diff --git a/api/context/execution_context.py b/api/context/execution_context.py
index ba9a24d4f33..e687dfc4b15 100644
--- a/api/context/execution_context.py
+++ b/api/context/execution_context.py
@@ -10,7 +10,7 @@ import threading
 from abc import ABC, abstractmethod
 from collections.abc import Callable, Generator
 from contextlib import AbstractContextManager, contextmanager
-from typing import Any, Protocol, TypeVar, final, runtime_checkable
+from typing import Any, Protocol, final, runtime_checkable
 
 from pydantic import BaseModel
 
@@ -188,8 +188,6 @@ class ExecutionContextBuilder:
 _capturer: Callable[[], IExecutionContext] | None = None
 _tenant_context_providers: dict[tuple[str, str], Callable[[], BaseModel]] = {}
 
-T = TypeVar("T", bound=BaseModel)
-
 
 class ContextProviderNotFoundError(KeyError):
     """Raised when a tenant-scoped context provider is missing."""
diff --git a/api/contexts/wrapper.py b/api/contexts/wrapper.py
index 8cd53487ef2..1968f4b93d2 100644
--- a/api/contexts/wrapper.py
+++ b/api/contexts/wrapper.py
@@ -1,7 +1,4 @@
 from contextvars import ContextVar
-from typing import Generic, TypeVar
-
-T = TypeVar("T")
 
 
 class HiddenValue:
@@ -11,7 +8,7 @@ class HiddenValue:
 _default = HiddenValue()
 
 
-class RecyclableContextVar(Generic[T]):
+class RecyclableContextVar[T]:
     """
     RecyclableContextVar is a wrapper around ContextVar
     It's safe to use in gunicorn with thread recycling, but features like `reset` are not available for now
diff --git a/api/controllers/common/fields.py b/api/controllers/common/fields.py
index 7348ef62aad..4fe3fc90621 100644
--- a/api/controllers/common/fields.py
+++ b/api/controllers/common/fields.py
@@ -1,14 +1,14 @@
 from __future__ import annotations
 
-from typing import Any, TypeAlias
+from typing import Any
 
 from graphon.file import helpers as file_helpers
 from pydantic import BaseModel, ConfigDict, computed_field
 
 from models.model import IconType
 
-JSONValue: TypeAlias = str | int | float | bool | None | dict[str, Any] | list[Any]
-JSONObject: TypeAlias = dict[str, Any]
+type JSONValue = str | int | float | bool | None | dict[str, Any] | list[Any]
+type JSONObject = dict[str, Any]
 
 
 class SystemParameters(BaseModel):
diff --git a/api/controllers/console/admin.py b/api/controllers/console/admin.py
index 6c3a6a8c1fe..9b8408980de 100644
--- a/api/controllers/console/admin.py
+++ b/api/controllers/console/admin.py
@@ -2,7 +2,6 @@ import csv
 import io
 from collections.abc import Callable
 from functools import wraps
-from typing import ParamSpec, TypeVar
 
 from flask import request
 from flask_restx import Resource
@@ -20,9 +19,6 @@ from libs.token import extract_access_token
 from models.model import App, ExporleBanner, InstalledApp, RecommendedApp, TrialApp
 from services.billing_service import BillingService
 
-P = ParamSpec("P")
-R = TypeVar("R")
-
 DEFAULT_REF_TEMPLATE_SWAGGER_2_0 = "#/definitions/{model}"
 
 
@@ -72,9 +68,9 @@ console_ns.schema_model(
 )
 
 
-def admin_required(view: Callable[P, R]):
+def admin_required[**P, R](view: Callable[P, R]) -> Callable[P, R]:
     @wraps(view)
-    def decorated(*args: P.args, **kwargs: P.kwargs):
+    def decorated(*args: P.args, **kwargs: P.kwargs) -> R:
         if not dify_config.ADMIN_API_KEY:
             raise Unauthorized("API key is invalid.")
 
diff --git a/api/controllers/console/app/app.py b/api/controllers/console/app/app.py
index ec56cd3baaa..c67ca57c63a 100644
--- a/api/controllers/console/app/app.py
+++ b/api/controllers/console/app/app.py
@@ -1,7 +1,7 @@
 import logging
 import uuid
 from datetime import datetime
-from typing import Any, Literal, TypeAlias
+from typing import Any, Literal
 
 from flask import request
 from flask_restx import Resource
@@ -152,7 +152,7 @@ class AppTracePayload(BaseModel):
         return value
 
 
-JSONValue: TypeAlias = Any
+type JSONValue = Any
 
 
 class ResponseModel(BaseModel):
diff --git a/api/controllers/console/app/workflow_draft_variable.py b/api/controllers/console/app/workflow_draft_variable.py
index 35e2df847c3..366f1453608 100644
--- a/api/controllers/console/app/workflow_draft_variable.py
+++ b/api/controllers/console/app/workflow_draft_variable.py
@@ -1,7 +1,7 @@
 import logging
 from collections.abc import Callable
 from functools import wraps
-from typing import Any, NoReturn, ParamSpec, TypeVar
+from typing import Any
 
 from flask import Response, request
 from flask_restx import Resource, fields, marshal, marshal_with
@@ -192,11 +192,8 @@ workflow_draft_variable_list_model = console_ns.model(
     "WorkflowDraftVariableList", workflow_draft_variable_list_fields_copy
 )
 
-P = ParamSpec("P")
-R = TypeVar("R")
 
-
-def _api_prerequisite(f: Callable[P, R]):
+def _api_prerequisite(f: Callable[..., Any]) -> Callable[..., Any]:
     """Common prerequisites for all draft workflow variable APIs.
 
     It ensures the following conditions are satisfied:
@@ -213,7 +210,7 @@ def _api_prerequisite(f: Callable[P, R]):
     @edit_permission_required
     @get_app_model(mode=[AppMode.ADVANCED_CHAT, AppMode.WORKFLOW])
     @wraps(f)
-    def wrapper(*args: P.args, **kwargs: P.kwargs):
+    def wrapper(*args: Any, **kwargs: Any):
         return f(*args, **kwargs)
 
     return wrapper
@@ -270,7 +267,7 @@ class WorkflowVariableCollectionApi(Resource):
         return Response("", 204)
 
 
-def validate_node_id(node_id: str) -> NoReturn | None:
+def validate_node_id(node_id: str) -> None:
     if node_id in [
         CONVERSATION_VARIABLE_NODE_ID,
         SYSTEM_VARIABLE_NODE_ID,
@@ -285,7 +282,6 @@ def validate_node_id(node_id: str) -> NoReturn | None:
         raise InvalidArgumentError(
             f"invalid node_id, please use correspond api for conversation and system variables, node_id={node_id}",
         )
-    return None
 
 
 @console_ns.route("/apps/<uuid:app_id>/workflows/draft/nodes/<string:node_id>/variables")
diff --git a/api/controllers/console/app/wraps.py b/api/controllers/console/app/wraps.py
index 493022ffea7..bd6f019eac1 100644
--- a/api/controllers/console/app/wraps.py
+++ b/api/controllers/console/app/wraps.py
@@ -1,6 +1,6 @@
 from collections.abc import Callable
 from functools import wraps
-from typing import ParamSpec, TypeVar, Union
+from typing import Any
 
 from sqlalchemy import select
 
@@ -9,11 +9,6 @@ from extensions.ext_database import db
 from libs.login import current_account_with_tenant
 from models import App, AppMode
 
-P = ParamSpec("P")
-R = TypeVar("R")
-P1 = ParamSpec("P1")
-R1 = TypeVar("R1")
-
 
 def _load_app_model(app_id: str) -> App | None:
     _, current_tenant_id = current_account_with_tenant()
@@ -28,10 +23,14 @@ def _load_app_model_with_trial(app_id: str) -> App | None:
     return app_model
 
 
-def get_app_model(view: Callable[P, R] | None = None, *, mode: Union[AppMode, list[AppMode], None] = None):
-    def decorator(view_func: Callable[P1, R1]):
+def get_app_model(
+    view: Callable[..., Any] | None = None,
+    *,
+    mode: AppMode | list[AppMode] | None = None,
+) -> Callable[..., Any] | Callable[[Callable[..., Any]], Callable[..., Any]]:
+    def decorator(view_func: Callable[..., Any]) -> Callable[..., Any]:
         @wraps(view_func)
-        def decorated_view(*args: P1.args, **kwargs: P1.kwargs):
+        def decorated_view(*args: Any, **kwargs: Any):
             if not kwargs.get("app_id"):
                 raise ValueError("missing app_id in path parameters")
 
@@ -69,10 +68,14 @@ def get_app_model(view: Callable[P, R] | None = None, *, mode: Union[AppMode, li
         return decorator(view)
 
 
-def get_app_model_with_trial(view: Callable[P, R] | None = None, *, mode: Union[AppMode, list[AppMode], None] = None):
-    def decorator(view_func: Callable[P, R]):
+def get_app_model_with_trial(
+    view: Callable[..., Any] | None = None,
+    *,
+    mode: AppMode | list[AppMode] | None = None,
+) -> Callable[..., Any] | Callable[[Callable[..., Any]], Callable[..., Any]]:
+    def decorator(view_func: Callable[..., Any]) -> Callable[..., Any]:
         @wraps(view_func)
-        def decorated_view(*args: P.args, **kwargs: P.kwargs):
+        def decorated_view(*args: Any, **kwargs: Any):
             if not kwargs.get("app_id"):
                 raise ValueError("missing app_id in path parameters")
 
diff --git a/api/controllers/console/auth/oauth_server.py b/api/controllers/console/auth/oauth_server.py
index 686b865871d..b55cda42448 100644
--- a/api/controllers/console/auth/oauth_server.py
+++ b/api/controllers/console/auth/oauth_server.py
@@ -1,8 +1,9 @@
 from collections.abc import Callable
 from functools import wraps
-from typing import Concatenate, ParamSpec, TypeVar
+from typing import Concatenate
 
 from flask import jsonify, request
+from flask.typing import ResponseReturnValue
 from flask_restx import Resource
 from graphon.model_runtime.utils.encoders import jsonable_encoder
 from pydantic import BaseModel
@@ -16,10 +17,6 @@ from services.oauth_server import OAUTH_ACCESS_TOKEN_EXPIRES_IN, OAuthGrantType,
 
 from .. import console_ns
 
-P = ParamSpec("P")
-R = TypeVar("R")
-T = TypeVar("T")
-
 
 class OAuthClientPayload(BaseModel):
     client_id: str
@@ -39,9 +36,11 @@ class OAuthTokenRequest(BaseModel):
     refresh_token: str | None = None
 
 
-def oauth_server_client_id_required(view: Callable[Concatenate[T, OAuthProviderApp, P], R]):
+def oauth_server_client_id_required[T, **P, R](
+    view: Callable[Concatenate[T, OAuthProviderApp, P], R],
+) -> Callable[Concatenate[T, P], R]:
     @wraps(view)
-    def decorated(self: T, *args: P.args, **kwargs: P.kwargs):
+    def decorated(self: T, *args: P.args, **kwargs: P.kwargs) -> R:
         json_data = request.get_json()
         if json_data is None:
             raise BadRequest("client_id is required")
@@ -58,9 +57,13 @@ def oauth_server_client_id_required(view: Callable[Concatenate[T, OAuthProviderA
     return decorated
 
 
-def oauth_server_access_token_required(view: Callable[Concatenate[T, OAuthProviderApp, Account, P], R]):
+def oauth_server_access_token_required[T, **P, R](
+    view: Callable[Concatenate[T, OAuthProviderApp, Account, P], R],
+) -> Callable[Concatenate[T, OAuthProviderApp, P], R | ResponseReturnValue]:
     @wraps(view)
-    def decorated(self: T, oauth_provider_app: OAuthProviderApp, *args: P.args, **kwargs: P.kwargs):
+    def decorated(
+        self: T, oauth_provider_app: OAuthProviderApp, *args: P.args, **kwargs: P.kwargs
+    ) -> R | ResponseReturnValue:
         if not isinstance(oauth_provider_app, OAuthProviderApp):
             raise BadRequest("Invalid oauth_provider_app")
 
diff --git a/api/controllers/console/datasets/wraps.py b/api/controllers/console/datasets/wraps.py
index d533e6c5b14..b58a07029c8 100644
--- a/api/controllers/console/datasets/wraps.py
+++ b/api/controllers/console/datasets/wraps.py
@@ -1,6 +1,5 @@
 from collections.abc import Callable
 from functools import wraps
-from typing import ParamSpec, TypeVar
 
 from sqlalchemy import select
 
@@ -9,13 +8,10 @@ from extensions.ext_database import db
 from libs.login import current_account_with_tenant
 from models.dataset import Pipeline
 
-P = ParamSpec("P")
-R = TypeVar("R")
 
-
-def get_rag_pipeline(view_func: Callable[P, R]):
+def get_rag_pipeline[**P, R](view_func: Callable[P, R]) -> Callable[P, R]:
     @wraps(view_func)
-    def decorated_view(*args: P.args, **kwargs: P.kwargs):
+    def decorated_view(*args: P.args, **kwargs: P.kwargs) -> R:
         if not kwargs.get("pipeline_id"):
             raise ValueError("missing pipeline_id in path parameters")
 
diff --git a/api/controllers/console/explore/wraps.py b/api/controllers/console/explore/wraps.py
index 9d9337e63e9..9f7e829ae8a 100644
--- a/api/controllers/console/explore/wraps.py
+++ b/api/controllers/console/explore/wraps.py
@@ -1,6 +1,6 @@
 from collections.abc import Callable
 from functools import wraps
-from typing import Concatenate, ParamSpec, TypeVar
+from typing import Concatenate
 
 from flask import abort
 from flask_restx import Resource
@@ -15,12 +15,8 @@ from models import AccountTrialAppRecord, App, InstalledApp, TrialApp
 from services.enterprise.enterprise_service import EnterpriseService
 from services.feature_service import FeatureService
 
-P = ParamSpec("P")
-R = TypeVar("R")
-T = TypeVar("T")
 
-
-def installed_app_required(view: Callable[Concatenate[InstalledApp, P], R] | None = None):
+def installed_app_required[**P, R](view: Callable[Concatenate[InstalledApp, P], R] | None = None):
     def decorator(view: Callable[Concatenate[InstalledApp, P], R]):
         @wraps(view)
         def decorated(installed_app_id: str, *args: P.args, **kwargs: P.kwargs):
@@ -49,7 +45,7 @@ def installed_app_required(view: Callable[Concatenate[InstalledApp, P], R] | Non
     return decorator
 
 
-def user_allowed_to_access_app(view: Callable[Concatenate[InstalledApp, P], R] | None = None):
+def user_allowed_to_access_app[**P, R](view: Callable[Concatenate[InstalledApp, P], R] | None = None):
     def decorator(view: Callable[Concatenate[InstalledApp, P], R]):
         @wraps(view)
         def decorated(installed_app: InstalledApp, *args: P.args, **kwargs: P.kwargs):
@@ -73,7 +69,7 @@ def user_allowed_to_access_app(view: Callable[Concatenate[InstalledApp, P], R] |
     return decorator
 
 
-def trial_app_required(view: Callable[Concatenate[App, P], R] | None = None):
+def trial_app_required[**P, R](view: Callable[Concatenate[App, P], R] | None = None):
     def decorator(view: Callable[Concatenate[App, P], R]):
         @wraps(view)
         def decorated(app_id: str, *args: P.args, **kwargs: P.kwargs):
@@ -106,7 +102,7 @@ def trial_app_required(view: Callable[Concatenate[App, P], R] | None = None):
     return decorator
 
 
-def trial_feature_enable(view: Callable[P, R]):
+def trial_feature_enable[**P, R](view: Callable[P, R]):
     @wraps(view)
     def decorated(*args: P.args, **kwargs: P.kwargs):
         features = FeatureService.get_system_features()
@@ -117,7 +113,7 @@ def trial_feature_enable(view: Callable[P, R]):
     return decorated
 
 
-def explore_banner_enabled(view: Callable[P, R]):
+def explore_banner_enabled[**P, R](view: Callable[P, R]):
     @wraps(view)
     def decorated(*args: P.args, **kwargs: P.kwargs):
         features = FeatureService.get_system_features()
diff --git a/api/controllers/console/workspace/__init__.py b/api/controllers/console/workspace/__init__.py
index 9484cc773e4..971674cee2b 100644
--- a/api/controllers/console/workspace/__init__.py
+++ b/api/controllers/console/workspace/__init__.py
@@ -1,6 +1,5 @@
 from collections.abc import Callable
 from functools import wraps
-from typing import ParamSpec, TypeVar
 
 from sqlalchemy.orm import sessionmaker
 from werkzeug.exceptions import Forbidden
@@ -9,17 +8,14 @@ from extensions.ext_database import db
 from libs.login import current_account_with_tenant
 from models.account import TenantPluginPermission
 
-P = ParamSpec("P")
-R = TypeVar("R")
-
 
 def plugin_permission_required(
     install_required: bool = False,
     debug_required: bool = False,
 ):
-    def interceptor(view: Callable[P, R]):
+    def interceptor[**P, R](view: Callable[P, R]) -> Callable[P, R]:
         @wraps(view)
-        def decorated(*args: P.args, **kwargs: P.kwargs):
+        def decorated(*args: P.args, **kwargs: P.kwargs) -> R:
             current_user, current_tenant_id = current_account_with_tenant()
             user = current_user
             tenant_id = current_tenant_id
diff --git a/api/controllers/console/wraps.py b/api/controllers/console/wraps.py
index 6785ba0c344..4b5fb7ca5b9 100644
--- a/api/controllers/console/wraps.py
+++ b/api/controllers/console/wraps.py
@@ -4,7 +4,6 @@ import os
 import time
 from collections.abc import Callable
 from functools import wraps
-from typing import ParamSpec, TypeVar
 
 from flask import abort, request
 from sqlalchemy import select
@@ -25,9 +24,6 @@ from services.operation_service import OperationService
 
 from .error import NotInitValidateError, NotSetupError, UnauthorizedAndForceLogout
 
-P = ParamSpec("P")
-R = TypeVar("R")
-
 # Field names for decryption
 FIELD_NAME_PASSWORD = "password"
 FIELD_NAME_CODE = "code"
@@ -37,7 +33,7 @@ ERROR_MSG_INVALID_ENCRYPTED_DATA = "Invalid encrypted data"
 ERROR_MSG_INVALID_ENCRYPTED_CODE = "Invalid encrypted code"
 
 
-def account_initialization_required(view: Callable[P, R]) -> Callable[P, R]:
+def account_initialization_required[**P, R](view: Callable[P, R]) -> Callable[P, R]:
     @wraps(view)
     def decorated(*args: P.args, **kwargs: P.kwargs) -> R:
         # check account initialization
@@ -50,7 +46,7 @@ def account_initialization_required(view: Callable[P, R]) -> Callable[P, R]:
     return decorated
 
 
-def only_edition_cloud(view: Callable[P, R]):
+def only_edition_cloud[**P, R](view: Callable[P, R]) -> Callable[P, R]:
     @wraps(view)
     def decorated(*args: P.args, **kwargs: P.kwargs):
         if dify_config.EDITION != "CLOUD":
@@ -61,7 +57,7 @@ def only_edition_cloud(view: Callable[P, R]):
     return decorated
 
 
-def only_edition_enterprise(view: Callable[P, R]):
+def only_edition_enterprise[**P, R](view: Callable[P, R]) -> Callable[P, R]:
     @wraps(view)
     def decorated(*args: P.args, **kwargs: P.kwargs):
         if not dify_config.ENTERPRISE_ENABLED:
@@ -72,7 +68,7 @@ def only_edition_enterprise(view: Callable[P, R]):
     return decorated
 
