2a/63b574101850e7f7b306ddbdb02cb294380d37948140eecd468fae392b54/pip-requirements-parser-32.0.1.tar.gz", hash = "sha256:b4fa3a7a0be38243123cf9d1f3518da10c51bdb165a2b2985566247f9155a7d3", size = 209359, upload-time = "2022-12-21T15:25:22.732Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/54/d0/d04f1d1e064ac901439699ee097f58688caadea42498ec9c4b4ad2ef84ab/pip_requirements_parser-32.0.1-py3-none-any.whl", hash = "sha256:4659bc2a667783e7a15d190f6fccf8b2486685b6dba4c19c3876314769c57526", size = 35648, upload-time = "2022-12-21T15:25:21.046Z" },
+]
+
+[[package]]
+name = "platformdirs"
+version = "4.9.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/1b/04/fea538adf7dbbd6d186f551d595961e564a3b6715bdf276b477460858672/platformdirs-4.9.2.tar.gz", hash = "sha256:9a33809944b9db043ad67ca0db94b14bf452cc6aeaac46a88ea55b26e2e9d291", size = 28394, upload-time = "2026-02-16T03:56:10.574Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/48/31/05e764397056194206169869b50cf2fee4dbbbc71b344705b9c0d878d4d8/platformdirs-4.9.2-py3-none-any.whl", hash = "sha256:9170634f126f8efdae22fb58ae8a0eaa86f38365bc57897a6c4f781d1f5875bd", size = 21168, upload-time = "2026-02-16T03:56:08.891Z" },
 ]
 
 [[package]]
@@ -1070,6 +1340,34 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/54/20/4d324d65cc6d9205fabedc306948156824eb9f0ee1633355a8f7ec5c66bf/pluggy-1.6.0-py3-none-any.whl", hash = "sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746", size = 20538, upload-time = "2025-05-15T12:30:06.134Z" },
 ]
 
+[[package]]
+name = "pre-commit"
+version = "4.5.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "cfgv" },
+    { name = "identify" },
+    { name = "nodeenv" },
+    { name = "pyyaml" },
+    { name = "virtualenv" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/40/f1/6d86a29246dfd2e9b6237f0b5823717f60cad94d47ddc26afa916d21f525/pre_commit-4.5.1.tar.gz", hash = "sha256:eb545fcff725875197837263e977ea257a402056661f09dae08e4b149b030a61", size = 198232, upload-time = "2025-12-16T21:14:33.552Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/5d/19/fd3ef348460c80af7bb4669ea7926651d1f95c23ff2df18b9d24bab4f3fa/pre_commit-4.5.1-py2.py3-none-any.whl", hash = "sha256:3b3afd891e97337708c1674210f8eba659b52a38ea5f822ff142d10786221f77", size = 226437, upload-time = "2025-12-16T21:14:32.409Z" },
+]
+
+[[package]]
+name = "prettytable"
+version = "3.17.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "wcwidth" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/79/45/b0847d88d6cfeb4413566738c8bbf1e1995fad3d42515327ff32cc1eb578/prettytable-3.17.0.tar.gz", hash = "sha256:59f2590776527f3c9e8cf9fe7b66dd215837cca96a9c39567414cbc632e8ddb0", size = 67892, upload-time = "2025-11-14T17:33:20.212Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/ee/8c/83087ebc47ab0396ce092363001fa37c17153119ee282700c0713a195853/prettytable-3.17.0-py3-none-any.whl", hash = "sha256:aad69b294ddbe3e1f95ef8886a060ed1666a0b83018bbf56295f6f226c43d287", size = 34433, upload-time = "2025-11-14T17:33:19.093Z" },
+]
+
 [[package]]
 name = "psutil"
 version = "5.9.8"
@@ -1125,6 +1423,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/e1/36/9c0c326fe3a4227953dfb29f5d0c8ae3b8eb8c1cd2967aa569f50cb3c61f/psycopg2_binary-2.9.11-cp314-cp314-win_amd64.whl", hash = "sha256:4012c9c954dfaccd28f94e84ab9f94e12df76b4afb22331b1f0d3154893a6316", size = 2803913, upload-time = "2025-10-10T11:13:57.058Z" },
