diff --git a/tools/daemon_pool.py b/tools/daemon_pool.py
index 2fb5a61d0a24d..6489e9c897fa7 100644
--- a/tools/daemon_pool.py
+++ b/tools/daemon_pool.py
@@ -38,8 +38,9 @@ class DaemonThreadPoolExecutor(ThreadPoolExecutor):
     """ThreadPoolExecutor variant whose workers do not block process exit."""
 
     def _adjust_thread_count(self) -> None:
-        # Mirrors CPython's implementation (3.8–3.13) with two changes:
+        # Mirrors CPython's implementation (3.8–3.14) with two changes:
         # daemon=True and no _threads_queues registration.
+        # CPython 3.14 replaced _initializer/_initargs with WorkerContext.
         if self._idle_semaphore.acquire(timeout=0):
             return
 
@@ -49,15 +50,28 @@ def weakref_cb(_, q=self._work_queue):
         num_threads = len(self._threads)
         if num_threads < self._max_workers:
             thread_name = "%s_%d" % (self._thread_name_prefix or self, num_threads)
-            t = threading.Thread(
-                name=thread_name,
-                target=_worker,
-                args=(
+            if hasattr(self, "_initializer"):
+                # CPython 3.8–3.13
+                worker_args = (
                     weakref.ref(self, weakref_cb),
                     self._work_queue,
                     self._initializer,
                     self._initargs,
-                ),
+                )
+            else:
+                # CPython 3.14+: initializer/initargs folded into WorkerContext.
+                # The daemon pool never passes a custom initializer, so None/().
+                from concurrent.futures.thread import WorkerContext
+                create_ctx, _resolve = WorkerContext.prepare(None, ())
+                worker_args = (
+                    weakref.ref(self, weakref_cb),
+                    create_ctx(),
+                    self._work_queue,
+                )
+            t = threading.Thread(
+                name=thread_name,
+                target=_worker,
+                args=worker_args,
                 daemon=True,
             )
             t.start()