 
-def only_edition_self_hosted(view: Callable[P, R]):
+def only_edition_self_hosted[**P, R](view: Callable[P, R]) -> Callable[P, R]:
     @wraps(view)
     def decorated(*args: P.args, **kwargs: P.kwargs):
         if dify_config.EDITION != "SELF_HOSTED":
@@ -83,7 +79,7 @@ def only_edition_self_hosted(view: Callable[P, R]):
     return decorated
 
 
-def cloud_edition_billing_enabled(view: Callable[P, R]):
+def cloud_edition_billing_enabled[**P, R](view: Callable[P, R]) -> Callable[P, R]:
     @wraps(view)
     def decorated(*args: P.args, **kwargs: P.kwargs):
         _, current_tenant_id = current_account_with_tenant()
@@ -95,7 +91,7 @@ def cloud_edition_billing_enabled(view: Callable[P, R]):
     return decorated
 
 
-def cloud_edition_billing_resource_check(resource: str):
+def cloud_edition_billing_resource_check[**P, R](resource: str) -> Callable[[Callable[P, R]], Callable[P, R]]:
     def interceptor(view: Callable[P, R]):
         @wraps(view)
         def decorated(*args: P.args, **kwargs: P.kwargs):
@@ -137,7 +133,9 @@ def cloud_edition_billing_resource_check(resource: str):
     return interceptor
 
 
-def cloud_edition_billing_knowledge_limit_check(resource: str):
+def cloud_edition_billing_knowledge_limit_check[**P, R](
+    resource: str,
+) -> Callable[[Callable[P, R]], Callable[P, R]]:
     def interceptor(view: Callable[P, R]):
         @wraps(view)
         def decorated(*args: P.args, **kwargs: P.kwargs):
@@ -160,7 +158,7 @@ def cloud_edition_billing_knowledge_limit_check(resource: str):
     return interceptor
 
 
-def cloud_edition_billing_rate_limit_check(resource: str):
+def cloud_edition_billing_rate_limit_check[**P, R](resource: str) -> Callable[[Callable[P, R]], Callable[P, R]]:
     def interceptor(view: Callable[P, R]):
         @wraps(view)
         def decorated(*args: P.args, **kwargs: P.kwargs):
@@ -196,7 +194,7 @@ def cloud_edition_billing_rate_limit_check(resource: str):
     return interceptor
 
 
-def cloud_utm_record(view: Callable[P, R]):
+def cloud_utm_record[**P, R](view: Callable[P, R]) -> Callable[P, R]:
     @wraps(view)
     def decorated(*args: P.args, **kwargs: P.kwargs):
         with contextlib.suppress(Exception):
@@ -215,7 +213,7 @@ def cloud_utm_record(view: Callable[P, R]):
     return decorated
 
 
-def setup_required(view: Callable[P, R]) -> Callable[P, R]:
+def setup_required[**P, R](view: Callable[P, R]) -> Callable[P, R]:
     @wraps(view)
     def decorated(*args: P.args, **kwargs: P.kwargs) -> R:
         # check setup
@@ -229,7 +227,7 @@ def setup_required(view: Callable[P, R]) -> Callable[P, R]:
     return decorated
 
 
-def enterprise_license_required(view: Callable[P, R]):
+def enterprise_license_required[**P, R](view: Callable[P, R]) -> Callable[P, R]:
     @wraps(view)
     def decorated(*args: P.args, **kwargs: P.kwargs):
         settings = FeatureService.get_system_features()
@@ -241,7 +239,7 @@ def enterprise_license_required(view: Callable[P, R]):
     return decorated
 
 
-def email_password_login_enabled(view: Callable[P, R]):
+def email_password_login_enabled[**P, R](view: Callable[P, R]) -> Callable[P, R]:
     @wraps(view)
     def decorated(*args: P.args, **kwargs: P.kwargs):
         features = FeatureService.get_system_features()
@@ -254,7 +252,7 @@ def email_password_login_enabled(view: Callable[P, R]):
     return decorated
 
 
-def email_register_enabled(view: Callable[P, R]):
+def email_register_enabled[**P, R](view: Callable[P, R]) -> Callable[P, R]:
     @wraps(view)
     def decorated(*args: P.args, **kwargs: P.kwargs):
         features = FeatureService.get_system_features()
@@ -267,7 +265,7 @@ def email_register_enabled(view: Callable[P, R]):
     return decorated
 
 
-def enable_change_email(view: Callable[P, R]):
+def enable_change_email[**P, R](view: Callable[P, R]) -> Callable[P, R]:
     @wraps(view)
     def decorated(*args: P.args, **kwargs: P.kwargs):
         features = FeatureService.get_system_features()
@@ -280,7 +278,7 @@ def enable_change_email(view: Callable[P, R]):
     return decorated
 
 
-def is_allow_transfer_owner(view: Callable[P, R]):
+def is_allow_transfer_owner[**P, R](view: Callable[P, R]) -> Callable[P, R]:
     @wraps(view)
     def decorated(*args: P.args, **kwargs: P.kwargs):
         from libs.workspace_permission import check_workspace_owner_transfer_permission
@@ -293,7 +291,7 @@ def is_allow_transfer_owner(view: Callable[P, R]):
     return decorated
 
 
-def knowledge_pipeline_publish_enabled(view: Callable[P, R]):
+def knowledge_pipeline_publish_enabled[**P, R](view: Callable[P, R]) -> Callable[P, R]:
     @wraps(view)
     def decorated(*args: P.args, **kwargs: P.kwargs):
         _, current_tenant_id = current_account_with_tenant()
@@ -305,7 +303,7 @@ def knowledge_pipeline_publish_enabled(view: Callable[P, R]):
     return decorated
 
 
-def edit_permission_required(f: Callable[P, R]):
+def edit_permission_required[**P, R](f: Callable[P, R]) -> Callable[P, R]:
     @wraps(f)
     def decorated_function(*args: P.args, **kwargs: P.kwargs):
         from werkzeug.exceptions import Forbidden
@@ -323,7 +321,7 @@ def edit_permission_required(f: Callable[P, R]):
     return decorated_function
 
 
-def is_admin_or_owner_required(f: Callable[P, R]):
+def is_admin_or_owner_required[**P, R](f: Callable[P, R]) -> Callable[P, R]:
     @wraps(f)
     def decorated_function(*args: P.args, **kwargs: P.kwargs):
         from werkzeug.exceptions import Forbidden
@@ -339,7 +337,7 @@ def is_admin_or_owner_required(f: Callable[P, R]):
     return decorated_function
 
 
-def annotation_import_rate_limit(view: Callable[P, R]):
+def annotation_import_rate_limit[**P, R](view: Callable[P, R]) -> Callable[P, R]:
     """
     Rate limiting decorator for annotation import operations.
 
@@ -388,7 +386,7 @@ def annotation_import_rate_limit(view: Callable[P, R]):
     return decorated
 
 
-def annotation_import_concurrency_limit(view: Callable[P, R]):
+def annotation_import_concurrency_limit[**P, R](view: Callable[P, R]) -> Callable[P, R]:
     """
     Concurrency control decorator for annotation import operations.
 
@@ -455,7 +453,7 @@ def _decrypt_field(field_name: str, error_class: type[Exception], error_message:
     payload[field_name] = decoded_value
 
 
-def decrypt_password_field(view: Callable[P, R]):
+def decrypt_password_field[**P, R](view: Callable[P, R]) -> Callable[P, R]:
     """
     Decorator to decrypt password field in request payload.
 
@@ -477,7 +475,7 @@ def decrypt_password_field(view: Callable[P, R]):
     return decorated
 
 
-def decrypt_code_field(view: Callable[P, R]):
+def decrypt_code_field[**P, R](view: Callable[P, R]) -> Callable[P, R]:
     """
     Decorator to decrypt verification code field in request payload.
 
diff --git a/api/controllers/inner_api/plugin/wraps.py b/api/controllers/inner_api/plugin/wraps.py
index ed0d490aad0..1d378c754c6 100644
--- a/api/controllers/inner_api/plugin/wraps.py
+++ b/api/controllers/inner_api/plugin/wraps.py
@@ -1,6 +1,5 @@
 from collections.abc import Callable
 from functools import wraps
-from typing import ParamSpec, TypeVar
 
 from flask import current_app, request
 from flask_login import user_logged_in
@@ -13,9 +12,6 @@ from libs.login import current_user
 from models.account import Tenant
 from models.model import DefaultEndUserSessionID, EndUser
 
-P = ParamSpec("P")
-R = TypeVar("R")
-
 
 class TenantUserPayload(BaseModel):
     tenant_id: str
@@ -65,9 +61,9 @@ def get_user(tenant_id: str, user_id: str | None) -> EndUser:
     return user_model
 
 
-def get_user_tenant(view_func: Callable[P, R]):
+def get_user_tenant[**P, R](view_func: Callable[P, R]) -> Callable[P, R]:
     @wraps(view_func)
-    def decorated_view(*args: P.args, **kwargs: P.kwargs):
+    def decorated_view(*args: P.args, **kwargs: P.kwargs) -> R:
         payload = TenantUserPayload.model_validate(request.get_json(silent=True) or {})
 
         user_id = payload.user_id
@@ -97,10 +93,14 @@ def get_user_tenant(view_func: Callable[P, R]):
     return decorated_view
 
 
-def plugin_data(view: Callable[P, R] | None = None, *, payload_type: type[BaseModel]):
-    def decorator(view_func: Callable[P, R]):
+def plugin_data[**P, R](
+    view: Callable[P, R] | None = None,
+    *,
+    payload_type: type[BaseModel],
+) -> Callable[P, R] | Callable[[Callable[P, R]], Callable[P, R]]:
+    def decorator(view_func: Callable[P, R]) -> Callable[P, R]:
         @wraps(view_func)
-        def decorated_view(*args: P.args, **kwargs: P.kwargs):
+        def decorated_view(*args: P.args, **kwargs: P.kwargs) -> R:
             try:
                 data = request.get_json()
             except Exception:
diff --git a/api/controllers/inner_api/wraps.py b/api/controllers/inner_api/wraps.py
index 7c60b316e8e..874fd8a7e37 100644
--- a/api/controllers/inner_api/wraps.py
+++ b/api/controllers/inner_api/wraps.py
@@ -3,10 +3,7 @@ from collections.abc import Callable
 from functools import wraps
 from hashlib import sha1
 from hmac import new as hmac_new
-from typing import ParamSpec, TypeVar
 
-P = ParamSpec("P")
-R = TypeVar("R")
 from flask import abort, request
 
 from configs import dify_config
@@ -14,9 +11,9 @@ from extensions.ext_database import db
 from models.model import EndUser
 
 
-def billing_inner_api_only(view: Callable[P, R]):
+def billing_inner_api_only[**P, R](view: Callable[P, R]) -> Callable[P, R]:
     @wraps(view)
-    def decorated(*args: P.args, **kwargs: P.kwargs):
+    def decorated(*args: P.args, **kwargs: P.kwargs) -> R:
         if not dify_config.INNER_API:
             abort(404)
 
@@ -30,9 +27,9 @@ def billing_inner_api_only(view: Callable[P, R]):
     return decorated
 
 
-def enterprise_inner_api_only(view: Callable[P, R]):
+def enterprise_inner_api_only[**P, R](view: Callable[P, R]) -> Callable[P, R]:
     @wraps(view)
-    def decorated(*args: P.args, **kwargs: P.kwargs):
+    def decorated(*args: P.args, **kwargs: P.kwargs) -> R:
         if not dify_config.INNER_API:
             abort(404)
 
@@ -46,9 +43,9 @@ def enterprise_inner_api_only(view: Callable[P, R]):
     return decorated
 
 
-def enterprise_inner_api_user_auth(view: Callable[P, R]):
+def enterprise_inner_api_user_auth[**P, R](view: Callable[P, R]) -> Callable[P, R]:
     @wraps(view)
-    def decorated(*args: P.args, **kwargs: P.kwargs):
+    def decorated(*args: P.args, **kwargs: P.kwargs) -> R:
         if not dify_config.INNER_API:
             return view(*args, **kwargs)
 
@@ -82,9 +79,9 @@ def enterprise_inner_api_user_auth(view: Callable[P, R]):
     return decorated
 
 
-def plugin_inner_api_only(view: Callable[P, R]):
+def plugin_inner_api_only[**P, R](view: Callable[P, R]) -> Callable[P, R]:
     @wraps(view)
-    def decorated(*args: P.args, **kwargs: P.kwargs):
+    def decorated(*args: P.args, **kwargs: P.kwargs) -> R:
         if not dify_config.PLUGIN_DAEMON_KEY:
             abort(404)
 
diff --git a/api/controllers/service_api/wraps.py b/api/controllers/service_api/wraps.py
index 1d52b8a737a..2dd916bb312 100644
--- a/api/controllers/service_api/wraps.py
+++ b/api/controllers/service_api/wraps.py
@@ -3,7 +3,7 @@ import time
 from collections.abc import Callable
 from enum import StrEnum, auto
 from functools import wraps
-from typing import Concatenate, ParamSpec, TypeVar, cast, overload
+from typing import Any, cast, overload
 
 from flask import current_app, request
 from flask_login import user_logged_in
@@ -23,10 +23,6 @@ from services.api_token_service import ApiTokenCache, fetch_token_with_single_fl
 from services.end_user_service import EndUserService
 from services.feature_service import FeatureService
 
-P = ParamSpec("P")
-R = TypeVar("R")
-T = TypeVar("T")
-
 logger = logging.getLogger(__name__)
 
 
@@ -46,16 +42,16 @@ class FetchUserArg(BaseModel):
 
 
 @overload
-def validate_app_token(view: Callable[P, R]) -> Callable[P, R]: ...
+def validate_app_token[**P, R](view: Callable[P, R]) -> Callable[P, R]: ...
 
 
 @overload
-def validate_app_token(
+def validate_app_token[**P, R](
     view: None = None, *, fetch_user_arg: FetchUserArg | None = None
 ) -> Callable[[Callable[P, R]], Callable[P, R]]: ...
 
 
-def validate_app_token(
+def validate_app_token[**P, R](
     view: Callable[P, R] | None = None, *, fetch_user_arg: FetchUserArg | None = None
 ) -> Callable[P, R] | Callable[[Callable[P, R]], Callable[P, R]]:
     def decorator(view_func: Callable[P, R]) -> Callable[P, R]:
@@ -136,7 +132,10 @@ def validate_app_token(
         return decorator(view)
 
 
-def cloud_edition_billing_resource_check(resource: str, api_token_type: str):
+def cloud_edition_billing_resource_check[**P, R](
+    resource: str,
+    api_token_type: str,
+) -> Callable[[Callable[P, R]], Callable[P, R]]:
     def interceptor(view: Callable[P, R]):
         def decorated(*args: P.args, **kwargs: P.kwargs):
             api_token = validate_and_get_api_token(api_token_type)
@@ -166,7 +165,10 @@ def cloud_edition_billing_resource_check(resource: str, api_token_type: str):
     return interceptor
 
 
-def cloud_edition_billing_knowledge_limit_check(resource: str, api_token_type: str):
+def cloud_edition_billing_knowledge_limit_check[**P, R](
+    resource: str,
+    api_token_type: str,
+) -> Callable[[Callable[P, R]], Callable[P, R]]:
     def interceptor(view: Callable[P, R]):
         @wraps(view)
         def decorated(*args: P.args, **kwargs: P.kwargs):
@@ -188,7 +190,10 @@ def cloud_edition_billing_knowledge_limit_check(resource: str, api_token_type: s
     return interceptor
 
 
-def cloud_edition_billing_rate_limit_check(resource: str, api_token_type: str):
+def cloud_edition_billing_rate_limit_check[**P, R](
+    resource: str,
+    api_token_type: str,
+) -> Callable[[Callable[P, R]], Callable[P, R]]:
     def interceptor(view: Callable[P, R]):
         @wraps(view)
         def decorated(*args: P.args, **kwargs: P.kwargs):
@@ -225,20 +230,12 @@ def cloud_edition_billing_rate_limit_check(resource: str, api_token_type: str):
     return interceptor
 
 
-@overload
-def validate_dataset_token(view: Callable[Concatenate[T, P], R]) -> Callable[P, R]: ...
-
-
-@overload
-def validate_dataset_token(view: None = None) -> Callable[[Callable[Concatenate[T, P], R]], Callable[P, R]]: ...
-
-
 def validate_dataset_token(
-    view: Callable[Concatenate[T, P], R] | None = None,
-) -> Callable[P, R] | Callable[[Callable[Concatenate[T, P], R]], Callable[P, R]]:
-    def decorator(view_func: Callable[Concatenate[T, P], R]) -> Callable[P, R]:
+    view: Callable[..., Any] | None = None,
+) -> Callable[..., Any] | Callable[[Callable[..., Any]], Callable[..., Any]]:
+    def decorator(view_func: Callable[..., Any]) -> Callable[..., Any]:
         @wraps(view_func)
-        def decorated(*args: P.args, **kwargs: P.kwargs) -> R:
+        def decorated(*args: Any, **kwargs: Any) -> Any:
             api_token = validate_and_get_api_token("dataset")
 
             # get url path dataset_id from positional args or kwargs
@@ -308,7 +305,10 @@ def validate_dataset_token(
                     raise Unauthorized("Tenant owner account does not exist.")
             else:
                 raise Unauthorized("Tenant does not exist.")
-            return view_func(api_token.tenant_id, *args, **kwargs)  # type: ignore[arg-type]
+            if args and isinstance(args[0], Resource):
+                return view_func(args[0], api_token.tenant_id, *args[1:], **kwargs)
+
+            return view_func(api_token.tenant_id, *args, **kwargs)
 
         return decorated
 
diff --git a/api/controllers/web/wraps.py b/api/controllers/web/wraps.py
index 654951a1aa5..11650fa4b54 100644
--- a/api/controllers/web/wraps.py
+++ b/api/controllers/web/wraps.py
@@ -1,7 +1,7 @@
 from collections.abc import Callable
 from datetime import UTC, datetime
 from functools import wraps
-from typing import Concatenate, ParamSpec, TypeVar
+from typing import Concatenate
 
 from flask import request
 from flask_restx import Resource
@@ -20,14 +20,13 @@ from services.enterprise.enterprise_service import EnterpriseService, WebAppSett
 from services.feature_service import FeatureService
 from services.webapp_auth_service import WebAppAuthService
 
-P = ParamSpec("P")
-R = TypeVar("R")
 
-
-def validate_jwt_token(view: Callable[Concatenate[App, EndUser, P], R] | None = None):
-    def decorator(view: Callable[Concatenate[App, EndUser, P], R]):
+def validate_jwt_token[**P, R](
+    view: Callable[Concatenate[App, EndUser, P], R] | None = None,
+) -> Callable[P, R] | Callable[[Callable[Concatenate[App, EndUser, P], R]], Callable[P, R]]:
+    def decorator(view: Callable[Concatenate[App, EndUser, P], R]) -> Callable[P, R]:
         @wraps(view)
-        def decorated(*args: P.args, **kwargs: P.kwargs):
+        def decorated(*args: P.args, **kwargs: P.kwargs) -> R:
             app_model, end_user = decode_jwt_token()
             return view(app_model, end_user, *args, **kwargs)
 
@@ -38,7 +37,7 @@ def validate_jwt_token(view: Callable[Concatenate[App, EndUser, P], R] | None =
     return decorator
 