 ]
 
+[[package]]
+name = "py-serializable"
+version = "2.1.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "defusedxml" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/73/21/d250cfca8ff30c2e5a7447bc13861541126ce9bd4426cd5d0c9f08b5547d/py_serializable-2.1.0.tar.gz", hash = "sha256:9d5db56154a867a9b897c0163b33a793c804c80cee984116d02d49e4578fc103", size = 52368, upload-time = "2025-07-21T09:56:48.07Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/9b/bf/7595e817906a29453ba4d99394e781b6fabe55d21f3c15d240f85dd06bb1/py_serializable-2.1.0-py3-none-any.whl", hash = "sha256:b56d5d686b5a03ba4f4db5e769dc32336e142fc3bd4d68a8c25579ebb0a67304", size = 23045, upload-time = "2025-07-21T09:56:46.848Z" },
+]
+
 [[package]]
 name = "pyasn1"
 version = "0.4.8"
@@ -1252,6 +1562,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/c7/21/705964c7812476f378728bdf590ca4b771ec72385c533964653c68e86bdc/pygments-2.19.2-py3-none-any.whl", hash = "sha256:86540386c03d588bb81d44bc3928634ff26449851e99741617ecb9037ee5ec0b", size = 1225217, upload-time = "2025-06-21T13:39:07.939Z" },
 ]
 
+[[package]]
+name = "pyparsing"
+version = "3.3.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/f3/91/9c6ee907786a473bf81c5f53cf703ba0957b23ab84c264080fb5a450416f/pyparsing-3.3.2.tar.gz", hash = "sha256:c777f4d763f140633dcb6d8a3eda953bf7a214dc4eff598413c070bcdc117cbc", size = 6851574, upload-time = "2026-01-21T03:57:59.36Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/10/bd/c038d7cc38edc1aa5bf91ab8068b63d4308c66c4c8bb3cbba7dfbc049f9c/pyparsing-3.3.2-py3-none-any.whl", hash = "sha256:850ba148bd908d7e2411587e247a1e4f0327839c40e2e5e6d05a007ecc69911d", size = 122781, upload-time = "2026-01-21T03:57:55.912Z" },
+]
+
 [[package]]
 name = "pyrate-limiter"
 version = "3.9.0"
@@ -1355,6 +1674,19 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/ec/57/56b9bcc3c9c6a792fcbaf139543cee77261f3651ca9da0c93f5c1221264b/python_dateutil-2.9.0.post0-py2.py3-none-any.whl", hash = "sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427", size = 229892, upload-time = "2024-03-01T18:36:18.57Z" },
 ]
 
+[[package]]
+name = "python-discovery"
+version = "1.1.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "filelock" },
+    { name = "platformdirs" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/82/bb/93a3e83bdf9322c7e21cafd092e56a4a17c4d8ef4277b6eb01af1a540a6f/python_discovery-1.1.0.tar.gz", hash = "sha256:447941ba1aed8cc2ab7ee3cb91be5fc137c5bdbb05b7e6ea62fbdcb66e50b268", size = 55674, upload-time = "2026-02-26T09:42:49.668Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/06/54/82a6e2ef37f0f23dccac604b9585bdcbd0698604feb64807dcb72853693e/python_discovery-1.1.0-py3-none-any.whl", hash = "sha256:a162893b8809727f54594a99ad2179d2ede4bf953e12d4c7abc3cc9cdbd1437b", size = 30687, upload-time = "2026-02-26T09:42:48.548Z" },
+]
+
 [[package]]
 name = "python-dotenv"
 version = "1.2.1"
@@ -1380,11 +1712,11 @@ wheels = [
 
 [[package]]
 name = "python-multipart"
-version = "0.0.20"
