diff --git a/CHANGELOG.md b/CHANGELOG.md
index 833f214a9e..37fb723179 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -4203,6 +4203,13 @@ This release closes that milestone with **439 merged pull requests**.
   name existed. Values are now passed through as loaded, as BoxLite and the
   local provider already did. ([#6673])
 
+- **frontend:** A one-time scheduled task whose `run_at` is a bare date
+  (`"2026-12-07"`, which a chat-created task can carry) now shows midnight of
+  that day in the task's timezone, which is when the server runs it. The UI read
+  the trailing `-07` as a UTC offset and displayed UTC midnight instead: 08:00 in
+  `Asia/Shanghai`, and the previous evening west of UTC, in the task list,
+  detail, chat card and the edit form's prefilled time. ([#6692])
+
 ### Security
 
 - **authz:** Enforce permission checks on routes that only had authentication, and
@@ -9616,3 +9623,4 @@ with **180 merged pull requests** since the first 2.0 milestone tag.
 [#6666]: https://github.com/bytedance/deer-flow/pull/6666
 [#6673]: https://github.com/bytedance/deer-flow/pull/6673
 [#6681]: https://github.com/bytedance/deer-flow/pull/6681
+[#6692]: https://github.com/bytedance/deer-flow/pull/6692
diff --git a/CHANGELOG_zh.md b/CHANGELOG_zh.md
index cbf1d07b39..c0bb428b25 100644
--- a/CHANGELOG_zh.md
+++ b/CHANGELOG_zh.md
@@ -3226,6 +3226,11 @@
   或 agent 时变成空字符串；若同名主机变量存在，则变成该变量的值。现在这些值按
   加载结果原样传递，与 BoxLite 和本地提供者一致。([#6673])
 
+- **前端：** `run_at` 只有日期（如 `"2026-12-07"`，对话中创建的任务可能如此）的单次定时
+  任务，现在显示为任务时区当天的零点，与服务端实际执行时间一致。此前界面把末尾的
+  `-07` 误认为 UTC 偏移量，显示成 UTC 零点：在 `Asia/Shanghai` 显示为 08:00，在 UTC
+  以西的时区则显示为前一天晚上；任务列表、详情、对话卡片和编辑表单的预填时间都受影响。([#6692])
+
 ### 安全
 
 - **鉴权：** 仅有认证而无权限校验的路由现在会强制执行权限检查，且
@@ -7727,3 +7732,4 @@ DeerFlow 2.0 是围绕"超级智能体"框架的彻底重写，核心包含子
 [#6666]: https://github.com/bytedance/deer-flow/pull/6666
 [#6673]: https://github.com/bytedance/deer-flow/pull/6673
 [#6681]: https://github.com/bytedance/deer-flow/pull/6681
+[#6692]: https://github.com/bytedance/deer-flow/pull/6692
diff --git a/frontend/src/core/scheduled-tasks/cron.ts b/frontend/src/core/scheduled-tasks/cron.ts
index 7df2e1d0e0..bc47e83158 100644
--- a/frontend/src/core/scheduled-tasks/cron.ts
+++ b/frontend/src/core/scheduled-tasks/cron.ts
@@ -596,9 +596,19 @@ export function utcToZonedLocalInput(iso: string, timezone: string): string {
  * ("2026-10-07T09:00:00") meant in the task's zone, the same way the server
  * reads it; reading it with `new Date()` would use the viewer's zone instead.
  * A value with an offset is already an instant and is returned unchanged.
+ * A bare date ("2026-10-07") is midnight in the task's zone, as the server's
+ * `datetime.fromisoformat` reads it; it is matched first because its trailing
+ * "-07" would otherwise pass for a UTC offset.
  */
 export function onceRunAtInstant(runAt: string, timezone: string): string {
   const value = runAt.trim();
+  if (/^\d{4}-\d{2}-\d{2}$/.test(value)) {
+    try {
+      return zonedLocalToUtcIso(`${value}T00:00`, timezone || "UTC");
+    } catch {
+      return value;
+    }
+  }
   if (!value || /(?:Z|[+-]\d{2}(?::?\d{2})?)$/i.test(value)) {
     return value;
   }
diff --git a/frontend/tests/e2e/scheduled-task-date-only.spec.ts b/frontend/tests/e2e/scheduled-task-date-only.spec.ts
new file mode 100644
index 0000000000..1c1c42ac1c
--- /dev/null
+++ b/frontend/tests/e2e/scheduled-task-date-only.spec.ts
@@ -0,0 +1,68 @@
+import { expect, test } from "@playwright/test";
+
+import { mockLangGraphAPI } from "./utils/mock-api";
+
+// The viewer's zone differs from the task's, so a result that leans on either
+// UTC or the browser zone shows up as a wrong time.
+test.use({ timezoneId: "Asia/Shanghai" });
+
+test("a date-only run_at shows and edits as midnight in the task's zone", async ({
+  page,
+}) => {
+  const patches: Record<string, unknown>[] = [];
+  page.on("request", (request) => {
+    if (
+      request.method() === "PATCH" &&
+      new URL(request.url()).pathname.includes("/api/scheduled-tasks")
+    ) {
+      patches.push(request.postDataJSON() as Record<string, unknown>);
+    }
+  });
+  mockLangGraphAPI(page, {
+    threads: [],
+    scheduledTasks: [
+      {
+        id: "date-only-task",
+        thread_id: null,
+        title: "Date-only task",
+        prompt: "Summarize",
+        schedule_type: "once",
+        // As a chat-created task can store it; the server runs it at
+        // 2027-12-07 00:00 America/New_York.
+        schedule_spec: { run_at: "2027-12-07" },
+        timezone: "America/New_York",
+        status: "enabled",
+        next_run_at: "2027-12-07T05:00:00Z",
+        last_run_at: null,
+        last_run_id: null,
+        last_error: null,
+        run_count: 0,
+        created_at: "2026-09-01T00:00:00Z",
+        updated_at: "2026-09-01T00:00:00Z",
+      },
+    ],
+  });
+
+  // The schedule line drops the year inside the current year and turns
+  // relative ("Tomorrow") in the final week, so pin "now" well before the run.
+  await page.clock.setFixedTime(new Date("2026-10-01T00:00:00Z"));
+  await page.goto("/workspace/scheduled-tasks");
+  const detail = page.getByTestId("scheduled-task-detail");
+  // The schedule line itself, read from run_at. The separate next-run line
+  // comes from the server's next_run_at and was right even before.
+  await expect(
+    detail.getByText("Once, Dec 7, 2027 00:00 (America/New_York)", {
+      exact: true,
+    }),
+  ).toBeVisible();
+
+  await detail.getByRole("button", { name: "Edit", exact: true }).click();
+  const form = page.getByTestId("scheduled-task-form");
+  await expect(form.getByLabel("Run at")).toHaveValue("2027-12-07T00:00");
+
+  await form.getByLabel("Title", { exact: true }).fill("Renamed task");
+  await form.getByRole("button", { name: "Save changes", exact: true }).click();
+  await expect.poll(() => patches.length).toBe(1);
+  // Only the title changed, so the stored run_at is not rewritten.
+  expect(patches[0]).not.toHaveProperty("schedule_spec");
+});
diff --git a/frontend/tests/unit/components/workspace/schedule-edit-instant.dom.test.tsx b/frontend/tests/unit/components/workspace/schedule-edit-instant.dom.test.tsx
index 37c90015fc..d51a76ed04 100644
--- a/frontend/tests/unit/components/workspace/schedule-edit-instant.dom.test.tsx
+++ b/frontend/tests/unit/components/workspace/schedule-edit-instant.dom.test.tsx
@@ -62,6 +62,24 @@ test.each([
   expect(onChange).toHaveBeenLastCalledWith(initial);
 });
 