 
-def decode_jwt_token(app_code: str | None = None, user_id: str | None = None):
+def decode_jwt_token(app_code: str | None = None, user_id: str | None = None) -> tuple[App, EndUser]:
     system_features = FeatureService.get_system_features()
     if not app_code:
         app_code = str(request.headers.get(HEADER_NAME_APP_CODE))
diff --git a/api/core/app/apps/advanced_chat/app_generator.py b/api/core/app/apps/advanced_chat/app_generator.py
index aa2b65766f8..985ded0f74d 100644
--- a/api/core/app/apps/advanced_chat/app_generator.py
+++ b/api/core/app/apps/advanced_chat/app_generator.py
@@ -5,7 +5,7 @@ import logging
 import threading
 import uuid
 from collections.abc import Generator, Mapping, Sequence
-from typing import TYPE_CHECKING, Any, Literal, Union, overload
+from typing import TYPE_CHECKING, Any, Literal, overload
 
 from flask import Flask, current_app
 from pydantic import ValidationError
@@ -68,7 +68,7 @@ class AdvancedChatAppGenerator(MessageBasedAppGenerator):
         self,
         app_model: App,
         workflow: Workflow,
-        user: Union[Account, EndUser],
+        user: Account | EndUser,
         args: Mapping[str, Any],
         invoke_from: InvokeFrom,
         workflow_run_id: str,
@@ -81,7 +81,7 @@ class AdvancedChatAppGenerator(MessageBasedAppGenerator):
         self,
         app_model: App,
         workflow: Workflow,
-        user: Union[Account, EndUser],
+        user: Account | EndUser,
         args: Mapping[str, Any],
         invoke_from: InvokeFrom,
         workflow_run_id: str,
@@ -94,7 +94,7 @@ class AdvancedChatAppGenerator(MessageBasedAppGenerator):
         self,
         app_model: App,
         workflow: Workflow,
-        user: Union[Account, EndUser],
+        user: Account | EndUser,
         args: Mapping[str, Any],
         invoke_from: InvokeFrom,
         workflow_run_id: str,
@@ -106,7 +106,7 @@ class AdvancedChatAppGenerator(MessageBasedAppGenerator):
         self,
         app_model: App,
         workflow: Workflow,
-        user: Union[Account, EndUser],
+        user: Account | EndUser,
         args: Mapping[str, Any],
         invoke_from: InvokeFrom,
         workflow_run_id: str,
@@ -239,7 +239,7 @@ class AdvancedChatAppGenerator(MessageBasedAppGenerator):
         *,
         app_model: App,
         workflow: Workflow,
-        user: Union[Account, EndUser],
+        user: Account | EndUser,
         conversation: Conversation,
         message: Message,
         application_generate_entity: AdvancedChatAppGenerateEntity,
@@ -271,9 +271,9 @@ class AdvancedChatAppGenerator(MessageBasedAppGenerator):
         workflow: Workflow,
         node_id: str,
         user: Account | EndUser,
-        args: Mapping,
+        args: Mapping[str, Any],
         streaming: bool = True,
-    ) -> Mapping[str, Any] | Generator[str | Mapping[str, Any], Any, None]:
+    ) -> Mapping[str, Any] | Generator[str | Mapping[str, Any], None, None]:
         """
         Generate App response.
 
@@ -359,7 +359,7 @@ class AdvancedChatAppGenerator(MessageBasedAppGenerator):
         user: Account | EndUser,
         args: LoopNodeRunPayload,
         streaming: bool = True,
-    ) -> Mapping[str, Any] | Generator[str | Mapping[str, Any], Any, None]:
+    ) -> Mapping[str, Any] | Generator[str | Mapping[str, Any], None, None]:
         """
         Generate App response.
 
@@ -439,7 +439,7 @@ class AdvancedChatAppGenerator(MessageBasedAppGenerator):
         self,
         *,
         workflow: Workflow,
-        user: Union[Account, EndUser],
+        user: Account | EndUser,
         invoke_from: InvokeFrom,
         application_generate_entity: AdvancedChatAppGenerateEntity,
         workflow_execution_repository: WorkflowExecutionRepository,
@@ -451,7 +451,7 @@ class AdvancedChatAppGenerator(MessageBasedAppGenerator):
         pause_state_config: PauseStateLayerConfig | None = None,
         graph_runtime_state: GraphRuntimeState | None = None,
         graph_engine_layers: Sequence[GraphEngineLayer] = (),
-    ) -> Mapping[str, Any] | Generator[str | Mapping[str, Any], Any, None]:
+    ) -> Mapping[str, Any] | Generator[str | Mapping[str, Any], None, None]:
         """
         Generate App response.
 
@@ -653,10 +653,10 @@ class AdvancedChatAppGenerator(MessageBasedAppGenerator):
         queue_manager: AppQueueManager,
         conversation: ConversationSnapshot,
         message: MessageSnapshot,
-        user: Union[Account, EndUser],
+        user: Account | EndUser,
         draft_var_saver_factory: DraftVariableSaverFactory,
         stream: bool = False,
-    ) -> Union[ChatbotAppBlockingResponse, Generator[ChatbotAppStreamResponse, None, None]]:
+    ) -> ChatbotAppBlockingResponse | Generator[ChatbotAppStreamResponse, None, None]:
         """
         Handle response.
         :param application_generate_entity: application generate entity
diff --git a/api/core/app/apps/agent_chat/app_generator.py b/api/core/app/apps/agent_chat/app_generator.py
index bb258af4c16..5872f6b2647 100644
--- a/api/core/app/apps/agent_chat/app_generator.py
+++ b/api/core/app/apps/agent_chat/app_generator.py
@@ -3,7 +3,7 @@ import logging
 import threading
 import uuid
 from collections.abc import Generator, Mapping
-from typing import Any, Literal, Union, overload
+from typing import Any, Literal, overload
 
 from flask import Flask, current_app
 from graphon.model_runtime.errors.invoke import InvokeAuthorizationError
@@ -37,7 +37,7 @@ class AgentChatAppGenerator(MessageBasedAppGenerator):
         self,
         *,
         app_model: App,
-        user: Union[Account, EndUser],
+        user: Account | EndUser,
         args: Mapping[str, Any],
         invoke_from: InvokeFrom,
         streaming: Literal[False],
@@ -48,7 +48,7 @@ class AgentChatAppGenerator(MessageBasedAppGenerator):
         self,
         *,
         app_model: App,
-        user: Union[Account, EndUser],
+        user: Account | EndUser,
         args: Mapping[str, Any],
         invoke_from: InvokeFrom,
         streaming: Literal[True],
@@ -59,21 +59,21 @@ class AgentChatAppGenerator(MessageBasedAppGenerator):
         self,
         *,
         app_model: App,
-        user: Union[Account, EndUser],
+        user: Account | EndUser,
         args: Mapping[str, Any],
         invoke_from: InvokeFrom,
         streaming: bool,
-    ) -> Union[Mapping, Generator[Mapping | str, None, None]]: ...
+    ) -> Mapping | Generator[Mapping | str, None, None]: ...
 
     def generate(
         self,
         *,
         app_model: App,
-        user: Union[Account, EndUser],
+        user: Account | EndUser,
         args: Mapping[str, Any],
         invoke_from: InvokeFrom,
         streaming: bool = True,
-    ) -> Union[Mapping, Generator[Mapping | str, None, None]]:
+    ) -> Mapping | Generator[Mapping | str, None, None]:
         """
         Generate App response.
 
diff --git a/api/core/app/apps/chat/app_generator.py b/api/core/app/apps/chat/app_generator.py
index b675a87382c..891dcece73d 100644
--- a/api/core/app/apps/chat/app_generator.py
+++ b/api/core/app/apps/chat/app_generator.py
@@ -3,7 +3,7 @@ import logging
 import threading
 import uuid
 from collections.abc import Generator, Mapping
-from typing import Any, Literal, Union, overload
+from typing import Any, Literal, overload
 
 from flask import Flask, copy_current_request_context, current_app
 from graphon.model_runtime.errors.invoke import InvokeAuthorizationError
@@ -36,7 +36,7 @@ class ChatAppGenerator(MessageBasedAppGenerator):
     def generate(
         self,
         app_model: App,
-        user: Union[Account, EndUser],
+        user: Account | EndUser,
         args: Mapping[str, Any],
         invoke_from: InvokeFrom,
         streaming: Literal[True],
@@ -46,7 +46,7 @@ class ChatAppGenerator(MessageBasedAppGenerator):
     def generate(
         self,
         app_model: App,
-        user: Union[Account, EndUser],
+        user: Account | EndUser,
         args: Mapping[str, Any],
         invoke_from: InvokeFrom,
         streaming: Literal[False],
@@ -56,20 +56,20 @@ class ChatAppGenerator(MessageBasedAppGenerator):
     def generate(
         self,
         app_model: App,
-        user: Union[Account, EndUser],
+        user: Account | EndUser,
         args: Mapping[str, Any],
         invoke_from: InvokeFrom,
         streaming: bool,
-    ) -> Union[Mapping[str, Any], Generator[Mapping[str, Any] | str, None, None]]: ...
+    ) -> Mapping[str, Any] | Generator[Mapping[str, Any] | str, None, None]: ...
 
     def generate(
         self,
         app_model: App,
-        user: Union[Account, EndUser],
+        user: Account | EndUser,
         args: Mapping[str, Any],
         invoke_from: InvokeFrom,
         streaming: bool = True,
-    ) -> Union[Mapping[str, Any], Generator[Mapping[str, Any] | str, None, None]]:
+    ) -> Mapping[str, Any] | Generator[Mapping[str, Any] | str, None, None]:
         """
         Generate App response.
 
diff --git a/api/core/app/apps/completion/app_generator.py b/api/core/app/apps/completion/app_generator.py
index a62c5b80b51..61339b316ae 100644
--- a/api/core/app/apps/completion/app_generator.py
+++ b/api/core/app/apps/completion/app_generator.py
@@ -3,7 +3,7 @@ import logging
 import threading
 import uuid
 from collections.abc import Generator, Mapping
-from typing import Any, Literal, Union, overload
+from typing import Any, Literal, overload
 
 from flask import Flask, copy_current_request_context, current_app
 from graphon.model_runtime.errors.invoke import InvokeAuthorizationError
@@ -36,7 +36,7 @@ class CompletionAppGenerator(MessageBasedAppGenerator):
     def generate(
         self,
         app_model: App,
-        user: Union[Account, EndUser],
+        user: Account | EndUser,
         args: Mapping[str, Any],
         invoke_from: InvokeFrom,
         streaming: Literal[True],
@@ -46,7 +46,7 @@ class CompletionAppGenerator(MessageBasedAppGenerator):
     def generate(
         self,
         app_model: App,
-        user: Union[Account, EndUser],
+        user: Account | EndUser,
         args: Mapping[str, Any],
         invoke_from: InvokeFrom,
         streaming: Literal[False],
@@ -56,20 +56,20 @@ class CompletionAppGenerator(MessageBasedAppGenerator):
     def generate(
         self,
         app_model: App,
-        user: Union[Account, EndUser],
+        user: Account | EndUser,
         args: Mapping[str, Any],
         invoke_from: InvokeFrom,
         streaming: bool = False,
-    ) -> Union[Mapping[str, Any], Generator[str | Mapping[str, Any], None, None]]: ...
+    ) -> Mapping[str, Any] | Generator[str | Mapping[str, Any], None, None]: ...
 
     def generate(
         self,
         app_model: App,
-        user: Union[Account, EndUser],
+        user: Account | EndUser,
         args: Mapping[str, Any],
         invoke_from: InvokeFrom,
         streaming: bool = True,
-    ) -> Union[Mapping[str, Any], Generator[str | Mapping[str, Any], None, None]]:
+    ) -> Mapping[str, Any] | Generator[str | Mapping[str, Any], None, None]:
         """
         Generate App response.
 
@@ -244,10 +244,10 @@ class CompletionAppGenerator(MessageBasedAppGenerator):
         self,
         app_model: App,
         message_id: str,
-        user: Union[Account, EndUser],
+        user: Account | EndUser,
         invoke_from: InvokeFrom,
         stream: bool = True,
-    ) -> Union[Mapping, Generator[Mapping | str, None, None]]:
+    ) -> Mapping | Generator[Mapping | str, None, None]:
         """
         Generate App response.
 
diff --git a/api/core/app/apps/pipeline/pipeline_generator.py b/api/core/app/apps/pipeline/pipeline_generator.py
index 9cc1a197d5f..139c7e73e00 100644
--- a/api/core/app/apps/pipeline/pipeline_generator.py
+++ b/api/core/app/apps/pipeline/pipeline_generator.py
@@ -7,7 +7,7 @@ import threading
 import time
 import uuid
 from collections.abc import Generator, Mapping
-from typing import Any, Literal, Union, cast, overload
+from typing import Any, Literal, cast, overload
 
 from flask import Flask, current_app
 from graphon.model_runtime.errors.invoke import InvokeAuthorizationError
@@ -62,7 +62,7 @@ class PipelineGenerator(BaseAppGenerator):
         *,
         pipeline: Pipeline,
         workflow: Workflow,
-        user: Union[Account, EndUser],
+        user: Account | EndUser,
         args: Mapping[str, Any],
         invoke_from: InvokeFrom,
         streaming: Literal[True],
@@ -77,7 +77,7 @@ class PipelineGenerator(BaseAppGenerator):
         *,
         pipeline: Pipeline,
         workflow: Workflow,
-        user: Union[Account, EndUser],
+        user: Account | EndUser,
         args: Mapping[str, Any],
         invoke_from: InvokeFrom,
         streaming: Literal[False],
@@ -92,28 +92,28 @@ class PipelineGenerator(BaseAppGenerator):
         *,
         pipeline: Pipeline,
         workflow: Workflow,
-        user: Union[Account, EndUser],
+        user: Account | EndUser,
         args: Mapping[str, Any],
         invoke_from: InvokeFrom,
         streaming: bool,
         call_depth: int,
         workflow_thread_pool_id: str | None,
         is_retry: bool = False,
-    ) -> Union[Mapping[str, Any], Generator[Mapping | str, None, None]]: ...
+    ) -> Mapping[str, Any] | Generator[Mapping | str, None, None]: ...
 
     def generate(
         self,
         *,
         pipeline: Pipeline,
         workflow: Workflow,
-        user: Union[Account, EndUser],
+        user: Account | EndUser,
         args: Mapping[str, Any],
         invoke_from: InvokeFrom,
         streaming: bool = True,
         call_depth: int = 0,
         workflow_thread_pool_id: str | None = None,
         is_retry: bool = False,
-    ) -> Union[Mapping[str, Any], Generator[Mapping | str, None, None], None]:
+    ) -> Mapping[str, Any] | Generator[Mapping | str, None, None] | None:
         # Add null check for dataset
 
         with Session(db.engine, expire_on_commit=False) as session:
@@ -278,7 +278,7 @@ class PipelineGenerator(BaseAppGenerator):
         context: contextvars.Context,
         pipeline: Pipeline,
         workflow_id: str,
-        user: Union[Account, EndUser],
+        user: Account | EndUser,
         application_generate_entity: RagPipelineGenerateEntity,
         invoke_from: InvokeFrom,
         workflow_execution_repository: WorkflowExecutionRepository,
@@ -286,7 +286,7 @@ class PipelineGenerator(BaseAppGenerator):
         streaming: bool = True,
         variable_loader: VariableLoader = DUMMY_VARIABLE_LOADER,
         workflow_thread_pool_id: str | None = None,
-    ) -> Union[Mapping[str, Any], Generator[str | Mapping[str, Any], None, None]]:
+    ) -> Mapping[str, Any] | Generator[str | Mapping[str, Any], None, None]:
         """
         Generate App response.
 
@@ -624,10 +624,10 @@ class PipelineGenerator(BaseAppGenerator):
         application_generate_entity: RagPipelineGenerateEntity,
         workflow: Workflow,
         queue_manager: AppQueueManager,
-        user: Union[Account, EndUser],
+        user: Account | EndUser,
         draft_var_saver_factory: DraftVariableSaverFactory,
         stream: bool = False,
-    ) -> Union[WorkflowAppBlockingResponse, Generator[WorkflowAppStreamResponse, None, None]]:
+    ) -> WorkflowAppBlockingResponse | Generator[WorkflowAppStreamResponse, None, None]:
         """
         Handle response.
         :param application_generate_entity: application generate entity
@@ -668,7 +668,7 @@ class PipelineGenerator(BaseAppGenerator):
         datasource_info: Mapping[str, Any],
         created_from: str,
         position: int,
-        account: Union[Account, EndUser],
+        account: Account | EndUser,
         batch: str,
         document_form: str,
     ):
@@ -715,7 +715,7 @@ class PipelineGenerator(BaseAppGenerator):
         pipeline: Pipeline,
         workflow: Workflow,
         start_node_id: str,
-        user: Union[Account, EndUser],
+        user: Account | EndUser,
     ) -> list[Mapping[str, Any]]:
         """
         Format datasource info list.
diff --git a/api/core/app/apps/workflow/app_generator.py b/api/core/app/apps/workflow/app_generator.py
index 9618ab35c62..6074e81d1e2 100644
--- a/api/core/app/apps/workflow/app_generator.py
+++ b/api/core/app/apps/workflow/app_generator.py
@@ -5,7 +5,7 @@ import logging
 import threading
 import uuid
 from collections.abc import Generator, Mapping, Sequence
-from typing import TYPE_CHECKING, Any, Literal, Union, overload
+from typing import TYPE_CHECKING, Any, Literal, overload
 
 from flask import Flask, current_app
 from graphon.graph_engine.layers import GraphEngineLayer
@@ -64,7 +64,7 @@ class WorkflowAppGenerator(BaseAppGenerator):
         *,
         app_model: App,
         workflow: Workflow,
-        user: Union[Account, EndUser],
+        user: Account | EndUser,
         args: Mapping[str, Any],
         invoke_from: InvokeFrom,
         streaming: Literal[True],
@@ -82,7 +82,7 @@ class WorkflowAppGenerator(BaseAppGenerator):
         *,
         app_model: App,
         workflow: Workflow,
-        user: Union[Account, EndUser],
+        user: Account | EndUser,
         args: Mapping[str, Any],
         invoke_from: InvokeFrom,
         streaming: Literal[False],
@@ -100,7 +100,7 @@ class WorkflowAppGenerator(BaseAppGenerator):
         *,
         app_model: App,
         workflow: Workflow,
-        user: Union[Account, EndUser],
+        user: Account | EndUser,
         args: Mapping[str, Any],
         invoke_from: InvokeFrom,
         streaming: bool,
@@ -110,14 +110,14 @@ class WorkflowAppGenerator(BaseAppGenerator):
         root_node_id: str | None = None,
         graph_engine_layers: Sequence[GraphEngineLayer] = (),
         pause_state_config: PauseStateLayerConfig | None = None,
-    ) -> Union[Mapping[str, Any], Generator[Mapping[str, Any] | str, None, None]]: ...
+    ) -> Mapping[str, Any] | Generator[Mapping[str, Any] | str, None, None]: ...
 
     def generate(
         self,
         *,
         app_model: App,
         workflow: Workflow,
-        user: Union[Account, EndUser],
+        user: Account | EndUser,
         args: Mapping[str, Any],
         invoke_from: InvokeFrom,
         streaming: bool = True,
@@ -127,7 +127,7 @@ class WorkflowAppGenerator(BaseAppGenerator):
         root_node_id: str | None = None,
         graph_engine_layers: Sequence[GraphEngineLayer] = (),
         pause_state_config: PauseStateLayerConfig | None = None,
-    ) -> Union[Mapping[str, Any], Generator[Mapping[str, Any] | str, None, None]]:
+    ) -> Mapping[str, Any] | Generator[Mapping[str, Any] | str, None, None]:
         with self._bind_file_access_scope(tenant_id=app_model.tenant_id, user=user, invoke_from=invoke_from):
             files: Sequence[Mapping[str, Any]] = args.get("files") or []
 
@@ -237,7 +237,7 @@ class WorkflowAppGenerator(BaseAppGenerator):
         *,
         app_model: App,
         workflow: Workflow,
-        user: Union[Account, EndUser],
+        user: Account | EndUser,
         application_generate_entity: WorkflowAppGenerateEntity,
         graph_runtime_state: GraphRuntimeState,
         workflow_execution_repository: WorkflowExecutionRepository,
@@ -245,7 +245,7 @@ class WorkflowAppGenerator(BaseAppGenerator):
         graph_engine_layers: Sequence[GraphEngineLayer] = (),
         pause_state_config: PauseStateLayerConfig | None = None,
         variable_loader: VariableLoader = DUMMY_VARIABLE_LOADER,
-    ) -> Union[Mapping[str, Any], Generator[str | Mapping[str, Any], None, None]]:
+    ) -> Mapping[str, Any] | Generator[str | Mapping[str, Any], None, None]:
         """
         Resume a paused workflow execution using the persisted runtime state.
         """
@@ -269,7 +269,7 @@ class WorkflowAppGenerator(BaseAppGenerator):
         *,
         app_model: App,
         workflow: Workflow,
-        user: Union[Account, EndUser],
+        user: Account | EndUser,
         application_generate_entity: WorkflowAppGenerateEntity,
         invoke_from: InvokeFrom,
         workflow_execution_repository: WorkflowExecutionRepository,
@@ -280,7 +280,7 @@ class WorkflowAppGenerator(BaseAppGenerator):
         graph_engine_layers: Sequence[GraphEngineLayer] = (),
         graph_runtime_state: GraphRuntimeState | None = None,
         pause_state_config: PauseStateLayerConfig | None = None,
-    ) -> Union[Mapping[str, Any], Generator[str | Mapping[str, Any], None, None]]:
+    ) -> Mapping[str, Any] | Generator[str | Mapping[str, Any], None, None]:
         """
         Generate App response.
 