+version = "0.0.22"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/f3/87/f44d7c9f274c7ee665a29b885ec97089ec5dc034c7f3fafa03da9e39a09e/python_multipart-0.0.20.tar.gz", hash = "sha256:8dd0cab45b8e23064ae09147625994d090fa46f5b0d1e13af944c331a7fa9d13", size = 37158, upload-time = "2024-12-16T19:45:46.972Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/94/01/979e98d542a70714b0cb2b6728ed0b7c46792b695e3eaec3e20711271ca3/python_multipart-0.0.22.tar.gz", hash = "sha256:7340bef99a7e0032613f56dc36027b959fd3b30a787ed62d310e951f7c3a3a58", size = 37612, upload-time = "2026-01-25T10:15:56.219Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/45/58/38b5afbc1a800eeea951b9285d3912613f2603bdf897a4ab0f4bd7f405fc/python_multipart-0.0.20-py3-none-any.whl", hash = "sha256:8a62d3a8335e06589fe01f2a3e178cdcc632f3fbe0d492ad9ee0ec35aab1f104", size = 24546, upload-time = "2024-12-16T19:45:44.423Z" },
+    { url = "https://files.pythonhosted.org/packages/1b/d0/397f9626e711ff749a95d96b7af99b9c566a9bb5129b8e4c10fc4d100304/python_multipart-0.0.22-py3-none-any.whl", hash = "sha256:2b2cd894c83d21bf49d702499531c7bafd057d730c201782048f7945d82de155", size = 24579, upload-time = "2026-01-25T10:15:54.811Z" },
 ]
 
 [[package]]
@@ -1802,6 +2134,60 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/73/27/c2f24b19dafa197c514abe70eda69bc031c5152c6b1f1e5b20099e2ceedd/testcontainers-4.13.3-py3-none-any.whl", hash = "sha256:063278c4805ffa6dd85e56648a9da3036939e6c0ac1001e851c9276b19b05970", size = 124784, upload-time = "2025-11-14T05:08:46.053Z" },
 ]
 
+[[package]]
+name = "tomli"
+version = "2.4.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/82/30/31573e9457673ab10aa432461bee537ce6cef177667deca369efb79df071/tomli-2.4.0.tar.gz", hash = "sha256:aa89c3f6c277dd275d8e243ad24f3b5e701491a860d5121f2cdd399fbb31fc9c", size = 17477, upload-time = "2026-01-11T11:22:38.165Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/3c/43/7389a1869f2f26dba52404e1ef13b4784b6b37dac93bac53457e3ff24ca3/tomli-2.4.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:920b1de295e72887bafa3ad9f7a792f811847d57ea6b1215154030cf131f16b1", size = 154894, upload-time = "2026-01-11T11:21:56.07Z" },
+    { url = "https://files.pythonhosted.org/packages/e9/05/2f9bf110b5294132b2edf13fe6ca6ae456204f3d749f623307cbb7a946f2/tomli-2.4.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:7d6d9a4aee98fac3eab4952ad1d73aee87359452d1c086b5ceb43ed02ddb16b8", size = 149053, upload-time = "2026-01-11T11:21:57.467Z" },
+    { url = "https://files.pythonhosted.org/packages/e8/41/1eda3ca1abc6f6154a8db4d714a4d35c4ad90adc0bcf700657291593fbf3/tomli-2.4.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:36b9d05b51e65b254ea6c2585b59d2c4cb91c8a3d91d0ed0f17591a29aaea54a", size = 243481, upload-time = "2026-01-11T11:21:58.661Z" },
+    { url = "https://files.pythonhosted.org/packages/d2/6d/02ff5ab6c8868b41e7d4b987ce2b5f6a51d3335a70aa144edd999e055a01/tomli-2.4.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:1c8a885b370751837c029ef9bc014f27d80840e48bac415f3412e6593bbc18c1", size = 251720, upload-time = "2026-01-11T11:22:00.178Z" },
+    { url = "https://files.pythonhosted.org/packages/7b/57/0405c59a909c45d5b6f146107c6d997825aa87568b042042f7a9c0afed34/tomli-2.4.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:8768715ffc41f0008abe25d808c20c3d990f42b6e2e58305d5da280ae7d1fa3b", size = 247014, upload-time = "2026-01-11T11:22:01.238Z" },
+    { url = "https://files.pythonhosted.org/packages/2c/0e/2e37568edd944b4165735687cbaf2fe3648129e440c26d02223672ee0630/tomli-2.4.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:7b438885858efd5be02a9a133caf5812b8776ee0c969fea02c45e8e3f296ba51", size = 251820, upload-time = "2026-01-11T11:22:02.727Z" },
