diff --git a/CHANGELOG.md b/CHANGELOG.md
index 41766c34df..4724d5403f 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -26,6 +26,12 @@ This section accumulates work toward the **2.3.0** milestone
   plaintext, which with authorization disabled (the default) is every
   signed-in user. Non-secret knobs, `api_key_env` names and unset values are
   unchanged. ([#7665])
+- **gateway:** `GET /threads/{thread_id}/token-usage` now resolves the live
+  config in a worker thread. `build_context_usage` called the accessor inline,
+  and `get_app_config()` revalidates on every call — it digests the whole
+  `config.yaml`, then `extensions_config.json` — so a config edit landing just
+  before a thread view stalled the Gateway event loop that runs, streams and
+  every other thread share. The response is unchanged. ([#7727])
 
 ## [2.2.0] — 2026-10-29
 
@@ -15934,3 +15940,4 @@ with **180 merged pull requests** since the first 2.0 milestone tag.
 [#7659]: https://github.com/bytedance/deer-flow/pull/7659
 [#7665]: https://github.com/bytedance/deer-flow/pull/7665
 [#7723]: https://github.com/bytedance/deer-flow/pull/7723
+[#7727]: https://github.com/bytedance/deer-flow/pull/7727
diff --git a/CHANGELOG_zh.md b/CHANGELOG_zh.md
index a87009dbee..06297fbcc1 100644
--- a/CHANGELOG_zh.md
+++ b/CHANGELOG_zh.md
@@ -24,6 +24,10 @@
   此前它们按加载结果原样返回配置，而 `$VAR` 引用此时已被解析，因此 DeerMem 提取模型的密钥
   或 Honcho 的 `api_key` 会以明文返回给所有拥有 `memory:read` 的调用方；在默认关闭授权时，
   这就是所有已登录用户。非机密配置项、`api_key_env` 变量名和未设置的值保持不变。([#7665])
+- **网关：** `GET /threads/{thread_id}/token-usage` 现在在工作线程里解析实时配置。
+  此前 `build_context_usage` 直接内联调用该访问器，而 `get_app_config()` 每次调用都会重新校验
+  ——它先对整个 `config.yaml` 取摘要，再对 `extensions_config.json` 做同样的事——所以在有人打开
+  会话视图前刚好改了配置，就会让运行、消息流与其他线程共用的网关事件循环整段停顿。响应内容不变。([#7727])
 
 ## [2.2.0] — 2026-10-29
 
@@ -12701,3 +12705,4 @@ DeerFlow 2.0 是围绕"超级智能体"框架的彻底重写，核心包含子
 [#7659]: https://github.com/bytedance/deer-flow/pull/7659
 [#7665]: https://github.com/bytedance/deer-flow/pull/7665
 [#7723]: https://github.com/bytedance/deer-flow/pull/7723
+[#7727]: https://github.com/bytedance/deer-flow/pull/7727
diff --git a/backend/app/gateway/context_usage.py b/backend/app/gateway/context_usage.py
index ef0d6730cc..ccbc8e70c5 100644
--- a/backend/app/gateway/context_usage.py
+++ b/backend/app/gateway/context_usage.py
@@ -66,7 +66,10 @@ def build_context_usage_payload(*, token_count: int, max_context_tokens: int | N
 async def build_context_usage(request: Request, thread_id: str, run_store: Any, user_id: str | None = None) -> dict[str, Any] | None:
     """Return approximate usage for the latest materialized thread checkpoint."""
     try:
-        app_config = get_config()
+        # ``get_config`` revalidates ``config.yaml`` and
+        # ``extensions_config.json`` on every call (stat + full-file hash), so
+        # reading it here would put that IO on the loop every thread view pays.
+        app_config = await asyncio.to_thread(get_config)
     except HTTPException:
         return None
 