@@ -609,10 +609,10 @@ class WorkflowAppGenerator(BaseAppGenerator):
         application_generate_entity: WorkflowAppGenerateEntity,
         workflow: Workflow,
         queue_manager: AppQueueManager,
-        user: Union[Account, EndUser],
+        user: Account | EndUser,
         draft_var_saver_factory: DraftVariableSaverFactory,
         stream: bool = False,
-    ) -> Union[WorkflowAppBlockingResponse, Generator[WorkflowAppStreamResponse, None, None]]:
+    ) -> WorkflowAppBlockingResponse | Generator[WorkflowAppStreamResponse, None, None]:
         """
         Handle response.
         :param application_generate_entity: application generate entity
diff --git a/api/core/app/layers/pause_state_persist_layer.py b/api/core/app/layers/pause_state_persist_layer.py
index 79a54421306..c027f427882 100644
--- a/api/core/app/layers/pause_state_persist_layer.py
+++ b/api/core/app/layers/pause_state_persist_layer.py
@@ -1,5 +1,5 @@
 from dataclasses import dataclass
-from typing import Annotated, Literal, Self, TypeAlias
+from typing import Annotated, Literal, Self
 
 from graphon.graph_engine.layers import GraphEngineLayer
 from graphon.graph_events import GraphEngineEvent, GraphRunPausedEvent
@@ -27,7 +27,7 @@ class _AdvancedChatAppGenerateEntityWrapper(BaseModel):
     entity: AdvancedChatAppGenerateEntity
 
 
-_GenerateEntityUnion: TypeAlias = Annotated[
+type _GenerateEntityUnion = Annotated[
     _WorkflowGenerateEntityWrapper | _AdvancedChatAppGenerateEntityWrapper,
     Field(discriminator="type"),
 ]
diff --git a/api/core/app/task_pipeline/easy_ui_based_generate_task_pipeline.py b/api/core/app/task_pipeline/easy_ui_based_generate_task_pipeline.py
index a410fac5580..e0e6a6f5c36 100644
--- a/api/core/app/task_pipeline/easy_ui_based_generate_task_pipeline.py
+++ b/api/core/app/task_pipeline/easy_ui_based_generate_task_pipeline.py
@@ -2,7 +2,7 @@ import logging
 import time
 from collections.abc import Generator
 from threading import Thread
-from typing import Any, Union, cast
+from typing import Any, cast
 
 from graphon.file import FileTransferMethod
 from graphon.model_runtime.entities.llm_entities import LLMResult, LLMResultChunk, LLMResultChunkDelta, LLMUsage
@@ -72,14 +72,12 @@ class EasyUIBasedGenerateTaskPipeline(BasedGenerateTaskPipeline):
     """
 
     _task_state: EasyUITaskState
-    _application_generate_entity: Union[ChatAppGenerateEntity, CompletionAppGenerateEntity, AgentChatAppGenerateEntity]
+    _application_generate_entity: ChatAppGenerateEntity | CompletionAppGenerateEntity | AgentChatAppGenerateEntity
     _precomputed_event_type: StreamEvent | None = None
 
     def __init__(
         self,
-        application_generate_entity: Union[
-            ChatAppGenerateEntity, CompletionAppGenerateEntity, AgentChatAppGenerateEntity
-        ],
+        application_generate_entity: ChatAppGenerateEntity | CompletionAppGenerateEntity | AgentChatAppGenerateEntity,
         queue_manager: AppQueueManager,
         conversation: Conversation,
         message: Message,
@@ -117,11 +115,11 @@ class EasyUIBasedGenerateTaskPipeline(BasedGenerateTaskPipeline):
 
     def process(
         self,
-    ) -> Union[
-        ChatbotAppBlockingResponse,
-        CompletionAppBlockingResponse,
-        Generator[Union[ChatbotAppStreamResponse, CompletionAppStreamResponse], None, None],
-    ]:
+    ) -> (
+        ChatbotAppBlockingResponse
+        | CompletionAppBlockingResponse
+        | Generator[ChatbotAppStreamResponse | CompletionAppStreamResponse, None, None]
+    ):
         if self._application_generate_entity.app_config.app_mode != AppMode.COMPLETION:
             # start generate conversation name thread
             self._conversation_name_generate_thread = self._message_cycle_manager.generate_conversation_name(
@@ -136,7 +134,7 @@ class EasyUIBasedGenerateTaskPipeline(BasedGenerateTaskPipeline):
 
     def _to_blocking_response(
         self, generator: Generator[StreamResponse, None, None]
-    ) -> Union[ChatbotAppBlockingResponse, CompletionAppBlockingResponse]:
+    ) -> ChatbotAppBlockingResponse | CompletionAppBlockingResponse:
         """
         Process blocking response.
         :return:
@@ -148,7 +146,7 @@ class EasyUIBasedGenerateTaskPipeline(BasedGenerateTaskPipeline):
                 extras = {"usage": self._task_state.llm_result.usage.model_dump()}
                 if self._task_state.metadata:
                     extras["metadata"] = self._task_state.metadata.model_dump()
-                response: Union[ChatbotAppBlockingResponse, CompletionAppBlockingResponse]
+                response: ChatbotAppBlockingResponse | CompletionAppBlockingResponse
                 if self._conversation_mode == AppMode.COMPLETION:
                     response = CompletionAppBlockingResponse(
                         task_id=self._application_generate_entity.task_id,
@@ -183,7 +181,7 @@ class EasyUIBasedGenerateTaskPipeline(BasedGenerateTaskPipeline):
 
     def _to_stream_response(
         self, generator: Generator[StreamResponse, None, None]
-    ) -> Generator[Union[ChatbotAppStreamResponse, CompletionAppStreamResponse], None, None]:
+    ) -> Generator[ChatbotAppStreamResponse | CompletionAppStreamResponse, None, None]:
         """
         To stream response.
         :return:
diff --git a/api/core/app/workflow/layers/llm_quota.py b/api/core/app/workflow/layers/llm_quota.py
index 48cabaf4d0f..c577ce07541 100644
--- a/api/core/app/workflow/layers/llm_quota.py
+++ b/api/core/app/workflow/layers/llm_quota.py
@@ -5,14 +5,13 @@ This layer centralizes model-quota deduction outside node implementations.
 """
 
 import logging
-from typing import TYPE_CHECKING, cast, final
+from typing import TYPE_CHECKING, cast, final, override
 
 from graphon.enums import BuiltinNodeTypes
 from graphon.graph_engine.entities.commands import AbortCommand, CommandType
 from graphon.graph_engine.layers import GraphEngineLayer
 from graphon.graph_events import GraphEngineEvent, GraphNodeEventBase, NodeRunSucceededEvent
 from graphon.nodes.base.node import Node
-from typing_extensions import override
 
 from core.app.entities.app_invoke_entities import DIFY_RUN_CONTEXT_KEY, DifyRunContext
 from core.app.llm import deduct_llm_quota, ensure_llm_quota_available
diff --git a/api/core/app/workflow/layers/observability.py b/api/core/app/workflow/layers/observability.py
index c4ed54a1406..99e8015c0b2 100644
--- a/api/core/app/workflow/layers/observability.py
+++ b/api/core/app/workflow/layers/observability.py
@@ -10,7 +10,7 @@ associates with the node span.
 import logging
 from contextvars import Token
 from dataclasses import dataclass
-from typing import cast, final
+from typing import cast, final, override
 
 from graphon.enums import BuiltinNodeTypes, NodeType
 from graphon.graph_engine.layers import GraphEngineLayer
@@ -18,7 +18,6 @@ from graphon.graph_events import GraphNodeEventBase
 from graphon.nodes.base.node import Node
 from opentelemetry import context as context_api
 from opentelemetry.trace import Span, SpanKind, Tracer, get_tracer, set_span_in_context
-from typing_extensions import override
 
 from configs import dify_config
 from extensions.otel.parser import (
diff --git a/api/core/entities/execution_extra_content.py b/api/core/entities/execution_extra_content.py
index 72f6590e683..d304c982cdb 100644
--- a/api/core/entities/execution_extra_content.py
+++ b/api/core/entities/execution_extra_content.py
@@ -44,7 +44,8 @@ class HumanInputContent(BaseModel):
     type: ExecutionContentType = Field(default=ExecutionContentType.HUMAN_INPUT)
 
 
-ExecutionExtraContentDomainModel: TypeAlias = HumanInputContent
+# Keep a runtime alias here: callers and tests expect identity with HumanInputContent.
+ExecutionExtraContentDomainModel: TypeAlias = HumanInputContent  # noqa: UP040
 
 __all__ = [
     "ExecutionExtraContentDomainModel",
diff --git a/api/core/helper/module_import_helper.py b/api/core/helper/module_import_helper.py
index 2bada85582a..768210d899b 100644
--- a/api/core/helper/module_import_helper.py
+++ b/api/core/helper/module_import_helper.py
@@ -2,12 +2,13 @@ import importlib.util
 import logging
 import sys
 from types import ModuleType
-from typing import AnyStr
 
 logger = logging.getLogger(__name__)
 
 
-def import_module_from_source(*, module_name: str, py_file_path: AnyStr, use_lazy_loader: bool = False) -> ModuleType:
+def import_module_from_source[T: (str, bytes)](
+    *, module_name: str, py_file_path: T, use_lazy_loader: bool = False
+) -> ModuleType:
     """
     Importing a module from the source file directly
     """
diff --git a/api/core/helper/position_helper.py b/api/core/helper/position_helper.py
index 2fc8fbf885d..71d83bef4ad 100644
--- a/api/core/helper/position_helper.py
+++ b/api/core/helper/position_helper.py
@@ -2,7 +2,6 @@ import os
 from collections import OrderedDict
 from collections.abc import Callable
 from functools import lru_cache
-from typing import TypeVar
 
 from configs import dify_config
 from core.tools.utils.yaml_utils import load_yaml_file_cached
@@ -65,10 +64,7 @@ def pin_position_map(original_position_map: dict[str, int], pin_list: list[str])
     return position_map
 
 
-T = TypeVar("T")
-
-
-def is_filtered(
+def is_filtered[T](
     include_set: set[str],
     exclude_set: set[str],
     data: T,
@@ -97,11 +93,11 @@ def is_filtered(
     return False
 
 
-def sort_by_position_map(
+def sort_by_position_map[T](
     position_map: dict[str, int],
     data: list[T],
     name_func: Callable[[T], str],
-):
+) -> list[T]:
     """
     Sort the objects by the position map.
     If the name of the object is not in the position map, it will be put at the end.
@@ -116,11 +112,11 @@ def sort_by_position_map(
     return sorted(data, key=lambda x: position_map.get(name_func(x), float("inf")))
 
 
-def sort_to_dict_by_position_map(
+def sort_to_dict_by_position_map[T](
     position_map: dict[str, int],
     data: list[T],
     name_func: Callable[[T], str],
-):
+) -> OrderedDict[str, T]:
     """
     Sort the objects into a ordered dict by the position map.
     If the name of the object is not in the position map, it will be put at the end.
diff --git a/api/core/helper/ssrf_proxy.py b/api/core/helper/ssrf_proxy.py
index 54068fc28db..e38592bb7bb 100644
--- a/api/core/helper/ssrf_proxy.py
+++ b/api/core/helper/ssrf_proxy.py
@@ -4,7 +4,7 @@ Proxy requests to avoid SSRF
 
 import logging
 import time
-from typing import Any, TypeAlias
+from typing import Any
 
 import httpx
 from pydantic import TypeAdapter, ValidationError
@@ -20,8 +20,8 @@ SSRF_DEFAULT_MAX_RETRIES = dify_config.SSRF_DEFAULT_MAX_RETRIES
 BACKOFF_FACTOR = 0.5
 STATUS_FORCELIST = [429, 500, 502, 503, 504]
 
-Headers: TypeAlias = dict[str, str]
-_HEADERS_ADAPTER = TypeAdapter(Headers)
+type Headers = dict[str, str]
+_HEADERS_ADAPTER: TypeAdapter[Headers] = TypeAdapter(Headers)
 
 _SSL_VERIFIED_POOL_KEY = "ssrf:verified"
 _SSL_UNVERIFIED_POOL_KEY = "ssrf:unverified"
diff --git a/api/core/mcp/client/sse_client.py b/api/core/mcp/client/sse_client.py
index 1de1d5a0730..19d977c8e58 100644
--- a/api/core/mcp/client/sse_client.py
+++ b/api/core/mcp/client/sse_client.py
@@ -3,7 +3,7 @@ import queue
 from collections.abc import Generator
 from concurrent.futures import ThreadPoolExecutor
 from contextlib import contextmanager
-from typing import Any, TypeAlias, final
+from typing import Any, final
 from urllib.parse import urljoin, urlparse
 
 import httpx
@@ -33,9 +33,9 @@ class _StatusError:
 
 
 # Type aliases for better readability
-ReadQueue: TypeAlias = queue.Queue[SessionMessage | Exception | None]
-WriteQueue: TypeAlias = queue.Queue[SessionMessage | Exception | None]
-StatusQueue: TypeAlias = queue.Queue[_StatusReady | _StatusError]
+type ReadQueue = queue.Queue[SessionMessage | Exception | None]
+type WriteQueue = queue.Queue[SessionMessage | Exception | None]
+type StatusQueue = queue.Queue[_StatusReady | _StatusError]
 
 
 class SSETransport:
diff --git a/api/core/mcp/entities.py b/api/core/mcp/entities.py
index 08823daab11..d6d3a677c68 100644
--- a/api/core/mcp/entities.py
+++ b/api/core/mcp/entities.py
@@ -1,6 +1,6 @@
 from dataclasses import dataclass
 from enum import StrEnum
-from typing import Any, Generic, TypeVar
+from typing import Any, TypeVar
 
 from pydantic import BaseModel
 
@@ -9,13 +9,12 @@ from core.mcp.types import LATEST_PROTOCOL_VERSION, OAuthClientInformation, OAut
 
 SUPPORTED_PROTOCOL_VERSIONS: list[str] = ["2024-11-05", "2025-03-26", LATEST_PROTOCOL_VERSION]
 
-
 SessionT = TypeVar("SessionT", bound=BaseSession[Any, Any, Any, Any, Any])
 LifespanContextT = TypeVar("LifespanContextT")
 
 
 @dataclass
-class RequestContext(Generic[SessionT, LifespanContextT]):
+class RequestContext[SessionT: BaseSession[Any, Any, Any, Any, Any], LifespanContextT]:
     request_id: RequestId
     meta: RequestParams.Meta | None
     session: SessionT
diff --git a/api/core/mcp/session/base_session.py b/api/core/mcp/session/base_session.py
index e1a40593e7d..e50fd42198a 100644
--- a/api/core/mcp/session/base_session.py
+++ b/api/core/mcp/session/base_session.py
@@ -4,7 +4,7 @@ from collections.abc import Callable
 from concurrent.futures import Future, ThreadPoolExecutor, TimeoutError
 from datetime import timedelta
 from types import TracebackType
-from typing import Any, Generic, Self, TypeVar
+from typing import Any, Self, cast
 
 from httpx import HTTPStatusError
 from pydantic import BaseModel
@@ -34,16 +34,10 @@ from core.mcp.types import (
 logger = logging.getLogger(__name__)
 
 
-SendRequestT = TypeVar("SendRequestT", ClientRequest, ServerRequest)
-SendResultT = TypeVar("SendResultT", ClientResult, ServerResult)
-SendNotificationT = TypeVar("SendNotificationT", ClientNotification, ServerNotification)
-ReceiveRequestT = TypeVar("ReceiveRequestT", ClientRequest, ServerRequest)
-ReceiveResultT = TypeVar("ReceiveResultT", bound=BaseModel)
-ReceiveNotificationT = TypeVar("ReceiveNotificationT", ClientNotification, ServerNotification)
 DEFAULT_RESPONSE_READ_TIMEOUT = 1.0
 
 
-class RequestResponder(Generic[ReceiveRequestT, SendResultT]):
+class RequestResponder[ReceiveRequestT: ClientRequest | ServerRequest, SendResultT: ClientResult | ServerResult]:
     """Handles responding to MCP requests and manages request lifecycle.
 