+    { url = "https://files.pythonhosted.org/packages/5a/1c/ee3b707fdac82aeeb92d1a113f803cf6d0f37bdca0849cb489553e1f417a/tomli-2.4.0-cp312-cp312-win32.whl", hash = "sha256:0408e3de5ec77cc7f81960c362543cbbd91ef883e3138e81b729fc3eea5b9729", size = 97712, upload-time = "2026-01-11T11:22:03.777Z" },
+    { url = "https://files.pythonhosted.org/packages/69/13/c07a9177d0b3bab7913299b9278845fc6eaaca14a02667c6be0b0a2270c8/tomli-2.4.0-cp312-cp312-win_amd64.whl", hash = "sha256:685306e2cc7da35be4ee914fd34ab801a6acacb061b6a7abca922aaf9ad368da", size = 108296, upload-time = "2026-01-11T11:22:04.86Z" },
+    { url = "https://files.pythonhosted.org/packages/18/27/e267a60bbeeee343bcc279bb9e8fbed0cbe224bc7b2a3dc2975f22809a09/tomli-2.4.0-cp312-cp312-win_arm64.whl", hash = "sha256:5aa48d7c2356055feef06a43611fc401a07337d5b006be13a30f6c58f869e3c3", size = 94553, upload-time = "2026-01-11T11:22:05.854Z" },
+    { url = "https://files.pythonhosted.org/packages/34/91/7f65f9809f2936e1f4ce6268ae1903074563603b2a2bd969ebbda802744f/tomli-2.4.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:84d081fbc252d1b6a982e1870660e7330fb8f90f676f6e78b052ad4e64714bf0", size = 154915, upload-time = "2026-01-11T11:22:06.703Z" },
+    { url = "https://files.pythonhosted.org/packages/20/aa/64dd73a5a849c2e8f216b755599c511badde80e91e9bc2271baa7b2cdbb1/tomli-2.4.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:9a08144fa4cba33db5255f9b74f0b89888622109bd2776148f2597447f92a94e", size = 149038, upload-time = "2026-01-11T11:22:07.56Z" },
+    { url = "https://files.pythonhosted.org/packages/9e/8a/6d38870bd3d52c8d1505ce054469a73f73a0fe62c0eaf5dddf61447e32fa/tomli-2.4.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:c73add4bb52a206fd0c0723432db123c0c75c280cbd67174dd9d2db228ebb1b4", size = 242245, upload-time = "2026-01-11T11:22:08.344Z" },
+    { url = "https://files.pythonhosted.org/packages/59/bb/8002fadefb64ab2669e5b977df3f5e444febea60e717e755b38bb7c41029/tomli-2.4.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:1fb2945cbe303b1419e2706e711b7113da57b7db31ee378d08712d678a34e51e", size = 250335, upload-time = "2026-01-11T11:22:09.951Z" },
+    { url = "https://files.pythonhosted.org/packages/a5/3d/4cdb6f791682b2ea916af2de96121b3cb1284d7c203d97d92d6003e91c8d/tomli-2.4.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:bbb1b10aa643d973366dc2cb1ad94f99c1726a02343d43cbc011edbfac579e7c", size = 245962, upload-time = "2026-01-11T11:22:11.27Z" },
+    { url = "https://files.pythonhosted.org/packages/f2/4a/5f25789f9a460bd858ba9756ff52d0830d825b458e13f754952dd15fb7bb/tomli-2.4.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:4cbcb367d44a1f0c2be408758b43e1ffb5308abe0ea222897d6bfc8e8281ef2f", size = 250396, upload-time = "2026-01-11T11:22:12.325Z" },
+    { url = "https://files.pythonhosted.org/packages/aa/2f/b73a36fea58dfa08e8b3a268750e6853a6aac2a349241a905ebd86f3047a/tomli-2.4.0-cp313-cp313-win32.whl", hash = "sha256:7d49c66a7d5e56ac959cb6fc583aff0651094ec071ba9ad43df785abc2320d86", size = 97530, upload-time = "2026-01-11T11:22:13.865Z" },
+    { url = "https://files.pythonhosted.org/packages/3b/af/ca18c134b5d75de7e8dc551c5234eaba2e8e951f6b30139599b53de9c187/tomli-2.4.0-cp313-cp313-win_amd64.whl", hash = "sha256:3cf226acb51d8f1c394c1b310e0e0e61fecdd7adcb78d01e294ac297dd2e7f87", size = 108227, upload-time = "2026-01-11T11:22:15.224Z" },