diff --git a/backend/tests/blocking_io/test_context_usage_config_read.py b/backend/tests/blocking_io/test_context_usage_config_read.py
new file mode 100644
index 0000000000..165f5be6d5
--- /dev/null
+++ b/backend/tests/blocking_io/test_context_usage_config_read.py
@@ -0,0 +1,132 @@
+"""Regression anchor: ``/threads/{id}/token-usage`` must read the live config off the loop.
+
+``build_context_usage`` resolves the model capacity for its payload through
+``app.gateway.deps.get_config``, which routes to ``get_app_config()``. That
+loader revalidates on every call — it stats and hashes the whole
+``config.yaml``, then does the same for ``extensions_config.json`` (see
+**Config Caching** in ``deerflow/config/AGENTS.md``) — and reparses both after
+an edit. ``GET /threads/{thread_id}/token-usage`` builds this payload on every
+request, while runs, streams and other threads share the same Gateway loop, so
+a view requested just after a config edit made that request stall the loop for
+the whole reload. The token count a few lines below the read was already
+offloaded with ``asyncio.to_thread``; the config read now joins it.
+
+Each anchor performs a real filesystem read and asserts the capacity that only
+the bytes on disk can produce, so it cannot pass because the read was stubbed
+away, and it records the calling thread so a dropped wrapper is attributed.
+"""
+
+from __future__ import annotations
+
+import asyncio
+import threading
+from collections.abc import AsyncIterator
+from pathlib import Path
+from types import SimpleNamespace
+from typing import Any
+
+import pytest
+import pytest_asyncio
+from blockbuster import BlockingError
+from fastapi import HTTPException
+from langchain_core.messages import HumanMessage
+
+from app.gateway import context_usage
+
+pytestmark = pytest.mark.asyncio
+
+_CAPACITY_ON_DISK = 4096
+_CONFIG_TEXT = f"model: disk-model\ntoken_capacity: {_CAPACITY_ON_DISK}\n"
+
+
+class _RecordingConfigLoader:
+    """``get_config`` stand-in that reads from disk, and remembers where it ran."""
+
+    def __init__(self, path: Path) -> None:
+        self.path = path
+        self.calls = 0
+        self.on_loop_thread = False
+
+    def __call__(self) -> SimpleNamespace:
+        self.calls += 1
+        self.on_loop_thread = threading.current_thread() is threading.main_thread()
+        name, capacity = self.path.read_text(encoding="utf-8").splitlines()
+        model_name = name.split(":", 1)[1].strip()
+        return SimpleNamespace(
+            models=[SimpleNamespace(name=model_name)],
+            get_model_config=lambda requested: SimpleNamespace(context_window=int(capacity.split(":", 1)[1])) if requested == model_name else None,
+        )
+
+
+class _Accessor:
+    async def aget(self, config: dict[str, Any]) -> SimpleNamespace:
+        return SimpleNamespace(values={"messages": [HumanMessage(content="context window probe")]})
+
+
+async def _stub_accessor_builder(request, *, thread_id: str):
+    return _Accessor(), {"configurable": {"thread_id": thread_id}}
+
+
+class _RunStore:
+    async def list_by_thread(self, thread_id: str, *, limit: int = 1, user_id: str | None = None):
+        return [{"model_name": "disk-model"}]
+
+
+def _write_capacity_file(path: Path) -> Path:
+    path.write_text(_CONFIG_TEXT, encoding="utf-8")
+    return path
+
+
+@pytest_asyncio.fixture
+async def loader(tmp_path: Path, monkeypatch: pytest.MonkeyPatch) -> AsyncIterator[_RecordingConfigLoader]:
+    # The strict gate wraps setup as well as the call, so the fixture's own
+    # write goes through a worker.
+    config_file = await asyncio.to_thread(_write_capacity_file, tmp_path / "capacity.yaml")
+    recorder = _RecordingConfigLoader(config_file)
+    monkeypatch.setattr(context_usage, "get_config", recorder)
+    monkeypatch.setattr(context_usage, "build_thread_checkpoint_state_accessor", _stub_accessor_builder)
+    yield recorder
+    await asyncio.to_thread(config_file.unlink)
+
+
+async def test_build_context_usage_reads_capacity_off_the_loop(loader: _RecordingConfigLoader) -> None:
+    payload = await context_usage.build_context_usage(SimpleNamespace(), "thread-1", _RunStore())
+
+    assert payload is not None
+    # The capacity only the file on disk can produce: the read was not stubbed away.
+    assert payload["max_context_tokens"] == _CAPACITY_ON_DISK
+    assert payload["token_count"] > 0
+    assert payload["percentage"] == pytest.approx(round(payload["token_count"] / _CAPACITY_ON_DISK * 100, 1))
+    assert loader.calls == 1
+    assert not loader.on_loop_thread, "the live config read ran on the event loop thread"
+
+
+async def test_offloaded_read_still_reports_an_unavailable_config(tmp_path: Path, monkeypatch: pytest.MonkeyPatch) -> None:
+    """Control: moving the read to a worker must not turn a 503 into a payload."""
+
+    def raise_unavailable() -> SimpleNamespace:
+        raise HTTPException(status_code=503, detail="Configuration not available")
+
+    monkeypatch.setattr(context_usage, "get_config", raise_unavailable)
+    monkeypatch.setattr(context_usage, "build_thread_checkpoint_state_accessor", _stub_accessor_builder)
+
+    assert await context_usage.build_context_usage(SimpleNamespace(), "thread-1", _RunStore()) is None
+
+
+async def test_inline_config_read_actually_trips_the_gate(tmp_path: Path, monkeypatch: pytest.MonkeyPatch) -> None:
+    """Meta-check: the gate is live around this module, so the anchor above is not vacuous.
+
+    The strict gate only trips when the blocking read sits under an ``app`` or
+    ``deerflow`` frame, so this calls the loader ``deps.get_config`` routes to.
+    That accessor maps every failure to 503, which would hide the
+    ``BlockingError``, hence the loader itself.
+    """
+    from deerflow.config.app_config import get_app_config, reset_app_config
+
+    monkeypatch.setenv("DEER_FLOW_CONFIG_PATH", str(tmp_path / "capacity.yaml"))
+    await asyncio.to_thread(reset_app_config)
+    try:
+        with pytest.raises(BlockingError):
+            get_app_config()
+    finally:
+        await asyncio.to_thread(reset_app_config)