     This class MUST be used as a context manager to ensure proper cleanup and
@@ -60,7 +54,7 @@ class RequestResponder(Generic[ReceiveRequestT, SendResultT]):
     """
 
     request: ReceiveRequestT
-    _session: Any
+    _session: "BaseSession[Any, Any, SendResultT, ReceiveRequestT, Any]"
     _on_complete: Callable[["RequestResponder[ReceiveRequestT, SendResultT]"], Any]
 
     def __init__(
@@ -68,7 +62,7 @@ class RequestResponder(Generic[ReceiveRequestT, SendResultT]):
         request_id: RequestId,
         request_meta: RequestParams.Meta | None,
         request: ReceiveRequestT,
-        session: """BaseSession[SendRequestT, SendNotificationT, SendResultT, ReceiveRequestT, ReceiveNotificationT]""",
+        session: "BaseSession[Any, Any, SendResultT, ReceiveRequestT, Any]",
         on_complete: Callable[["RequestResponder[ReceiveRequestT, SendResultT]"], Any],
     ):
         self.request_id = request_id
@@ -111,7 +105,7 @@ class RequestResponder(Generic[ReceiveRequestT, SendResultT]):
 
         self.completed = True
 
-        self._session._send_response(request_id=self.request_id, response=response)
+        self._session.send_response(request_id=self.request_id, response=response)
 
     def cancel(self):
         """Cancel this request and mark it as completed."""
@@ -120,21 +114,19 @@ class RequestResponder(Generic[ReceiveRequestT, SendResultT]):
 
         self.completed = True  # Mark as completed so it's removed from in_flight
         # Send an error response to indicate cancellation
-        self._session._send_response(
+        self._session.send_response(
             request_id=self.request_id,
             response=ErrorData(code=0, message="Request cancelled", data=None),
         )
 
 
-class BaseSession(
-    Generic[
-        SendRequestT,
-        SendNotificationT,
-        SendResultT,
-        ReceiveRequestT,
-        ReceiveNotificationT,
-    ],
-):
+class BaseSession[
+    SendRequestT: ClientRequest | ServerRequest,
+    SendNotificationT: ClientNotification | ServerNotification,
+    SendResultT: ClientResult | ServerResult,
+    ReceiveRequestT: ClientRequest | ServerRequest,
+    ReceiveNotificationT: ClientNotification | ServerNotification,
+]:
     """
     Implements an MCP "session" on top of read/write streams, including features
     like request/response linking, notifications, and progress.
@@ -204,13 +196,13 @@ class BaseSession(
             # The receiver thread should have already exited due to the None message in the queue
             self._executor.shutdown(wait=False)
 
-    def send_request(
+    def send_request[T: BaseModel](
         self,
         request: SendRequestT,
-        result_type: type[ReceiveResultT],
+        result_type: type[T],
         request_read_timeout_seconds: timedelta | None = None,
         metadata: MessageMetadata | None = None,
-    ) -> ReceiveResultT:
+    ) -> T:
         """
         Sends a request and wait for a response. Raises an McpError if the
         response contains an error. If a request read timeout is provided, it
@@ -299,7 +291,7 @@ class BaseSession(
         )
         self._write_stream.put(session_message)
 
-    def _send_response(self, request_id: RequestId, response: SendResultT | ErrorData):
+    def send_response(self, request_id: RequestId, response: SendResultT | ErrorData):
         if isinstance(response, ErrorData):
             jsonrpc_error = JSONRPCError(jsonrpc="2.0", id=request_id, error=response)
             session_message = SessionMessage(message=JSONRPCMessage(jsonrpc_error))
@@ -346,6 +338,7 @@ class BaseSession(
                     validated_request = self._receive_request_type.model_validate(
                         message.message.root.model_dump(by_alias=True, mode="json", exclude_none=True)
                     )
+                    validated_request = cast(ReceiveRequestT, validated_request)
 
                     responder = RequestResponder[ReceiveRequestT, SendResultT](
                         request_id=message.message.root.id,
@@ -366,6 +359,7 @@ class BaseSession(
                         notification = self._receive_notification_type.model_validate(
                             message.message.root.model_dump(by_alias=True, mode="json", exclude_none=True)
                         )
+                        notification = cast(ReceiveNotificationT, notification)
                         # Handle cancellation notifications
                         if isinstance(notification.root, CancelledNotification):
                             cancelled_id = notification.root.params.requestId
diff --git a/api/core/mcp/types.py b/api/core/mcp/types.py
index 335c6a5cbca..2653d20a7db 100644
--- a/api/core/mcp/types.py
+++ b/api/core/mcp/types.py
@@ -1,6 +1,6 @@
 from collections.abc import Callable
 from dataclasses import dataclass
-from typing import Annotated, Any, Generic, Literal, TypeAlias, TypeVar
+from typing import Annotated, Any, Literal
 
 from pydantic import BaseModel, ConfigDict, Field, FileUrl, RootModel
 from pydantic.networks import AnyUrl, UrlConstraints
@@ -31,7 +31,7 @@ ProgressToken = str | int
 Cursor = str
 Role = Literal["user", "assistant"]
 RequestId = Annotated[int | str, Field(union_mode="left_to_right")]
-AnyFunction: TypeAlias = Callable[..., Any]
+type AnyFunction = Callable[..., Any]
 
 
 class RequestParams(BaseModel):
@@ -68,12 +68,7 @@ class NotificationParams(BaseModel):
     """
 
 
-RequestParamsT = TypeVar("RequestParamsT", bound=RequestParams | dict[str, Any] | None)
-NotificationParamsT = TypeVar("NotificationParamsT", bound=NotificationParams | dict[str, Any] | None)
-MethodT = TypeVar("MethodT", bound=str)
-
-
-class Request(BaseModel, Generic[RequestParamsT, MethodT]):
+class Request[RequestParamsT: RequestParams | dict[str, Any] | None, MethodT: str](BaseModel):
     """Base class for JSON-RPC requests."""
 
     method: MethodT
@@ -81,14 +76,14 @@ class Request(BaseModel, Generic[RequestParamsT, MethodT]):
     model_config = ConfigDict(extra="allow")
 
 
-class PaginatedRequest(Request[PaginatedRequestParams | None, MethodT], Generic[MethodT]):
+class PaginatedRequest[T: str](Request[PaginatedRequestParams | None, T]):
     """Base class for paginated requests,
     matching the schema's PaginatedRequest interface."""
 
     params: PaginatedRequestParams | None = None
 
 
-class Notification(BaseModel, Generic[NotificationParamsT, MethodT]):
+class Notification[NotificationParamsT: NotificationParams | dict[str, Any] | None, MethodT: str](BaseModel):
     """Base class for JSON-RPC notifications."""
 
     method: MethodT
@@ -736,7 +731,7 @@ class ResourceLink(Resource):
 ContentBlock = TextContent | ImageContent | AudioContent | ResourceLink | EmbeddedResource
 """A content block that can be used in prompts and tool results."""
 
-Content: TypeAlias = ContentBlock
+type Content = ContentBlock
 # """DEPRECATED: Content is deprecated, you should use ContentBlock directly."""
 
 
diff --git a/api/core/ops/ops_trace_manager.py b/api/core/ops/ops_trace_manager.py
index aa39e6b6819..fd235faf805 100644
--- a/api/core/ops/ops_trace_manager.py
+++ b/api/core/ops/ops_trace_manager.py
@@ -6,7 +6,7 @@ import queue
 import threading
 import time
 from datetime import timedelta
-from typing import TYPE_CHECKING, Any, Optional, Union
+from typing import TYPE_CHECKING, Any, TypedDict
 from uuid import UUID, uuid4
 
 from cachetools import LRUCache
@@ -14,7 +14,6 @@ from flask import current_app
 from pydantic import TypeAdapter
 from sqlalchemy import select
 from sqlalchemy.orm import Session, sessionmaker
-from typing_extensions import TypedDict
 
 from core.helper.encrypter import batch_decrypt_token, encrypt_token, obfuscated_token
 from core.ops.entities.config_entity import (
@@ -464,7 +463,7 @@ class OpsTraceManager:
     @classmethod
     def get_ops_trace_instance(
         cls,
-        app_id: Union[UUID, str] | None = None,
+        app_id: UUID | str | None = None,
     ):
         """
         Get ops trace through model config
@@ -717,7 +716,7 @@ class TraceTask:
         self,
         trace_type: Any,
         message_id: str | None = None,
-        workflow_execution: Optional["WorkflowExecution"] = None,
+        workflow_execution: "WorkflowExecution | None" = None,
         conversation_id: str | None = None,
         user_id: str | None = None,
         timer: Any | None = None,
diff --git a/api/core/plugin/backwards_invocation/base.py b/api/core/plugin/backwards_invocation/base.py
index a89b0f95bee..85c2eb89b1b 100644
--- a/api/core/plugin/backwards_invocation/base.py
+++ b/api/core/plugin/backwards_invocation/base.py
@@ -1,5 +1,4 @@
 from collections.abc import Generator, Mapping
-from typing import Generic, TypeVar
 
 from pydantic import BaseModel
 
@@ -19,9 +18,6 @@ class BaseBackwardsInvocation:
             yield BaseBackwardsInvocationResponse(data=response).model_dump_json().encode()
 
 
-T = TypeVar("T", bound=dict | Mapping | str | bool | int | BaseModel)
-
-
-class BaseBackwardsInvocationResponse(BaseModel, Generic[T]):
+class BaseBackwardsInvocationResponse[T: dict | Mapping | str | bool | int | BaseModel](BaseModel):
     data: T | None = None
     error: str = ""
diff --git a/api/core/plugin/entities/plugin_daemon.py b/api/core/plugin/entities/plugin_daemon.py
index 94263ec44e6..b57180690e8 100644
--- a/api/core/plugin/entities/plugin_daemon.py
+++ b/api/core/plugin/entities/plugin_daemon.py
@@ -4,7 +4,7 @@ import enum
 from collections.abc import Mapping, Sequence
 from datetime import datetime
 from enum import StrEnum
-from typing import Any, Generic, TypeVar
+from typing import Any
 
 from graphon.model_runtime.entities.model_entities import AIModelEntity
 from graphon.model_runtime.entities.provider_entities import ProviderEntity
@@ -19,10 +19,8 @@ from core.tools.entities.common_entities import I18nObject
 from core.tools.entities.tool_entities import ToolProviderEntityWithPlugin
 from core.trigger.entities.entities import TriggerProviderEntity
 
-T = TypeVar("T", bound=(BaseModel | dict | list | bool | str))
 
-
-class PluginDaemonBasicResponse(BaseModel, Generic[T]):
+class PluginDaemonBasicResponse[T: BaseModel | dict | list | bool | str](BaseModel):
     """
     Basic response from plugin daemon.
     """
diff --git a/api/core/plugin/impl/base.py b/api/core/plugin/impl/base.py
index 706ae248f0a..7f36560b49e 100644
--- a/api/core/plugin/impl/base.py
+++ b/api/core/plugin/impl/base.py
@@ -2,7 +2,7 @@ import inspect
 import json
 import logging
 from collections.abc import Callable, Generator
-from typing import Any, TypeVar, cast
+from typing import Any, cast
 
 import httpx
 from graphon.model_runtime.errors.invoke import (
@@ -51,8 +51,6 @@ elif isinstance(_plugin_daemon_timeout_config, httpx.Timeout):
 else:
     plugin_daemon_request_timeout = httpx.Timeout(_plugin_daemon_timeout_config)
 
-T = TypeVar("T", bound=(BaseModel | dict[str, Any] | list[Any] | bool | str))
-
 logger = logging.getLogger(__name__)
 
 _httpx_client: httpx.Client = get_pooled_http_client(
@@ -191,7 +189,7 @@ class BasePluginClient:
             logger.exception("Stream request to Plugin Daemon Service failed")
             raise PluginDaemonInnerError(code=-500, message="Request to Plugin Daemon Service failed")
 
-    def _stream_request_with_model(
+    def _stream_request_with_model[T: BaseModel | dict[str, Any] | list[Any] | bool | str](
         self,
         method: str,
         path: str,
@@ -207,7 +205,7 @@ class BasePluginClient:
         for line in self._stream_request(method, path, params, headers, data, files):
             yield type_(**json.loads(line))  # type: ignore
 
-    def _request_with_model(
+    def _request_with_model[T: BaseModel | dict[str, Any] | list[Any] | bool | str](
         self,
         method: str,
         path: str,
@@ -223,7 +221,7 @@ class BasePluginClient:
         response = self._request(method, path, headers, data, params, files)
         return type_(**response.json())  # type: ignore[return-value]
 
-    def _request_with_plugin_daemon_response(
+    def _request_with_plugin_daemon_response[T: BaseModel | dict[str, Any] | list[Any] | bool | str](
         self,
         method: str,
         path: str,
@@ -278,7 +276,7 @@ class BasePluginClient:
 
         return rep.data
 
-    def _request_with_plugin_daemon_response_stream(
+    def _request_with_plugin_daemon_response_stream[T: BaseModel | dict[str, Any] | list[Any] | bool | str](
         self,
         method: str,
         path: str,
diff --git a/api/core/plugin/utils/chunk_merger.py b/api/core/plugin/utils/chunk_merger.py
index 28cb70f96aa..941d2082055 100644
--- a/api/core/plugin/utils/chunk_merger.py
+++ b/api/core/plugin/utils/chunk_merger.py
@@ -1,12 +1,9 @@
 from collections.abc import Generator
 from dataclasses import dataclass, field
-from typing import TypeVar, Union
 
 from core.agent.entities import AgentInvokeMessage
 from core.tools.entities.tool_entities import ToolInvokeMessage
 
-MessageType = TypeVar("MessageType", bound=Union[ToolInvokeMessage, AgentInvokeMessage])
-
 
 @dataclass
 class FileChunk:
@@ -22,11 +19,11 @@ class FileChunk:
         self.data = bytearray(self.total_length)
 
 
-def merge_blob_chunks(
-    response: Generator[MessageType, None, None],
+def merge_blob_chunks[T: ToolInvokeMessage | AgentInvokeMessage](
+    response: Generator[T, None, None],
     max_file_size: int = 30 * 1024 * 1024,
     max_chunk_size: int = 8192,
-) -> Generator[MessageType, None, None]:
+) -> Generator[T, None, None]:
     """
     Merge streaming blob chunks into complete blob messages.
 
diff --git a/api/core/rag/data_post_processor/data_post_processor.py b/api/core/rag/data_post_processor/data_post_processor.py
index b872ea8a8fb..9ce91f52ff9 100644
--- a/api/core/rag/data_post_processor/data_post_processor.py
+++ b/api/core/rag/data_post_processor/data_post_processor.py
@@ -1,6 +1,7 @@
+from typing import TypedDict
+
 from graphon.model_runtime.entities.model_entities import ModelType
 from graphon.model_runtime.errors.invoke import InvokeAuthorizationError
-from typing_extensions import TypedDict
 
 from core.model_manager import ModelInstance, ModelManager
 from core.rag.data_post_processor.reorder import ReorderRunner
diff --git a/api/core/rag/datasource/keyword/jieba/jieba.py b/api/core/rag/datasource/keyword/jieba/jieba.py
index b8d5db7a43b..ed264878d36 100644
--- a/api/core/rag/datasource/keyword/jieba/jieba.py
+++ b/api/core/rag/datasource/keyword/jieba/jieba.py
@@ -1,10 +1,9 @@
 from collections import defaultdict
-from typing import Any
+from typing import Any, TypedDict
 
 import orjson
 from pydantic import BaseModel
 from sqlalchemy import select
-from typing_extensions import TypedDict
 
 from configs import dify_config
 from core.rag.datasource.keyword.jieba.jieba_keyword_table_handler import JiebaKeywordTableHandler
diff --git a/api/core/rag/datasource/retrieval_service.py b/api/core/rag/datasource/retrieval_service.py
index 203a8588d67..fcbc3ffbfab 100644
--- a/api/core/rag/datasource/retrieval_service.py
+++ b/api/core/rag/datasource/retrieval_service.py
@@ -1,13 +1,12 @@
 import concurrent.futures
 import logging
 from concurrent.futures import ThreadPoolExecutor
-from typing import Any, NotRequired
+from typing import Any, NotRequired, TypedDict
 
 from flask import Flask, current_app
 from graphon.model_runtime.entities.model_entities import ModelType
 from sqlalchemy import select
 from sqlalchemy.orm import Session, load_only
-from typing_extensions import TypedDict
 
 from configs import dify_config
 from core.db.session_factory import session_factory
diff --git a/api/core/rag/datasource/vdb/matrixone/matrixone_vector.py b/api/core/rag/datasource/vdb/matrixone/matrixone_vector.py
index 09ef4987156..c6ebccd204d 100644
--- a/api/core/rag/datasource/vdb/matrixone/matrixone_vector.py
+++ b/api/core/rag/datasource/vdb/matrixone/matrixone_vector.py
@@ -3,7 +3,7 @@ import logging
 import uuid
 from collections.abc import Callable
 from functools import wraps
-from typing import Any, Concatenate, ParamSpec, TypeVar
+from typing import Any, Concatenate
 
 from mo_vector.client import MoVectorClient  # type: ignore
 from pydantic import BaseModel, model_validator
@@ -20,15 +20,12 @@ from models.dataset import Dataset
 
 logger = logging.getLogger(__name__)
 
-P = ParamSpec("P")
-R = TypeVar("R")
 
-T = TypeVar("T", bound="MatrixoneVector")
-
-
-def ensure_client(func: Callable[Concatenate[T, P], R]):
+def ensure_client[T: MatrixoneVector, **P, R](
+    func: Callable[Concatenate[T, P], R],
+) -> Callable[Concatenate[T, P], R]:
     @wraps(func)
-    def wrapper(self: T, *args: P.args, **kwargs: P.kwargs):
+    def wrapper(self: T, *args: P.args, **kwargs: P.kwargs) -> R:
         if self.client is None:
             self.client = self._get_client(None, False)
         return func(self, *args, **kwargs)
diff --git a/api/core/rag/datasource/vdb/qdrant/qdrant_vector.py b/api/core/rag/datasource/vdb/qdrant/qdrant_vector.py
index 4a4a458f2ee..a9f946dd43c 100644
--- a/api/core/rag/datasource/vdb/qdrant/qdrant_vector.py
+++ b/api/core/rag/datasource/vdb/qdrant/qdrant_vector.py
@@ -3,7 +3,7 @@ import os
 import uuid
 from collections.abc import Generator, Iterable, Sequence
 from itertools import islice
-from typing import TYPE_CHECKING, Any, Union
+from typing import TYPE_CHECKING, Any
 
 import qdrant_client
 from flask import current_app
@@ -36,8 +36,8 @@ if TYPE_CHECKING:
     from qdrant_client.conversions import common_types
     from qdrant_client.http import models as rest
 
-    DictFilter = dict[str, Union[str, int, bool, dict, list]]
-    MetadataFilter = Union[DictFilter, common_types.Filter]
+    type DictFilter = dict[str, str | int | bool | dict | list]
+    type MetadataFilter = DictFilter | common_types.Filter
 
 
 class PathQdrantParams(BaseModel):
diff --git a/api/core/rag/datasource/vdb/tidb_on_qdrant/tidb_on_qdrant_vector.py b/api/core/rag/datasource/vdb/tidb_on_qdrant/tidb_on_qdrant_vector.py
index 69c81d521c9..499a48ac768 100644
--- a/api/core/rag/datasource/vdb/tidb_on_qdrant/tidb_on_qdrant_vector.py
+++ b/api/core/rag/datasource/vdb/tidb_on_qdrant/tidb_on_qdrant_vector.py
@@ -3,7 +3,7 @@ import os
 import uuid
 from collections.abc import Generator, Iterable, Sequence
 from itertools import islice
-from typing import TYPE_CHECKING, Any, Union
+from typing import TYPE_CHECKING, Any
 
 import httpx
 import qdrant_client
@@ -40,8 +40,8 @@ if TYPE_CHECKING:
     from qdrant_client.conversions import common_types
     from qdrant_client.http import models as rest
 