+    { url = "https://files.pythonhosted.org/packages/22/c3/b386b832f209fee8073c8138ec50f27b4460db2fdae9ffe022df89a57f9b/tomli-2.4.0-cp313-cp313-win_arm64.whl", hash = "sha256:d20b797a5c1ad80c516e41bc1fb0443ddb5006e9aaa7bda2d71978346aeb9132", size = 94748, upload-time = "2026-01-11T11:22:16.009Z" },
+    { url = "https://files.pythonhosted.org/packages/f3/c4/84047a97eb1004418bc10bdbcfebda209fca6338002eba2dc27cc6d13563/tomli-2.4.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:26ab906a1eb794cd4e103691daa23d95c6919cc2fa9160000ac02370cc9dd3f6", size = 154725, upload-time = "2026-01-11T11:22:17.269Z" },
+    { url = "https://files.pythonhosted.org/packages/a8/5d/d39038e646060b9d76274078cddf146ced86dc2b9e8bbf737ad5983609a0/tomli-2.4.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:20cedb4ee43278bc4f2fee6cb50daec836959aadaf948db5172e776dd3d993fc", size = 148901, upload-time = "2026-01-11T11:22:18.287Z" },
+    { url = "https://files.pythonhosted.org/packages/73/e5/383be1724cb30f4ce44983d249645684a48c435e1cd4f8b5cded8a816d3c/tomli-2.4.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:39b0b5d1b6dd03684b3fb276407ebed7090bbec989fa55838c98560c01113b66", size = 243375, upload-time = "2026-01-11T11:22:19.154Z" },
+    { url = "https://files.pythonhosted.org/packages/31/f0/bea80c17971c8d16d3cc109dc3585b0f2ce1036b5f4a8a183789023574f2/tomli-2.4.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a26d7ff68dfdb9f87a016ecfd1e1c2bacbe3108f4e0f8bcd2228ef9a766c787d", size = 250639, upload-time = "2026-01-11T11:22:20.168Z" },
+    { url = "https://files.pythonhosted.org/packages/2c/8f/2853c36abbb7608e3f945d8a74e32ed3a74ee3a1f468f1ffc7d1cb3abba6/tomli-2.4.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:20ffd184fb1df76a66e34bd1b36b4a4641bd2b82954befa32fe8163e79f1a702", size = 246897, upload-time = "2026-01-11T11:22:21.544Z" },
+    { url = "https://files.pythonhosted.org/packages/49/f0/6c05e3196ed5337b9fe7ea003e95fd3819a840b7a0f2bf5a408ef1dad8ed/tomli-2.4.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:75c2f8bbddf170e8effc98f5e9084a8751f8174ea6ccf4fca5398436e0320bc8", size = 254697, upload-time = "2026-01-11T11:22:23.058Z" },
+    { url = "https://files.pythonhosted.org/packages/f3/f5/2922ef29c9f2951883525def7429967fc4d8208494e5ab524234f06b688b/tomli-2.4.0-cp314-cp314-win32.whl", hash = "sha256:31d556d079d72db7c584c0627ff3a24c5d3fb4f730221d3444f3efb1b2514776", size = 98567, upload-time = "2026-01-11T11:22:24.033Z" },
+    { url = "https://files.pythonhosted.org/packages/7b/31/22b52e2e06dd2a5fdbc3ee73226d763b184ff21fc24e20316a44ccc4d96b/tomli-2.4.0-cp314-cp314-win_amd64.whl", hash = "sha256:43e685b9b2341681907759cf3a04e14d7104b3580f808cfde1dfdb60ada85475", size = 108556, upload-time = "2026-01-11T11:22:25.378Z" },
+    { url = "https://files.pythonhosted.org/packages/48/3d/5058dff3255a3d01b705413f64f4306a141a8fd7a251e5a495e3f192a998/tomli-2.4.0-cp314-cp314-win_arm64.whl", hash = "sha256:3d895d56bd3f82ddd6faaff993c275efc2ff38e52322ea264122d72729dca2b2", size = 96014, upload-time = "2026-01-11T11:22:26.138Z" },