+test("a date-only run_at opens at midnight in the task's zone and is kept as sent", () => {
+  // The server runs a bare date at midnight in the task's zone; reading it as
+  // UTC midnight put the New York field on the previous evening.
+  const initial = once("2026-12-07");
+  const onChange = rs.fn();
+  const ui = render(
+    <ScheduledTaskScheduleInput
+      initial={initial}
+      onChange={onChange}
+      scheduleTypeLocked
+    />,
+  );
+  expect((ui.getByLabelText("Run at") as HTMLInputElement).value).toBe(
+    "2026-12-07T00:00",
+  );
+  expect(onChange).toHaveBeenLastCalledWith(initial);
+});
+
 test("parent feedback and title-only rerenders retain the original instant", () => {
   const original = once("2026-11-01T06:30:00Z");
   function Editor() {
diff --git a/frontend/tests/unit/core/scheduled-tasks/cron.test.ts b/frontend/tests/unit/core/scheduled-tasks/cron.test.ts
index 6ce8e1b112..092c4d792f 100644
--- a/frontend/tests/unit/core/scheduled-tasks/cron.test.ts
+++ b/frontend/tests/unit/core/scheduled-tasks/cron.test.ts
@@ -538,6 +538,17 @@ describe("onceRunAtInstant", () => {
     );
   });
 
+  test("a date-only run_at is midnight in the task's zone, as the server runs it", () => {
+    // `-07` at the end of a bare date is a day, not a UTC offset.
+    expect(onceRunAtInstant("2026-12-07", "Asia/Shanghai")).toBe(
+      "2026-12-06T16:00:00+00:00",
+    );
+    // West of UTC the old reading (UTC midnight) also fell on the previous day.
+    expect(onceRunAtInstant("2026-12-07", "America/New_York")).toBe(
+      "2026-12-07T05:00:00+00:00",
+    );
+  });
+
   test("a run_at with an offset is already an instant", () => {
     for (const value of [
       "2026-10-07T01:00:00Z",
@@ -655,4 +666,22 @@ describe("describeTaskSchedule for a chat-created one-time task", () => {
       }).text,
     ).toBe("Once, Oct 7 09:00 (America/New_York)");
   });
+
+  test("reads a date-only run_at as midnight on that day in the task's zone", () => {
+    for (const [timezone, expected] of [
+      ["Asia/Shanghai", "Once, Dec 7 00:00 (Asia/Shanghai)"],
+      ["America/New_York", "Once, Dec 7 00:00 (America/New_York)"],
+    ] as const) {
+      const task = {
+        schedule_type: "once" as const,
+        schedule_spec: { run_at: "2026-12-07" },
+        timezone,
+      };
+      expect(
+        describeTaskSchedule(task, "en-US", {
+          now: new Date("2026-10-01T00:00:00Z"),
+        }).text,
+      ).toBe(expected);
+    }
+  });
 });