-    DictFilter = dict[str, Union[str, int, bool, dict, list]]
-    MetadataFilter = Union[DictFilter, common_types.Filter]
+    type DictFilter = dict[str, str | int | bool | dict | list]
+    type MetadataFilter = DictFilter | common_types.Filter
 
 
 class TidbOnQdrantConfig(BaseModel):
diff --git a/api/core/rag/embedding/retrieval.py b/api/core/rag/embedding/retrieval.py
index 030237559d4..89eeccdf2f6 100644
--- a/api/core/rag/embedding/retrieval.py
+++ b/api/core/rag/embedding/retrieval.py
@@ -1,5 +1,6 @@
+from typing import TypedDict
+
 from pydantic import BaseModel
-from typing_extensions import TypedDict
 
 from models.dataset import DocumentSegment
 
diff --git a/api/core/rag/extractor/blob/blob.py b/api/core/rag/extractor/blob/blob.py
index 1f91a3ece15..b2e6d782d82 100644
--- a/api/core/rag/extractor/blob/blob.py
+++ b/api/core/rag/extractor/blob/blob.py
@@ -12,11 +12,11 @@ import mimetypes
 from collections.abc import Generator, Mapping
 from io import BufferedReader, BytesIO
 from pathlib import Path, PurePath
-from typing import Any, Union
+from typing import Any
 
 from pydantic import BaseModel, ConfigDict, model_validator
 
-PathLike = Union[str, PurePath]
+type PathLike = str | PurePath
 
 
 class Blob(BaseModel):
@@ -29,7 +29,7 @@ class Blob(BaseModel):
     Inspired by: https://developer.mozilla.org/en-US/docs/Web/API/Blob
     """
 
-    data: Union[bytes, str, None] = None  # Raw data
+    data: bytes | str | None = None  # Raw data
     mimetype: str | None = None  # Not to be confused with a file extension
     encoding: str = "utf-8"  # Use utf-8 as default encoding, if decoding to string
     # Location where the original content was found
@@ -75,7 +75,7 @@ class Blob(BaseModel):
             raise ValueError(f"Unable to get bytes for blob {self}")
 
     @contextlib.contextmanager
-    def as_bytes_io(self) -> Generator[Union[BytesIO, BufferedReader], None, None]:
+    def as_bytes_io(self) -> Generator[BytesIO | BufferedReader, None, None]:
         """Read data as a byte stream."""
         if isinstance(self.data, bytes):
             yield BytesIO(self.data)
@@ -117,7 +117,7 @@ class Blob(BaseModel):
     @classmethod
     def from_data(
         cls,
-        data: Union[str, bytes],
+        data: str | bytes,
         *,
         encoding: str = "utf-8",
         mime_type: str | None = None,
diff --git a/api/core/rag/extractor/firecrawl/firecrawl_app.py b/api/core/rag/extractor/firecrawl/firecrawl_app.py
index e1ddd2dd967..89bdd56a6c9 100644
--- a/api/core/rag/extractor/firecrawl/firecrawl_app.py
+++ b/api/core/rag/extractor/firecrawl/firecrawl_app.py
@@ -1,9 +1,8 @@
 import json
 import time
-from typing import Any, NotRequired, cast
+from typing import Any, NotRequired, TypedDict, cast
 
 import httpx
-from typing_extensions import TypedDict
 
 from extensions.ext_storage import storage
 
diff --git a/api/core/rag/extractor/watercrawl/client.py b/api/core/rag/extractor/watercrawl/client.py
index e8da866870e..7b4a388df93 100644
--- a/api/core/rag/extractor/watercrawl/client.py
+++ b/api/core/rag/extractor/watercrawl/client.py
@@ -1,11 +1,10 @@
 import json
 from collections.abc import Generator
-from typing import Any, Union
+from typing import Any, TypedDict
 from urllib.parse import urljoin
 
 import httpx
 from httpx import Response
-from typing_extensions import TypedDict
 
 from core.rag.extractor.watercrawl.exceptions import (
     WaterCrawlAuthenticationError,
@@ -142,7 +141,7 @@ class WaterCrawlAPIClient(BaseAPIClient):
 
     def create_crawl_request(
         self,
-        url: Union[list, str] | None = None,
+        url: list | str | None = None,
         spider_options: SpiderOptions | None = None,
         page_options: PageOptions | None = None,
         plugin_options: dict[str, Any] | None = None,
diff --git a/api/core/rag/extractor/watercrawl/provider.py b/api/core/rag/extractor/watercrawl/provider.py
index 81c19005db5..2a9403eda0f 100644
--- a/api/core/rag/extractor/watercrawl/provider.py
+++ b/api/core/rag/extractor/watercrawl/provider.py
@@ -1,8 +1,6 @@
 from collections.abc import Generator
 from datetime import datetime
-from typing import Any
-
-from typing_extensions import TypedDict
+from typing import Any, TypedDict
 
 from core.rag.extractor.watercrawl.client import PageOptions, SpiderOptions, WaterCrawlAPIClient
 
diff --git a/api/core/rag/index_processor/index_processor_base.py b/api/core/rag/index_processor/index_processor_base.py
index 7d504fdb35e..a3b6e0dbd2a 100644
--- a/api/core/rag/index_processor/index_processor_base.py
+++ b/api/core/rag/index_processor/index_processor_base.py
@@ -7,12 +7,11 @@ import os
 import re
 from abc import ABC, abstractmethod
 from collections.abc import Mapping
-from typing import TYPE_CHECKING, Any, NotRequired, Optional
+from typing import TYPE_CHECKING, Any, NotRequired, TypedDict
 from urllib.parse import unquote, urlparse
 
 import httpx
 from sqlalchemy import select
-from typing_extensions import TypedDict
 
 from configs import dify_config
 from core.entities.knowledge_entities import PreviewDetail
@@ -118,11 +117,12 @@ class BaseIndexProcessor(ABC):
         max_tokens: int,
         chunk_overlap: int,
         separator: str,
-        embedding_model_instance: Optional["ModelInstance"],
+        embedding_model_instance: "ModelInstance | None",
     ) -> TextSplitter:
         """
         Get the NodeParser object according to the processing rule.
         """
+        character_splitter: TextSplitter
         if processing_rule_mode in ["custom", "hierarchical"]:
             # The user-defined segmentation rule
             max_segmentation_tokens_length = dify_config.INDEXING_MAX_SEGMENTATION_TOKENS_LENGTH
@@ -148,7 +148,7 @@ class BaseIndexProcessor(ABC):
                 embedding_model_instance=embedding_model_instance,
             )
 
-        return character_splitter  # type: ignore
+        return character_splitter
 
     def _get_content_files(self, document: Document, current_user: Account | None = None) -> list[AttachmentDocument]:
         """
diff --git a/api/core/rag/splitter/fixed_text_splitter.py b/api/core/rag/splitter/fixed_text_splitter.py
index e6aec4a3af9..3383c7f3bd7 100644
--- a/api/core/rag/splitter/fixed_text_splitter.py
+++ b/api/core/rag/splitter/fixed_text_splitter.py
@@ -4,19 +4,13 @@ from __future__ import annotations
 
 import codecs
 import re
-from typing import Any
+from collections.abc import Collection
+from typing import Any, Literal
 
 from graphon.model_runtime.model_providers.__base.tokenizers.gpt2_tokenizer import GPT2Tokenizer
 
 from core.model_manager import ModelInstance
-from core.rag.splitter.text_splitter import (
-    TS,
-    Collection,
-    Literal,
-    RecursiveCharacterTextSplitter,
-    Set,
-    Union,
-)
+from core.rag.splitter.text_splitter import RecursiveCharacterTextSplitter
 
 
 class EnhanceRecursiveCharacterTextSplitter(RecursiveCharacterTextSplitter):
@@ -25,13 +19,13 @@ class EnhanceRecursiveCharacterTextSplitter(RecursiveCharacterTextSplitter):
     """
 
     @classmethod
-    def from_encoder(
-        cls: type[TS],
+    def from_encoder[T: EnhanceRecursiveCharacterTextSplitter](
+        cls: type[T],
         embedding_model_instance: ModelInstance | None,
-        allowed_special: Union[Literal["all"], Set[str]] = set(),  # noqa: UP037
-        disallowed_special: Union[Literal["all"], Collection[str]] = "all",  # noqa: UP037
+        allowed_special: Literal["all"] | set[str] = set(),
+        disallowed_special: Literal["all"] | Collection[str] = "all",
         **kwargs: Any,
-    ):
+    ) -> T:
         def _token_encoder(texts: list[str]) -> list[int]:
             if not texts:
                 return []
diff --git a/api/core/rag/splitter/text_splitter.py b/api/core/rag/splitter/text_splitter.py
index 41e6d771e98..8977611f938 100644
--- a/api/core/rag/splitter/text_splitter.py
+++ b/api/core/rag/splitter/text_splitter.py
@@ -6,19 +6,12 @@ import re
 from abc import ABC, abstractmethod
 from collections.abc import Callable, Collection, Iterable, Sequence, Set
 from dataclasses import dataclass
-from typing import (
-    Any,
-    Literal,
-    TypeVar,
-    Union,
-)
+from typing import Any, Literal
 
 from core.rag.models.document import BaseDocumentTransformer, Document
 
 logger = logging.getLogger(__name__)
 
-TS = TypeVar("TS", bound="TextSplitter")
-
 
 def _split_text_with_regex(text: str, separator: str, keep_separator: bool) -> list[str]:
     # Now that we have the separator, split the text
@@ -194,8 +187,8 @@ class TokenTextSplitter(TextSplitter):
         self,
         encoding_name: str = "gpt2",
         model_name: str | None = None,
-        allowed_special: Union[Literal["all"], Set[str]] = set(),
-        disallowed_special: Union[Literal["all"], Collection[str]] = "all",
+        allowed_special: Literal["all"] | Set[str] = set(),
+        disallowed_special: Literal["all"] | Collection[str] = "all",
         **kwargs: Any,
     ):
         """Create a new TextSplitter."""
diff --git a/api/core/repositories/celery_workflow_execution_repository.py b/api/core/repositories/celery_workflow_execution_repository.py
index 465f43da739..b07c63fdf0e 100644
--- a/api/core/repositories/celery_workflow_execution_repository.py
+++ b/api/core/repositories/celery_workflow_execution_repository.py
@@ -6,7 +6,6 @@ providing improved performance by offloading database operations to background w
 """
 
 import logging
-from typing import Union
 
 from graphon.entities import WorkflowExecution
 from sqlalchemy.engine import Engine
@@ -47,7 +46,7 @@ class CeleryWorkflowExecutionRepository(WorkflowExecutionRepository):
     def __init__(
         self,
         session_factory: sessionmaker | Engine,
-        user: Union[Account, EndUser],
+        user: Account | EndUser,
         app_id: str | None,
         triggered_from: WorkflowRunTriggeredFrom | None,
     ):
diff --git a/api/core/repositories/celery_workflow_node_execution_repository.py b/api/core/repositories/celery_workflow_node_execution_repository.py
index 22ef44b3dc4..cdb3af01a8a 100644
--- a/api/core/repositories/celery_workflow_node_execution_repository.py
+++ b/api/core/repositories/celery_workflow_node_execution_repository.py
@@ -7,7 +7,6 @@ providing improved performance by offloading database operations to background w
 
 import logging
 from collections.abc import Sequence
-from typing import Union
 
 from graphon.entities import WorkflowNodeExecution
 from sqlalchemy.engine import Engine
@@ -54,7 +53,7 @@ class CeleryWorkflowNodeExecutionRepository(WorkflowNodeExecutionRepository):
     def __init__(
         self,
         session_factory: sessionmaker | Engine,
-        user: Union[Account, EndUser],
+        user: Account | EndUser,
         app_id: str | None,
         triggered_from: WorkflowNodeExecutionTriggeredFrom | None,
     ):
diff --git a/api/core/repositories/factory.py b/api/core/repositories/factory.py
index ed6d44f4340..ce3ad15759f 100644
--- a/api/core/repositories/factory.py
+++ b/api/core/repositories/factory.py
@@ -7,7 +7,7 @@ allowing users to configure different repository backends through string paths.
 
 from collections.abc import Sequence
 from dataclasses import dataclass
-from typing import Literal, Protocol, Union
+from typing import Literal, Protocol
 
 from graphon.entities import WorkflowExecution, WorkflowNodeExecution
 from sqlalchemy.engine import Engine
@@ -61,8 +61,8 @@ class DifyCoreRepositoryFactory:
     @classmethod
     def create_workflow_execution_repository(
         cls,
-        session_factory: Union[sessionmaker, Engine],
-        user: Union[Account, EndUser],
+        session_factory: sessionmaker | Engine,
+        user: Account | EndUser,
         app_id: str,
         triggered_from: WorkflowRunTriggeredFrom,
     ) -> WorkflowExecutionRepository:
@@ -97,8 +97,8 @@ class DifyCoreRepositoryFactory:
     @classmethod
     def create_workflow_node_execution_repository(
         cls,
-        session_factory: Union[sessionmaker, Engine],
-        user: Union[Account, EndUser],
+        session_factory: sessionmaker | Engine,
+        user: Account | EndUser,
         app_id: str,
         triggered_from: WorkflowNodeExecutionTriggeredFrom,
     ) -> WorkflowNodeExecutionRepository:
diff --git a/api/core/repositories/sqlalchemy_workflow_execution_repository.py b/api/core/repositories/sqlalchemy_workflow_execution_repository.py
index 85d20b675d2..d74cc8f231e 100644
--- a/api/core/repositories/sqlalchemy_workflow_execution_repository.py
+++ b/api/core/repositories/sqlalchemy_workflow_execution_repository.py
@@ -4,7 +4,6 @@ SQLAlchemy implementation of the WorkflowExecutionRepository.
 
 import json
 import logging
-from typing import Union
 
 from graphon.entities import WorkflowExecution
 from graphon.enums import WorkflowExecutionStatus, WorkflowType
@@ -40,7 +39,7 @@ class SQLAlchemyWorkflowExecutionRepository(WorkflowExecutionRepository):
     def __init__(
         self,
         session_factory: sessionmaker | Engine,
-        user: Union[Account, EndUser],
+        user: Account | EndUser,
         app_id: str | None,
         triggered_from: WorkflowRunTriggeredFrom | None,
     ):
diff --git a/api/core/repositories/sqlalchemy_workflow_node_execution_repository.py b/api/core/repositories/sqlalchemy_workflow_node_execution_repository.py
index a72bfa378bc..13e885672a1 100644
--- a/api/core/repositories/sqlalchemy_workflow_node_execution_repository.py
+++ b/api/core/repositories/sqlalchemy_workflow_node_execution_repository.py
@@ -7,7 +7,7 @@ import json
 import logging
 from collections.abc import Callable, Mapping, Sequence
 from concurrent.futures import ThreadPoolExecutor
-from typing import Any, TypeVar, Union
+from typing import Any
 
 import psycopg2.errors
 from graphon.entities import WorkflowNodeExecution
@@ -63,7 +63,7 @@ class SQLAlchemyWorkflowNodeExecutionRepository(WorkflowNodeExecutionRepository)
     def __init__(
         self,
         session_factory: sessionmaker | Engine,
-        user: Union[Account, EndUser],
+        user: Account | EndUser,
         app_id: str | None,
         triggered_from: WorkflowNodeExecutionTriggeredFrom | None,
     ):
@@ -551,10 +551,7 @@ def _deterministic_json_dump(value: Mapping[str, Any]) -> str:
     return json.dumps(value, sort_keys=True)
 
 
-_T = TypeVar("_T")
-
-
-def _find_first(seq: Sequence[_T], pred: Callable[[_T], bool]) -> _T | None:
+def _find_first[T](seq: Sequence[T], pred: Callable[[T], bool]) -> T | None:
     filtered = [i for i in seq if pred(i)]
     if filtered:
         return filtered[0]
diff --git a/api/core/schemas/resolver.py b/api/core/schemas/resolver.py
index 1b57f5bb94e..6e26664ac25 100644
--- a/api/core/schemas/resolver.py
+++ b/api/core/schemas/resolver.py
@@ -3,15 +3,15 @@ import re
 import threading
 from collections import deque
 from dataclasses import dataclass
-from typing import Any, Union
+from typing import Any
 
 from core.schemas.registry import SchemaRegistry
 
 logger = logging.getLogger(__name__)
 
 # Type aliases for better clarity
-SchemaType = Union[dict[str, Any], list[Any], str, int, float, bool, None]
-SchemaDict = dict[str, Any]
+type SchemaType = dict[str, Any] | list[Any] | str | int | float | bool | None
+type SchemaDict = dict[str, Any]
 
 # Pre-compiled pattern for better performance
 _DIFY_SCHEMA_PATTERN = re.compile(r"^https://dify\.ai/schemas/(v\d+)/(.+)\.json$")
@@ -54,7 +54,7 @@ class QueueItem:
 
     current: Any
     parent: Any | None
-    key: Union[str, int] | None
+    key: str | int | None
     depth: int
     ref_path: set[str]
 
diff --git a/api/core/trigger/debug/event_bus.py b/api/core/trigger/debug/event_bus.py
index e3fb6a13d9b..eb1f6f64728 100644
--- a/api/core/trigger/debug/event_bus.py
+++ b/api/core/trigger/debug/event_bus.py
@@ -1,6 +1,5 @@
 import hashlib
 import logging
-from typing import TypeVar
 
 from redis import RedisError
 
@@ -11,8 +10,6 @@ logger = logging.getLogger(__name__)
 
 TRIGGER_DEBUG_EVENT_TTL = 300
 
-TTriggerDebugEvent = TypeVar("TTriggerDebugEvent", bound="BaseDebugEvent")
-
 
 class TriggerDebugEventBus:
     """
@@ -81,15 +78,15 @@ class TriggerDebugEventBus:
             return 0
 
     @classmethod
-    def poll(
+    def poll[T: BaseDebugEvent](
         cls,
-        event_type: type[TTriggerDebugEvent],
+        event_type: type[T],
         pool_key: str,
         tenant_id: str,
         user_id: str,
         app_id: str,
         node_id: str,
-    ) -> TTriggerDebugEvent | None:
+    ) -> T | None:
         """
         Poll for an event or register to the waiting pool.
 
diff --git a/api/core/workflow/node_factory.py b/api/core/workflow/node_factory.py
index 8cc21d2cd96..f6c3aee4c12 100644
--- a/api/core/workflow/node_factory.py
+++ b/api/core/workflow/node_factory.py
@@ -2,7 +2,7 @@ import importlib
 import pkgutil
 from collections.abc import Callable, Iterator, Mapping, MutableMapping
 from functools import lru_cache
-from typing import TYPE_CHECKING, Any, TypeAlias, cast, final
+from typing import TYPE_CHECKING, Any, cast, final, override
 
 from graphon.entities.base_node_data import BaseNodeData
 from graphon.entities.graph_config import NodeConfigDict, NodeConfigDictAdapter
@@ -22,7 +22,6 @@ from graphon.nodes.parameter_extractor.entities import ParameterExtractorNodeDat
 from graphon.nodes.question_classifier.entities import QuestionClassifierNodeData
 from sqlalchemy import select
 from sqlalchemy.orm import Session
-from typing_extensions import override
 
 from configs import dify_config
 from core.app.entities.app_invoke_entities import DIFY_RUN_CONTEXT_KEY, DifyRunContext
@@ -192,7 +191,7 @@ class _LazyNodeTypeClassesMapping(MutableMapping[NodeType, Mapping[str, type[Nod
 NODE_TYPE_CLASSES_MAPPING: MutableMapping[NodeType, Mapping[str, type[Node]]] = _LazyNodeTypeClassesMapping()
 
 
-LLMCompatibleNodeData: TypeAlias = LLMNodeData | QuestionClassifierNodeData | ParameterExtractorNodeData
+type LLMCompatibleNodeData = LLMNodeData | QuestionClassifierNodeData | ParameterExtractorNodeData
 
 
 def fetch_memory(
diff --git a/api/extensions/ext_redis.py b/api/extensions/ext_redis.py
index 26262484f90..5f528dbf9e6 100644
--- a/api/extensions/ext_redis.py
+++ b/api/extensions/ext_redis.py
@@ -3,7 +3,7 @@ import logging
 import ssl
 from collections.abc import Callable
 from datetime import timedelta
-from typing import TYPE_CHECKING, Any, ParamSpec, TypeVar, Union
+from typing import TYPE_CHECKING, Any, Union
 
 import redis
 from redis import RedisError
@@ -297,12 +297,7 @@ def get_pubsub_broadcast_channel() -> BroadcastChannelProtocol:
     return RedisBroadcastChannel(_pubsub_redis_client)
 
 
-P = ParamSpec("P")
-R = TypeVar("R")
-T = TypeVar("T")
-
-
-def redis_fallback(default_return: T | None = None):  # type: ignore
+def redis_fallback[T](default_return: T | None = None):  # type: ignore
     """
     decorator to handle Redis operation exceptions and return a default value when Redis is unavailable.
 
