diff --git a/airflow/__init__.py b/airflow/__init__.py
index c19d298092454..b2f58b5bc6dcb 100644
--- a/airflow/__init__.py
+++ b/airflow/__init__.py
@@ -22,6 +22,7 @@
 import os
 import sys
 import warnings
+from typing import TYPE_CHECKING
 
 if os.environ.get("_AIRFLOW_PATCH_GEVENT"):
     # If you are using gevents and start airflow webserver, you might want to run gevent monkeypatching
@@ -81,6 +82,13 @@
     # Deprecated lazy imports
     "AirflowException": (".exceptions", "AirflowException", True),
 }
+if TYPE_CHECKING:
+    # These objects are imported by PEP-562, however, static analyzers and IDE's
+    # have no idea about typing of these objects.
+    # Add it under TYPE_CHECKING block should help with it.
+    from airflow.models.dag import DAG
+    from airflow.models.dataset import Dataset
+    from airflow.models.xcom_arg import XComArg
 
 
 def __getattr__(name: str):
@@ -119,9 +127,9 @@ def __getattr__(name: str):
 
 
 if not settings.LAZY_LOAD_PROVIDERS:
-    from airflow import providers_manager
+    from airflow.providers_manager import ProvidersManager
 
-    manager = providers_manager.ProvidersManager()
+    manager = ProvidersManager()
     manager.initialize_providers_list()
     manager.initialize_providers_hooks()
     manager.initialize_providers_extra_links()
@@ -129,14 +137,3 @@ def __getattr__(name: str):
     from airflow import plugins_manager
 
     plugins_manager.ensure_plugins_loaded()
-
-
-# This is never executed, but tricks static analyzers (PyDev, PyCharm,)
-# into knowing the types of these symbols, and what
-# they contain.
-STATICA_HACK = True
-globals()["kcah_acitats"[::-1].upper()] = False
-if STATICA_HACK:  # pragma: no cover
-    from airflow.models.dag import DAG
-    from airflow.models.dataset import Dataset
-    from airflow.models.xcom_arg import XComArg
diff --git a/airflow/providers_manager.py b/airflow/providers_manager.py
index cf78673c057cc..244a1c4710727 100644
--- a/airflow/providers_manager.py
+++ b/airflow/providers_manager.py
@@ -31,13 +31,14 @@
 from dataclasses import dataclass
 from functools import wraps
 from time import perf_counter
-from typing import TYPE_CHECKING, Any, Callable, MutableMapping, NamedTuple, TypeVar, cast
+from typing import TYPE_CHECKING, Any, Callable, MutableMapping, NamedTuple, NoReturn, TypeVar
 
 from packaging.utils import canonicalize_name
 
 from airflow.exceptions import AirflowOptionalProviderFeatureException
 from airflow.hooks.filesystem import FSHook
 from airflow.hooks.package_index import PackageIndexHook
+from airflow.typing_compat import ParamSpec
 from airflow.utils import yaml
 from airflow.utils.entry_points import entry_points_with_dist
 from airflow.utils.log.logging_mixin import LoggingMixin
@@ -51,6 +52,9 @@
 else:
     from importlib_resources import files as resource_files
 
+PS = ParamSpec("PS")
+RT = TypeVar("RT")
+
 MIN_PROVIDER_VERSIONS = {
     "apache-airflow-providers-celery": "2.1.0",
 }
@@ -261,11 +265,6 @@ class ConnectionFormWidgetInfo(NamedTuple):
     is_sensitive: bool
 
 
-T = TypeVar("T", bound=Callable)
-
-logger = logging.getLogger(__name__)
-
-
 def log_debug_import_from_sources(class_name, e, provider_package):
     """Log debug imports from sources."""
     log.debug(
@@ -362,7 +361,7 @@ def _correctness_check(provider_package: str, class_name: str, provider_info: Pr
 
 # We want to have better control over initialization of parameters and be able to debug and test it
 # So we add our own decorator
-def provider_info_cache(cache_name: str) -> Callable[[T], T]:
+def provider_info_cache(cache_name: str) -> Callable[[Callable[PS, NoReturn]], Callable[PS, None]]:
     """
     Decorate and cache provider info.
 
@@ -370,23 +369,26 @@ def provider_info_cache(cache_name: str) -> Callable[[T], T]:
     :param cache_name: Name of the cache
     """
 
-    def provider_info_cache_decorator(func: T):
+    def provider_info_cache_decorator(func: Callable[PS, NoReturn]) -> Callable[PS, None]:
         @wraps(func)
-        def wrapped_function(*args, **kwargs):
+        def wrapped_function(*args: PS.args, **kwargs: PS.kwargs) -> None:
             providers_manager_instance = args[0]
+            if TYPE_CHECKING:
+                assert isinstance(providers_manager_instance, ProvidersManager)
+
             if cache_name in providers_manager_instance._initialized_cache:
                 return
             start_time = perf_counter()
-            logger.debug("Initializing Providers Manager[%s]", cache_name)
+            log.debug("Initializing Providers Manager[%s]", cache_name)
             func(*args, **kwargs)
             providers_manager_instance._initialized_cache[cache_name] = True
-            logger.debug(
+            log.debug(
                 "Initialization of Providers Manager[%s] took %.2f seconds",
                 cache_name,
                 perf_counter() - start_time,
             )
 
-        return cast(T, wrapped_function)
+        return wrapped_function
 
     return provider_info_cache_decorator
 
diff --git a/pyproject.toml b/pyproject.toml
index 39a0441488392..d47675c2650cf 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -343,7 +343,7 @@ required-imports = ["from __future__ import annotations"]
 combine-as-imports = true
 
 [tool.ruff.lint.per-file-ignores]
-"airflow/__init__.py" = ["F401"]
+"airflow/__init__.py" = ["F401", "TCH004"]
 "airflow/models/__init__.py" = ["F401", "TCH004"]
 "airflow/models/sqla_models.py" = ["F401"]