+    { url = "https://files.pythonhosted.org/packages/b8/4e/75dab8586e268424202d3a1997ef6014919c941b50642a1682df43204c22/tomli-2.4.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:5b5807f3999fb66776dbce568cc9a828544244a8eb84b84b9bafc080c99597b9", size = 163339, upload-time = "2026-01-11T11:22:27.143Z" },
+    { url = "https://files.pythonhosted.org/packages/06/e3/b904d9ab1016829a776d97f163f183a48be6a4deb87304d1e0116a349519/tomli-2.4.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:c084ad935abe686bd9c898e62a02a19abfc9760b5a79bc29644463eaf2840cb0", size = 159490, upload-time = "2026-01-11T11:22:28.399Z" },
+    { url = "https://files.pythonhosted.org/packages/e3/5a/fc3622c8b1ad823e8ea98a35e3c632ee316d48f66f80f9708ceb4f2a0322/tomli-2.4.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0f2e3955efea4d1cfbcb87bc321e00dc08d2bcb737fd1d5e398af111d86db5df", size = 269398, upload-time = "2026-01-11T11:22:29.345Z" },
+    { url = "https://files.pythonhosted.org/packages/fd/33/62bd6152c8bdd4c305ad9faca48f51d3acb2df1f8791b1477d46ff86e7f8/tomli-2.4.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:0e0fe8a0b8312acf3a88077a0802565cb09ee34107813bba1c7cd591fa6cfc8d", size = 276515, upload-time = "2026-01-11T11:22:30.327Z" },
+    { url = "https://files.pythonhosted.org/packages/4b/ff/ae53619499f5235ee4211e62a8d7982ba9e439a0fb4f2f351a93d67c1dd2/tomli-2.4.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:413540dce94673591859c4c6f794dfeaa845e98bf35d72ed59636f869ef9f86f", size = 273806, upload-time = "2026-01-11T11:22:32.56Z" },
+    { url = "https://files.pythonhosted.org/packages/47/71/cbca7787fa68d4d0a9f7072821980b39fbb1b6faeb5f5cf02f4a5559fa28/tomli-2.4.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:0dc56fef0e2c1c470aeac5b6ca8cc7b640bb93e92d9803ddaf9ea03e198f5b0b", size = 281340, upload-time = "2026-01-11T11:22:33.505Z" },
+    { url = "https://files.pythonhosted.org/packages/f5/00/d595c120963ad42474cf6ee7771ad0d0e8a49d0f01e29576ee9195d9ecdf/tomli-2.4.0-cp314-cp314t-win32.whl", hash = "sha256:d878f2a6707cc9d53a1be1414bbb419e629c3d6e67f69230217bb663e76b5087", size = 108106, upload-time = "2026-01-11T11:22:34.451Z" },
+    { url = "https://files.pythonhosted.org/packages/de/69/9aa0c6a505c2f80e519b43764f8b4ba93b5a0bbd2d9a9de6e2b24271b9a5/tomli-2.4.0-cp314-cp314t-win_amd64.whl", hash = "sha256:2add28aacc7425117ff6364fe9e06a183bb0251b03f986df0e78e974047571fd", size = 120504, upload-time = "2026-01-11T11:22:35.764Z" },
+    { url = "https://files.pythonhosted.org/packages/b3/9f/f1668c281c58cfae01482f7114a4b88d345e4c140386241a1a24dcc9e7bc/tomli-2.4.0-cp314-cp314t-win_arm64.whl", hash = "sha256:2b1e3b80e1d5e52e40e9b924ec43d81570f0e7d09d11081b797bc4692765a3d4", size = 99561, upload-time = "2026-01-11T11:22:36.624Z" },
+    { url = "https://files.pythonhosted.org/packages/23/d1/136eb2cb77520a31e1f64cbae9d33ec6df0d78bdf4160398e86eec8a8754/tomli-2.4.0-py3-none-any.whl", hash = "sha256:1f776e7d669ebceb01dee46484485f43a4048746235e683bcdffacdf1fb4785a", size = 14477, upload-time = "2026-01-11T11:22:37.446Z" },
+]
+
+[[package]]
+name = "tomli-w"
+version = "1.2.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/19/75/241269d1da26b624c0d5e110e8149093c759b7a286138f4efd61a60e75fe/tomli_w-1.2.0.tar.gz", hash = "sha256:2dd14fac5a47c27be9cd4c976af5a12d87fb1f0b4512f81d69cce3b35ae25021", size = 7184, upload-time = "2025-01-15T12:07:24.262Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/c7/18/c86eb8e0202e32dd3df50d43d7ff9854f8e0603945ff398974c1d91ac1ef/tomli_w-1.2.0-py3-none-any.whl", hash = "sha256:188306098d013b691fcadc011abd66727d3c414c571bb01b1a174ba8c983cf90", size = 6675, upload-time = "2025-01-15T12:07:22.074Z" },