@@ -310,9 +305,9 @@ def redis_fallback(default_return: T | None = None):  # type: ignore
         default_return: The value to return when a Redis operation fails. Defaults to None.
     """
 
-    def decorator(func: Callable[P, R]):
+    def decorator[**P, R](func: Callable[P, R]) -> Callable[P, R | T | None]:
         @functools.wraps(func)
-        def wrapper(*args: P.args, **kwargs: P.kwargs):
+        def wrapper(*args: P.args, **kwargs: P.kwargs) -> R | T | None:
             try:
                 return func(*args, **kwargs)
             except RedisError as e:
diff --git a/api/extensions/logstore/repositories/logstore_workflow_execution_repository.py b/api/extensions/logstore/repositories/logstore_workflow_execution_repository.py
index f71b2fa1df9..d0f3e2e2449 100644
--- a/api/extensions/logstore/repositories/logstore_workflow_execution_repository.py
+++ b/api/extensions/logstore/repositories/logstore_workflow_execution_repository.py
@@ -2,7 +2,6 @@ import json
 import logging
 import os
 import time
-from typing import Union
 
 from graphon.entities import WorkflowExecution
 from graphon.workflow_type_encoder import WorkflowRuntimeTypeConverter
@@ -27,7 +26,7 @@ class LogstoreWorkflowExecutionRepository(WorkflowExecutionRepository):
     def __init__(
         self,
         session_factory: sessionmaker | Engine,
-        user: Union[Account, EndUser],
+        user: Account | EndUser,
         app_id: str | None,
         triggered_from: WorkflowRunTriggeredFrom | None,
     ):
diff --git a/api/extensions/logstore/repositories/logstore_workflow_node_execution_repository.py b/api/extensions/logstore/repositories/logstore_workflow_node_execution_repository.py
index 0e9a19b8214..37952d6464a 100644
--- a/api/extensions/logstore/repositories/logstore_workflow_node_execution_repository.py
+++ b/api/extensions/logstore/repositories/logstore_workflow_node_execution_repository.py
@@ -11,7 +11,7 @@ import os
 import time
 from collections.abc import Sequence
 from datetime import datetime
-from typing import Any, Union
+from typing import Any
 
 from graphon.entities import WorkflowNodeExecution
 from graphon.enums import WorkflowNodeExecutionMetadataKey, WorkflowNodeExecutionStatus
@@ -109,7 +109,7 @@ class LogstoreWorkflowNodeExecutionRepository(WorkflowNodeExecutionRepository):
     def __init__(
         self,
         session_factory: sessionmaker | Engine,
-        user: Union[Account, EndUser],
+        user: Account | EndUser,
         app_id: str | None,
         triggered_from: WorkflowNodeExecutionTriggeredFrom | None,
     ):
diff --git a/api/extensions/otel/decorators/base.py b/api/extensions/otel/decorators/base.py
index a7bb8d051bd..1dd92caeaea 100644
--- a/api/extensions/otel/decorators/base.py
+++ b/api/extensions/otel/decorators/base.py
@@ -1,6 +1,6 @@
 import functools
 from collections.abc import Callable
-from typing import ParamSpec, TypeVar, cast
+from typing import cast
 
 from opentelemetry.trace import get_tracer
 
@@ -8,9 +8,6 @@ from configs import dify_config
 from extensions.otel.decorators.handler import SpanHandler
 from extensions.otel.runtime import is_instrument_flag_enabled
 
-P = ParamSpec("P")
-R = TypeVar("R")
-
 _HANDLER_INSTANCES: dict[type[SpanHandler], SpanHandler] = {SpanHandler: SpanHandler()}
 
 
@@ -21,7 +18,7 @@ def _get_handler_instance(handler_class: type[SpanHandler]) -> SpanHandler:
     return _HANDLER_INSTANCES[handler_class]
 
 
-def trace_span(handler_class: type[SpanHandler] | None = None) -> Callable[[Callable[P, R]], Callable[P, R]]:
+def trace_span[**P, R](handler_class: type[SpanHandler] | None = None) -> Callable[[Callable[P, R]], Callable[P, R]]:
     """
     Decorator that traces a function with an OpenTelemetry span.
 
diff --git a/api/extensions/otel/decorators/handler.py b/api/extensions/otel/decorators/handler.py
index 6915b63dce2..e465a615a65 100644
--- a/api/extensions/otel/decorators/handler.py
+++ b/api/extensions/otel/decorators/handler.py
@@ -1,11 +1,9 @@
 import inspect
 from collections.abc import Callable, Mapping
-from typing import Any, TypeVar
+from typing import Any
 
 from opentelemetry.trace import SpanKind, Status, StatusCode
 
-R = TypeVar("R")
-
 
 class SpanHandler:
     """
@@ -31,9 +29,9 @@ class SpanHandler:
         """
         return f"{wrapped.__module__}.{wrapped.__qualname__}"
 
-    def _extract_arguments(
+    def _extract_arguments[T](
         self,
-        wrapped: Callable[..., R],
+        wrapped: Callable[..., T],
         args: tuple[object, ...],
         kwargs: Mapping[str, object],
     ) -> dict[str, Any] | None:
@@ -61,13 +59,13 @@ class SpanHandler:
         except Exception:
             return None
 
-    def wrapper(
+    def wrapper[T](
         self,
         tracer: Any,
-        wrapped: Callable[..., R],
+        wrapped: Callable[..., T],
         args: tuple[object, ...],
         kwargs: Mapping[str, object],
-    ) -> R:
+    ) -> T:
         """
         Fully control the wrapper behavior.
 
diff --git a/api/extensions/otel/decorators/handlers/generate_handler.py b/api/extensions/otel/decorators/handlers/generate_handler.py
index b37aca664a4..cc6c75304f2 100644
--- a/api/extensions/otel/decorators/handlers/generate_handler.py
+++ b/api/extensions/otel/decorators/handlers/generate_handler.py
@@ -1,6 +1,6 @@
 import logging
 from collections.abc import Callable, Mapping
-from typing import Any, TypeVar
+from typing import Any
 
 from opentelemetry.trace import SpanKind, Status, StatusCode
 from opentelemetry.util.types import AttributeValue
@@ -12,19 +12,16 @@ from models.model import Account
 logger = logging.getLogger(__name__)
 
 
-R = TypeVar("R")
-
-
 class AppGenerateHandler(SpanHandler):
     """Span handler for ``AppGenerateService.generate``."""
 
-    def wrapper(
+    def wrapper[T](
         self,
         tracer: Any,
-        wrapped: Callable[..., R],
+        wrapped: Callable[..., T],
         args: tuple[object, ...],
         kwargs: Mapping[str, object],
-    ) -> R:
+    ) -> T:
         try:
             arguments = self._extract_arguments(wrapped, args, kwargs)
             if not arguments:
diff --git a/api/fields/conversation_fields.py b/api/fields/conversation_fields.py
index 30d02aeedc2..b1d1b4caac3 100644
--- a/api/fields/conversation_fields.py
+++ b/api/fields/conversation_fields.py
@@ -1,12 +1,12 @@
 from __future__ import annotations
 
 from datetime import datetime
-from typing import Any, TypeAlias
+from typing import Any
 
 from graphon.file import File
 from pydantic import BaseModel, ConfigDict, Field, field_validator, model_validator
 
-JSONValue: TypeAlias = Any
+type JSONValue = Any
 
 
 class ResponseModel(BaseModel):
diff --git a/api/fields/message_fields.py b/api/fields/message_fields.py
index d982c31aeeb..a063a643b45 100644
--- a/api/fields/message_fields.py
+++ b/api/fields/message_fields.py
@@ -1,7 +1,6 @@
 from __future__ import annotations
 
 from datetime import datetime
-from typing import TypeAlias
 from uuid import uuid4
 
 from graphon.file import File
@@ -10,7 +9,7 @@ from pydantic import BaseModel, ConfigDict, Field, field_validator
 from core.entities.execution_extra_content import ExecutionExtraContentDomainModel
 from fields.conversation_fields import AgentThought, JSONValue, MessageFile
 
-JSONValueType: TypeAlias = JSONValue
+type JSONValueType = JSONValue
 
 
 class ResponseModel(BaseModel):
diff --git a/api/libs/flask_utils.py b/api/libs/flask_utils.py
index e45c8fe3197..52fc787c790 100644
--- a/api/libs/flask_utils.py
+++ b/api/libs/flask_utils.py
@@ -1,12 +1,10 @@
 import contextvars
 from collections.abc import Iterator
 from contextlib import contextmanager
-from typing import TYPE_CHECKING, TypeVar
+from typing import TYPE_CHECKING
 
 from flask import Flask, g
 
-T = TypeVar("T")
-
 if TYPE_CHECKING:
     from models import Account, EndUser
 
diff --git a/api/libs/login.py b/api/libs/login.py
index dce332b01d1..68a2050747d 100644
--- a/api/libs/login.py
+++ b/api/libs/login.py
@@ -42,13 +42,7 @@ def current_account_with_tenant():
     return user, user.current_tenant_id
 
 
-from typing import ParamSpec, TypeVar
-
-P = ParamSpec("P")
-R = TypeVar("R")
-
-
-def login_required(func: Callable[P, R]) -> Callable[P, R | ResponseReturnValue]:
+def login_required[**P, R](func: Callable[P, R]) -> Callable[P, R | ResponseReturnValue]:
     """
     If you decorate a view with this, it will ensure that the current user is
     logged in and authenticated before calling the actual view. (If they are
diff --git a/api/libs/oauth.py b/api/libs/oauth.py
index a2f11140333..3daaa038e0e 100644
--- a/api/libs/oauth.py
+++ b/api/libs/oauth.py
@@ -1,26 +1,20 @@
 import logging
-import sys
 import urllib.parse
 from dataclasses import dataclass
-from typing import NotRequired
+from typing import NotRequired, TypedDict
 
 import httpx
 from pydantic import TypeAdapter, ValidationError
 
 from core.helper.http_client_pooling import get_pooled_http_client
 
-if sys.version_info >= (3, 12):
-    from typing import TypedDict
-else:
-    from typing_extensions import TypedDict
-
 logger = logging.getLogger(__name__)
 
-JsonObject = dict[str, object]
-JsonObjectList = list[JsonObject]
+type JsonObject = dict[str, object]
+type JsonObjectList = list[JsonObject]
 
-JSON_OBJECT_ADAPTER = TypeAdapter(JsonObject)
-JSON_OBJECT_LIST_ADAPTER = TypeAdapter(JsonObjectList)
+JSON_OBJECT_ADAPTER: TypeAdapter[JsonObject] = TypeAdapter(JsonObject)
+JSON_OBJECT_LIST_ADAPTER: TypeAdapter[JsonObjectList] = TypeAdapter(JsonObjectList)
 
 # Reuse a pooled httpx.Client for OAuth flows (public endpoints, no SSRF proxy).
 _http_client: httpx.Client = get_pooled_http_client(
diff --git a/api/libs/oauth_data_source.py b/api/libs/oauth_data_source.py
index 190558e1f39..9b53918f24e 100644
--- a/api/libs/oauth_data_source.py
+++ b/api/libs/oauth_data_source.py
@@ -1,6 +1,5 @@
-import sys
 import urllib.parse
-from typing import Any, Literal
+from typing import Any, Literal, TypedDict
 
 import httpx
 from flask_login import current_user
@@ -12,11 +11,6 @@ from extensions.ext_database import db
 from libs.datetime_utils import naive_utc_now
 from models.source import DataSourceOauthBinding
 
-if sys.version_info >= (3, 12):
-    from typing import TypedDict
-else:
-    from typing_extensions import TypedDict
-
 
 class NotionPageSummary(TypedDict):
     page_id: str
diff --git a/api/models/model.py b/api/models/model.py
index 066d2acdce0..1d73aadf092 100644
--- a/api/models/model.py
+++ b/api/models/model.py
@@ -8,7 +8,7 @@ from datetime import datetime
 from decimal import Decimal
 from enum import StrEnum, auto
 from functools import lru_cache
-from typing import TYPE_CHECKING, Any, Literal, NotRequired, cast
+from typing import TYPE_CHECKING, Any, Literal, NotRequired, TypedDict, cast
 from uuid import uuid4
 
 import sqlalchemy as sa
@@ -19,7 +19,6 @@ from graphon.file import FILE_MODEL_IDENTITY, File, FileTransferMethod, FileType
 from graphon.file import helpers as file_helpers
 from sqlalchemy import BigInteger, Float, Index, PrimaryKeyConstraint, String, exists, func, select, text
 from sqlalchemy.orm import Mapped, Session, mapped_column
-from typing_extensions import TypedDict
 
 from configs import dify_config
 from constants import DEFAULT_FILE_NUMBER_LIMITS
diff --git a/api/models/types.py b/api/models/types.py
index 98084563bea..9ab694759f6 100644
--- a/api/models/types.py
+++ b/api/models/types.py
@@ -1,6 +1,6 @@
 import enum
 import uuid
-from typing import Any, Generic, TypeVar
+from typing import Any
 
 import sqlalchemy as sa
 from sqlalchemy import CHAR, TEXT, VARCHAR, LargeBinary, TypeDecorator
@@ -110,17 +110,14 @@ class AdjustedJSON(TypeDecorator[dict | list | None]):
         return value
 
 
-_E = TypeVar("_E", bound=enum.StrEnum)
-
-
-class EnumText(TypeDecorator[_E | None], Generic[_E]):
+class EnumText[T: enum.StrEnum](TypeDecorator[T | None]):
     impl = VARCHAR
     cache_ok = True
 
     _length: int
-    _enum_class: type[_E]
+    _enum_class: type[T]
 
-    def __init__(self, enum_class: type[_E], length: int | None = None):
+    def __init__(self, enum_class: type[T], length: int | None = None):
         self._enum_class = enum_class
         max_enum_value_len = max(len(e.value) for e in enum_class)
         if length is not None:
@@ -131,25 +128,25 @@ class EnumText(TypeDecorator[_E | None], Generic[_E]):
             # leave some rooms for future longer enum values.
             self._length = max(max_enum_value_len, 20)
 
-    def process_bind_param(self, value: _E | str | None, dialect: Dialect) -> str | None:
+    def process_bind_param(self, value: T | str | None, dialect: Dialect) -> str | None:
         if value is None:
             return value
         if isinstance(value, self._enum_class):
             return value.value
-        # Since _E is bound to StrEnum which inherits from str, at this point value must be str
+        # Since T is bound to StrEnum which inherits from str, at this point value must be str
         self._enum_class(value)
         return value
 
     def load_dialect_impl(self, dialect: Dialect) -> TypeEngine[Any]:
         return dialect.type_descriptor(VARCHAR(self._length))
 
-    def process_result_value(self, value: str | None, dialect: Dialect) -> _E | None:
+    def process_result_value(self, value: str | None, dialect: Dialect) -> T | None:
         if value is None or value == "":
             return None
         # Type annotation guarantees value is str at this point
         return self._enum_class(value)
 
-    def compare_values(self, x: _E | None, y: _E | None) -> bool:
+    def compare_values(self, x: T | None, y: T | None) -> bool:
         if x is None or y is None:
             return x is y
         return x == y
diff --git a/api/pyproject.toml b/api/pyproject.toml
index a09b474bf5d..863b61cad13 100644
--- a/api/pyproject.toml
+++ b/api/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "dify-api"
 version = "1.13.3"
-requires-python = ">=3.11,<3.13"
+requires-python = "~=3.12.0"
 
 dependencies = [
     "aliyun-log-python-sdk~=0.9.37",
@@ -232,5 +232,5 @@ vdb = [
 project-includes = ["."]
 project-excludes = [".venv", "migrations/"]
 python-platform = "linux"
-python-version = "3.11.0"
+python-version = "3.12.0"
 infer-with-first-use = false
diff --git a/api/pyrightconfig.json b/api/pyrightconfig.json
index 48271aab617..a8b884ea81f 100644
--- a/api/pyrightconfig.json
+++ b/api/pyrightconfig.json
@@ -50,6 +50,6 @@
   "reportUntypedFunctionDecorator": "hint",
   "reportUnnecessaryTypeIgnoreComment": "hint",
   "reportAttributeAccessIssue": "hint",
-  "pythonVersion": "3.11",
+  "pythonVersion": "3.12",
   "pythonPlatform": "All"
-}
\ No newline at end of file
+}
diff --git a/api/services/account_service.py b/api/services/account_service.py
index cc8ef08857a..29b14447305 100644
--- a/api/services/account_service.py
+++ b/api/services/account_service.py
@@ -5,12 +5,11 @@ import secrets
 import uuid
 from datetime import UTC, datetime, timedelta
 from hashlib import sha256
-from typing import Any, cast
+from typing import Any, TypedDict, cast
 
 from pydantic import BaseModel, TypeAdapter
 from sqlalchemy import func, select
 from sqlalchemy.orm import Session
-from typing_extensions import TypedDict
 
 
 class InvitationData(TypedDict):
diff --git a/api/services/auth/api_key_auth_base.py b/api/services/auth/api_key_auth_base.py
index 2e1b723e82e..b2554343336 100644
--- a/api/services/auth/api_key_auth_base.py
+++ b/api/services/auth/api_key_auth_base.py
@@ -1,7 +1,5 @@
 from abc import ABC, abstractmethod
-from typing import Any
-
-from typing_extensions import TypedDict
+from typing import Any, TypedDict
 
 
 class AuthCredentials(TypedDict):
diff --git a/api/services/billing_service.py b/api/services/billing_service.py
index 9970b2e6040..3c3e4aa6d25 100644
--- a/api/services/billing_service.py
+++ b/api/services/billing_service.py
@@ -2,13 +2,12 @@ import json
 import logging
 import os
 from collections.abc import Sequence
-from typing import Literal
+from typing import Literal, TypedDict
 
 import httpx
 from pydantic import TypeAdapter
 from sqlalchemy import select
 from tenacity import retry, retry_if_exception_type, stop_before_delay, wait_fixed
-from typing_extensions import TypedDict
 from werkzeug.exceptions import InternalServerError
 
 from core.helper.http_client_pooling import get_pooled_http_client
diff --git a/api/services/conversation_service.py b/api/services/conversation_service.py
index 95482a2235f..f5085af59b6 100644
--- a/api/services/conversation_service.py
+++ b/api/services/conversation_service.py
@@ -1,7 +1,7 @@
 import contextlib
 import logging
 from collections.abc import Callable, Sequence
-from typing import Any, Union
+from typing import Any
 
 from graphon.variables.types import SegmentType
 from sqlalchemy import asc, desc, func, or_, select
@@ -37,7 +37,7 @@ class ConversationService:
         *,
         session: Session,
         app_model: App,
-        user: Union[Account, EndUser] | None,
+        user: Account | EndUser | None,
         last_id: str | None,
         limit: int,
         invoke_from: InvokeFrom,
@@ -119,7 +119,7 @@ class ConversationService:
         cls,
         app_model: App,
         conversation_id: str,
-        user: Union[Account, EndUser] | None,
+        user: Account | EndUser | None,
         name: str | None,
         auto_generate: bool,
     ):
@@ -159,7 +159,7 @@ class ConversationService:
         return conversation
 
     @classmethod
-    def get_conversation(cls, app_model: App, conversation_id: str, user: Union[Account, EndUser] | None):
+    def get_conversation(cls, app_model: App, conversation_id: str, user: Account | EndUser | None):
         conversation = db.session.scalar(
             select(Conversation)
             .where(
@@ -179,7 +179,7 @@ class ConversationService:
         return conversation
 
     @classmethod
-    def delete(cls, app_model: App, conversation_id: str, user: Union[Account, EndUser] | None):
+    def delete(cls, app_model: App, conversation_id: str, user: Account | EndUser | None):
         """
         Delete a conversation only if it belongs to the given user and app context.
 
@@ -209,7 +209,7 @@ class ConversationService:
         cls,
         app_model: App,
         conversation_id: str,
-        user: Union[Account, EndUser] | None,
+        user: Account | EndUser | None,
         limit: int,
         last_id: str | None,
         variable_name: str | None = None,
@@ -278,7 +278,7 @@ class ConversationService:
         app_model: App,
         conversation_id: str,
         variable_id: str,
-        user: Union[Account, EndUser] | None,
+        user: Account | EndUser | None,
         new_value: Any,
     ):
         """
diff --git a/api/services/message_service.py b/api/services/message_service.py
index 5c2978db21b..5b133b0c04a 100644
--- a/api/services/message_service.py
+++ b/api/services/message_service.py
@@ -1,5 +1,4 @@
 from collections.abc import Sequence
-from typing import Union
 
 from graphon.model_runtime.entities.model_entities import ModelType
 from pydantic import TypeAdapter
@@ -57,7 +56,7 @@ class MessageService:
     def pagination_by_first_id(
         cls,
         app_model: App,
-        user: Union[Account, EndUser] | None,
+        user: Account | EndUser | None,
         conversation_id: str,
         first_id: str | None,
         limit: int,
@@ -117,7 +116,7 @@ class MessageService:
     def pagination_by_last_id(
         cls,
         app_model: App,
-        user: Union[Account, EndUser] | None,
+        user: Account | EndUser | None,
         last_id: str | None,
         limit: int,
         conversation_id: str | None = None,
@@ -170,7 +169,7 @@ class MessageService:
         *,
         app_model: App,
         message_id: str,
-        user: Union[Account, EndUser] | None,
+        user: Account | EndUser | None,
         rating: FeedbackRating | None,
         content: str | None,
     ):
@@ -221,7 +220,7 @@ class MessageService:
         return [record.to_dict() for record in feedbacks]
 
     @classmethod
-    def get_message(cls, app_model: App, user: Union[Account, EndUser] | None, message_id: str):
+    def get_message(cls, app_model: App, user: Account | EndUser | None, message_id: str):
         message = db.session.scalar(
             select(Message)
             .where(
@@ -241,7 +240,7 @@ class MessageService:
 
     @classmethod
     def get_suggested_questions_after_answer(
-        cls, app_model: App, user: Union[Account, EndUser] | None, message_id: str, invoke_from: InvokeFrom
+        cls, app_model: App, user: Account | EndUser | None, message_id: str, invoke_from: InvokeFrom
     ) -> list[str]:
         if not user:
             raise ValueError("user cannot be None")
diff --git a/api/services/plugin/plugin_migration.py b/api/services/plugin/plugin_migration.py
index 1562d4e6966..442ccef1da6 100644
--- a/api/services/plugin/plugin_migration.py
+++ b/api/services/plugin/plugin_migration.py
@@ -5,7 +5,7 @@ import time
 from collections.abc import Mapping, Sequence
 from concurrent.futures import ThreadPoolExecutor
 from pathlib import Path
-from typing import Any
+from typing import Any, TypedDict
 from uuid import uuid4
 
 import click
@@ -14,7 +14,6 @@ import tqdm
 from flask import Flask, current_app
 from pydantic import TypeAdapter
 from sqlalchemy.orm import Session
-from typing_extensions import TypedDict
 
 from core.agent.entities import AgentToolEntity
 from core.helper import marketplace
diff --git a/api/services/retention/workflow_run/restore_archived_workflow_run.py b/api/services/retention/workflow_run/restore_archived_workflow_run.py
index c8362738ee8..d6ab62a84bf 100644
--- a/api/services/retention/workflow_run/restore_archived_workflow_run.py
+++ b/api/services/retention/workflow_run/restore_archived_workflow_run.py
@@ -13,13 +13,12 @@ from collections.abc import Callable
 from concurrent.futures import ThreadPoolExecutor
 from dataclasses import dataclass
 from datetime import datetime
-from typing import Any, cast
+from typing import Any, TypedDict, cast
 
 import click
 from pydantic import TypeAdapter
 from sqlalchemy.dialects.postgresql import insert as pg_insert
 from sqlalchemy.engine import CursorResult
-from typing_extensions import TypedDict
 
 
 class _TableInfo(TypedDict, total=False):
diff --git a/api/services/saved_message_service.py b/api/services/saved_message_service.py
index 77d1767c4be..90f01377123 100644
--- a/api/services/saved_message_service.py
+++ b/api/services/saved_message_service.py
@@ -1,5 +1,3 @@
-from typing import Union
-
 from sqlalchemy import select
 
 from extensions.ext_database import db
@@ -14,7 +12,7 @@ from services.message_service import MessageService
 class SavedMessageService:
     @classmethod
     def pagination_by_last_id(
-        cls, app_model: App, user: Union[Account, EndUser] | None, last_id: str | None, limit: int
+        cls, app_model: App, user: Account | EndUser | None, last_id: str | None, limit: int
     ) -> InfiniteScrollPagination:
         if not user:
             raise ValueError("User is required")
@@ -34,7 +32,7 @@ class SavedMessageService:
         )
 
     @classmethod
-    def save(cls, app_model: App, user: Union[Account, EndUser] | None, message_id: str):
+    def save(cls, app_model: App, user: Account | EndUser | None, message_id: str):
         if not user:
             return
         saved_message = db.session.scalar(
@@ -64,7 +62,7 @@ class SavedMessageService:
         db.session.commit()
 
     @classmethod
-    def delete(cls, app_model: App, user: Union[Account, EndUser] | None, message_id: str):
+    def delete(cls, app_model: App, user: Account | EndUser | None, message_id: str):
         if not user:
             return
         saved_message = db.session.scalar(
diff --git a/api/services/tools/api_tools_manage_service.py b/api/services/tools/api_tools_manage_service.py
index 0a6968700f8..dfc0c2c63f7 100644
--- a/api/services/tools/api_tools_manage_service.py
+++ b/api/services/tools/api_tools_manage_service.py
@@ -1,11 +1,10 @@
 import json
 import logging
-from typing import Any, cast
+from typing import Any, TypedDict, cast
 
 from graphon.model_runtime.utils.encoders import jsonable_encoder
 from httpx import get
 from sqlalchemy import select
-from typing_extensions import TypedDict
 
 from core.entities.provider_entities import ProviderConfig
 from core.tools.__base.tool_runtime import ToolRuntime
diff --git a/api/services/variable_truncator.py b/api/services/variable_truncator.py
index 62916cc2c93..5427b7b3a7a 100644
--- a/api/services/variable_truncator.py
+++ b/api/services/variable_truncator.py
@@ -3,7 +3,7 @@ from __future__ import annotations
 import dataclasses
 from abc import ABC, abstractmethod
 from collections.abc import Mapping
-from typing import Any, Generic, TypeAlias, TypeVar, overload
+from typing import Any, overload
 
 from graphon.file import File
 from graphon.nodes.variable_assigner.common.helpers import UpdatedVariable
@@ -43,12 +43,9 @@ class _PCKeys:
     CHILD_CONTENTS = "child_contents"
 
 
-_T = TypeVar("_T")
-
-
 @dataclasses.dataclass(frozen=True)
-class _PartResult(Generic[_T]):
-    value: _T
+class _PartResult[T]:
+    value: T
     value_size: int
     truncated: bool
 
@@ -61,7 +58,7 @@ class UnknownTypeError(Exception):
     pass
 
 
-JSONTypes: TypeAlias = int | float | str | list[object] | dict[str, object] | None | bool
+type JSONTypes = int | float | str | list[object] | dict[str, object] | None | bool
 
 
 @dataclasses.dataclass(frozen=True)
diff --git a/api/services/web_conversation_service.py b/api/services/web_conversation_service.py
index 5ef9e9be613..2c8a3be8631 100644
--- a/api/services/web_conversation_service.py
+++ b/api/services/web_conversation_service.py
@@ -1,5 +1,3 @@
-from typing import Union
-
 from sqlalchemy import select
 from sqlalchemy.orm import Session
 
@@ -20,7 +18,7 @@ class WebConversationService:
         *,
         session: Session,
         app_model: App,
-        user: Union[Account, EndUser] | None,
+        user: Account | EndUser | None,
         last_id: str | None,
         limit: int,
         invoke_from: InvokeFrom,
@@ -61,7 +59,7 @@ class WebConversationService:
         )
 
     @classmethod
-    def pin(cls, app_model: App, conversation_id: str, user: Union[Account, EndUser] | None):
+    def pin(cls, app_model: App, conversation_id: str, user: Account | EndUser | None):
         if not user:
             return
         pinned_conversation = db.session.scalar(
@@ -93,7 +91,7 @@ class WebConversationService:
         db.session.commit()
 
     @classmethod
-    def unpin(cls, app_model: App, conversation_id: str, user: Union[Account, EndUser] | None):
+    def unpin(cls, app_model: App, conversation_id: str, user: Account | EndUser | None):
         if not user:
             return
         pinned_conversation = db.session.scalar(
diff --git a/api/services/workflow/workflow_converter.py b/api/services/workflow/workflow_converter.py
index 399c82849f5..c1ad3f33ad0 100644
--- a/api/services/workflow/workflow_converter.py
+++ b/api/services/workflow/workflow_converter.py
@@ -1,5 +1,5 @@
 import json
-from typing import Any
+from typing import Any, TypedDict
 
 from graphon.file import FileUploadConfig
 from graphon.model_runtime.entities.llm_entities import LLMMode
@@ -7,7 +7,6 @@ from graphon.model_runtime.utils.encoders import jsonable_encoder
 from graphon.nodes import BuiltinNodeTypes
 from graphon.variables.input_entities import VariableEntity
 from sqlalchemy import select
-from typing_extensions import TypedDict
 
 from core.app.app_config.entities import (
     DatasetEntity,
diff --git a/api/services/workflow_app_service.py b/api/services/workflow_app_service.py
index bf178e8a44d..b5ab176ad20 100644
--- a/api/services/workflow_app_service.py
+++ b/api/services/workflow_app_service.py
@@ -1,12 +1,11 @@
 import json
 import uuid
 from datetime import datetime
-from typing import Any
+from typing import Any, TypedDict
 
 from graphon.enums import WorkflowExecutionStatus
 from sqlalchemy import and_, func, or_, select
 from sqlalchemy.orm import Session
-from typing_extensions import TypedDict
 
 from models import Account, App, EndUser, TenantAccountJoin, WorkflowAppLog, WorkflowArchiveLog, WorkflowRun
 from models.enums import AppTriggerType, CreatorUserRole
diff --git a/api/tasks/app_generate/workflow_execute_task.py b/api/tasks/app_generate/workflow_execute_task.py
index 489467651d0..8f2f5f261e6 100644
--- a/api/tasks/app_generate/workflow_execute_task.py
+++ b/api/tasks/app_generate/workflow_execute_task.py
@@ -3,7 +3,7 @@ import logging
 import uuid
 from collections.abc import Generator, Mapping
 from enum import StrEnum
-from typing import Annotated, Any, TypeAlias, Union
+from typing import Annotated, Any
 
 from celery import shared_task
 from flask import current_app, json
@@ -68,7 +68,7 @@ def _get_user_type_descriminator(value: Any):
         return None
 
 
-User: TypeAlias = Annotated[
+type User = Annotated[
     (Annotated[_Account, Tag(_UserType.ACCOUNT)] | Annotated[_EndUser, Tag(_UserType.END_USER)]),
     Discriminator(_get_user_type_descriminator),
 ]
@@ -93,7 +93,7 @@ class AppExecutionParams(BaseModel):
         cls,
         app_model: App,
         workflow: Workflow,
-        user: Union[Account, EndUser],
+        user: Account | EndUser,
         args: Mapping[str, Any],
         invoke_from: InvokeFrom,
         streaming: bool = True,
diff --git a/api/tests/test_containers_integration_tests/conftest.py b/api/tests/test_containers_integration_tests/conftest.py
index be8a1c6aab0..ef74893f070 100644
--- a/api/tests/test_containers_integration_tests/conftest.py
+++ b/api/tests/test_containers_integration_tests/conftest.py
@@ -12,7 +12,7 @@ import os
 from collections.abc import Generator
 from contextlib import contextmanager
 from pathlib import Path
-from typing import Protocol, TypeVar
+from typing import Protocol
 
 import psycopg2
 import pytest
@@ -48,11 +48,8 @@ class _CloserProtocol(Protocol):
         pass
 
 
-_Closer = TypeVar("_Closer", bound=_CloserProtocol)
-
-
 @contextmanager
-def _auto_close(closer: _Closer) -> Generator[_Closer, None, None]:
+def _auto_close[T: _CloserProtocol](closer: T) -> Generator[T, None, None]:
     yield closer
     closer.close()
 
diff --git a/api/tests/test_containers_integration_tests/models/test_types_enum_text.py b/api/tests/test_containers_integration_tests/models/test_types_enum_text.py
index 206c84c7509..9cf96c1ca70 100644
--- a/api/tests/test_containers_integration_tests/models/test_types_enum_text.py
+++ b/api/tests/test_containers_integration_tests/models/test_types_enum_text.py
@@ -1,6 +1,6 @@
 from collections.abc import Callable, Iterable
 from enum import StrEnum
-from typing import Any, NamedTuple, TypeVar
+from typing import Any, NamedTuple
 
 import pytest
 import sqlalchemy as sa
@@ -58,10 +58,7 @@ class _ColumnTest(_Base):
     long_value: Mapped[_EnumWithLongValue] = mapped_column(EnumText(enum_class=_EnumWithLongValue), nullable=False)
 
 
-_T = TypeVar("_T")
-
-
-def _first(it: Iterable[_T]) -> _T:
+def _first[T](it: Iterable[T]) -> T:
     ls = list(it)
     if not ls:
         raise ValueError("List is empty")
diff --git a/api/tests/unit_tests/controllers/console/test_document_detail_api_data_source_info.py b/api/tests/unit_tests/controllers/console/test_document_detail_api_data_source_info.py
index f8dd98fdb2a..9507fb4a75c 100644
--- a/api/tests/unit_tests/controllers/console/test_document_detail_api_data_source_info.py
+++ b/api/tests/unit_tests/controllers/console/test_document_detail_api_data_source_info.py
@@ -6,7 +6,7 @@ and data_source_detail_dict for all data_source_type values, including "local_fi
 """
 
 import json
-from typing import Generic, Literal, NotRequired, TypedDict, TypeVar, Union
+from typing import Literal, NotRequired, TypedDict
 
 from models.dataset import Document
 
@@ -31,12 +31,10 @@ class WebsiteCrawlInfo(TypedDict):
     job_id: str
 
 
-RawInfo = Union[LocalFileInfo, UploadFileInfo, NotionImportInfo, WebsiteCrawlInfo]
-T_type = TypeVar("T_type", bound=str)
-T_info = TypeVar("T_info", bound=Union[LocalFileInfo, UploadFileInfo, NotionImportInfo, WebsiteCrawlInfo])
+type RawInfo = LocalFileInfo | UploadFileInfo | NotionImportInfo | WebsiteCrawlInfo
 
 
-class Case(TypedDict, Generic[T_type, T_info]):
+class Case[T_type: str, T_info: RawInfo](TypedDict):
     data_source_type: T_type
     data_source_info: str
     expected_raw: T_info
@@ -47,7 +45,7 @@ UploadFileCase = Case[Literal["upload_file"], UploadFileInfo]
 NotionImportCase = Case[Literal["notion_import"], NotionImportInfo]
 WebsiteCrawlCase = Case[Literal["website_crawl"], WebsiteCrawlInfo]
 
-AnyCase = Union[LocalFileCase, UploadFileCase, NotionImportCase, WebsiteCrawlCase]
+type AnyCase = LocalFileCase | UploadFileCase | NotionImportCase | WebsiteCrawlCase
 
 
 case_1: LocalFileCase = {
diff --git a/api/tests/unit_tests/services/auth/test_auth_type.py b/api/tests/unit_tests/services/auth/test_auth_type.py
index 94073f451e0..fb67dabcc56 100644
--- a/api/tests/unit_tests/services/auth/test_auth_type.py
+++ b/api/tests/unit_tests/services/auth/test_auth_type.py
@@ -77,7 +77,6 @@ class TestAuthType:
 
     def test_auth_type_immutability(self):
         """Test that enum values cannot be modified"""
-        # In Python 3.11+, enum members are read-only
         with pytest.raises(AttributeError):
             AuthType.FIRECRAWL = "modified"
 
diff --git a/api/tests/unit_tests/tools/test_api_tool.py b/api/tests/unit_tests/tools/test_api_tool.py
index 4d5683dcbd6..2a8c6686d7d 100644
--- a/api/tests/unit_tests/tools/test_api_tool.py
+++ b/api/tests/unit_tests/tools/test_api_tool.py
@@ -1,6 +1,5 @@
 import json
 import operator
-from typing import TypeVar
 from unittest.mock import Mock, patch
 
 import httpx
@@ -16,10 +15,8 @@ from core.tools.entities.tool_entities import (
     ToolInvokeMessage,
 )
 
-_T = TypeVar("_T")
 
-
-def _get_message_by_type(msgs: list[ToolInvokeMessage], msg_type: type[_T]) -> ToolInvokeMessage | None:
+def _get_message_by_type[T](msgs: list[ToolInvokeMessage], msg_type: type[T]) -> ToolInvokeMessage | None:
     return next((i for i in msgs if isinstance(i.message, msg_type)), None)
 
 
diff --git a/api/uv.lock b/api/uv.lock
index 9ec408d3809..9381fabb403 100644
--- a/api/uv.lock
+++ b/api/uv.lock
@@ -1,31 +1,11 @@
 version = 1
 revision = 3
-requires-python = ">=3.11, <3.13"
+requires-python = "==3.12.*"
 resolution-markers = [
-    "python_full_version >= '3.12.4' and platform_python_implementation != 'PyPy' and sys_platform == 'linux'",
-    "python_full_version >= '3.12.4' and platform_python_implementation != 'PyPy' and sys_platform == 'win32'",
-    "python_full_version >= '3.12.4' and platform_python_implementation != 'PyPy' and sys_platform == 'emscripten'",
-    "python_full_version >= '3.12.4' and platform_python_implementation != 'PyPy' and sys_platform != 'emscripten' and sys_platform != 'linux' and sys_platform != 'win32'",
-    "python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_python_implementation != 'PyPy' and sys_platform == 'linux'",
-    "python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_python_implementation != 'PyPy' and sys_platform == 'win32'",
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