+]
+
 [[package]]
 name = "typing-extensions"
 version = "4.15.0"
@@ -1907,11 +2293,11 @@ wheels = [
 
 [[package]]
 name = "urllib3"
-version = "2.5.0"
+version = "2.6.3"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/15/22/9ee70a2574a4f4599c47dd506532914ce044817c7752a79b6a51286319bc/urllib3-2.5.0.tar.gz", hash = "sha256:3fc47733c7e419d4bc3f6b3dc2b4f890bb743906a30d56ba4a5bfa4bbff92760", size = 393185, upload-time = "2025-06-18T14:07:41.644Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/c7/24/5f1b3bdffd70275f6661c76461e25f024d5a38a46f04aaca912426a2b1d3/urllib3-2.6.3.tar.gz", hash = "sha256:1b62b6884944a57dbe321509ab94fd4d3b307075e0c2eae991ac71ee15ad38ed", size = 435556, upload-time = "2026-01-07T16:24:43.925Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/a7/c2/fe1e52489ae3122415c51f387e221dd0773709bad6c6cdaa599e8a2c5185/urllib3-2.5.0-py3-none-any.whl", hash = "sha256:e6b01673c0fa6a13e374b50871808eb3bf7046c4b125b216f6bf1cc604cff0dc", size = 129795, upload-time = "2025-06-18T14:07:40.39Z" },
+    { url = "https://files.pythonhosted.org/packages/39/08/aaaad47bc4e9dc8c725e68f9d04865dbcb2052843ff09c97b08904852d84/urllib3-2.6.3-py3-none-any.whl", hash = "sha256:bf272323e553dfb2e87d9bfd225ca7b0f467b919d7bbd355436d3fd37cb0acd4", size = 131584, upload-time = "2026-01-07T16:24:42.685Z" },
 ]
 
 [[package]]
@@ -1927,6 +2313,30 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/ee/d9/d88e73ca598f4f6ff671fb5fde8a32925c2e08a637303a1d12883c7305fa/uvicorn-0.38.0-py3-none-any.whl", hash = "sha256:48c0afd214ceb59340075b4a052ea1ee91c16fbc2a9b1469cca0e54566977b02", size = 68109, upload-time = "2025-10-18T13:46:42.958Z" },
 ]
 
+[[package]]
+name = "virtualenv"
+version = "21.1.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "distlib" },
+    { name = "filelock" },
+    { name = "platformdirs" },
+    { name = "python-discovery" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/2f/c9/18d4b36606d6091844daa3bd93cf7dc78e6f5da21d9f21d06c221104b684/virtualenv-21.1.0.tar.gz", hash = "sha256:1990a0188c8f16b6b9cf65c9183049007375b26aad415514d377ccacf1e4fb44", size = 5840471, upload-time = "2026-02-27T08:49:29.702Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/78/55/896b06bf93a49bec0f4ae2a6f1ed12bd05c8860744ac3a70eda041064e4d/virtualenv-21.1.0-py3-none-any.whl", hash = "sha256:164f5e14c5587d170cf98e60378eb91ea35bf037be313811905d3a24ea33cc07", size = 5825072, upload-time = "2026-02-27T08:49:27.516Z" },
+]
+
+[[package]]
+name = "wcwidth"
+version = "0.6.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/35/a2/8e3becb46433538a38726c948d3399905a4c7cabd0df578ede5dc51f0ec2/wcwidth-0.6.0.tar.gz", hash = "sha256:cdc4e4262d6ef9a1a57e018384cbeb1208d8abbc64176027e2c2455c81313159", size = 159684, upload-time = "2026-02-06T19:19:40.919Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/68/5a/199c59e0a824a3db2b89c5d2dade7ab5f9624dbf6448dc291b46d5ec94d3/wcwidth-0.6.0-py3-none-any.whl", hash = "sha256:1a3a1e510b553315f8e146c54764f4fb6264ffad731b3d78088cdb1478ffbdad", size = 94189, upload-time = "2026-02-06T19:19:39.646Z" },
+]
+
 [[package]]
 name = "webcolors"
 version = "25.10.0"