diff --git a/CHANGELOG.md b/CHANGELOG.md
index 5db5e3b71e..bace2d9577 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -327,6 +327,13 @@ This release closes that milestone with **181 merged pull requests**.
 
 ### Fixed
 
+- **scheduler:** Fixed-hour cron tasks no longer fire twice on the daylight-saving
+  fall-back day. `croniter` returns both occurrences of an ambiguous wall-clock
+  hour (the first with `fold=0`, the second with `fold=1`). For tasks where
+  neither minute nor hour contains a wildcard, the second occurrence is skipped
+  to preserve once-per-day semantics (Vixie cron contract), while wildcard
+  schedules (such as `0 * * * *`) still run in both occurrences of the repeated
+  hour. (issue #6052, [#6066])
 - **persistence:** A SQLite `checkpointer.connection_string` written as a
   `file:` URI now fails at startup instead of silently writing somewhere else.
   LangGraph's SQLite checkpointer and Store open connection strings without
@@ -6259,5 +6266,6 @@ with **180 merged pull requests** since the first 2.0 milestone tag.
 [#5987]: https://github.com/bytedance/deer-flow/pull/5987
 [#5991]: https://github.com/bytedance/deer-flow/pull/5991
 [#6015]: https://github.com/bytedance/deer-flow/pull/6015
+[#6066]: https://github.com/bytedance/deer-flow/pull/6066
 [#6069]: https://github.com/bytedance/deer-flow/pull/6069
 
diff --git a/CHANGELOG_zh.md b/CHANGELOG_zh.md
index 5f711bfde8..b9046e9b9a 100644
--- a/CHANGELOG_zh.md
+++ b/CHANGELOG_zh.md
@@ -332,6 +332,10 @@
 
 ### 修复
 
+- **调度器：** 固定小时的 cron 任务在夏令时回退（DST fall-back）当天不再重复运行两次。
+  `croniter` 会返回模糊本地时间的两个实例（首个为 `fold=0`，第二个为 `fold=1`）。
+  对于分和时字段不包含通配符的固定任务，现在会跳过第二个重复实例（`fold=1`），保持每天只运行一次
+  的契约（Vixie cron 规范），同时通配符计划（如 `0 * * * *`）仍会在重复的小时内每小时正常触发。（Issue #6052, [#6066]）
 - **持久化：** SQLite `checkpointer.connection_string` 若写成 `file:` URI，现在会在
   启动时报错，而不是悄悄写到别处。LangGraph 的 SQLite checkpointer 与 Store 打开
   连接串时未传 `uri=True`，SQLite 会把 URI 当作字面文件名：
@@ -5310,4 +5314,5 @@ DeerFlow 2.0 是围绕"超级智能体"框架的彻底重写，核心包含子
 [#5987]: https://github.com/bytedance/deer-flow/pull/5987
 [#5991]: https://github.com/bytedance/deer-flow/pull/5991
 [#6015]: https://github.com/bytedance/deer-flow/pull/6015
+[#6066]: https://github.com/bytedance/deer-flow/pull/6066
 [#6069]: https://github.com/bytedance/deer-flow/pull/6069
diff --git a/backend/packages/harness/deerflow/scheduler/schedules.py b/backend/packages/harness/deerflow/scheduler/schedules.py
index 50092c60c7..c483409f9e 100644
--- a/backend/packages/harness/deerflow/scheduler/schedules.py
+++ b/backend/packages/harness/deerflow/scheduler/schedules.py
@@ -30,6 +30,26 @@ def parse_interval_seconds(schedule_spec: dict[str, object]) -> int:
     return raw
 
 
+def _is_fixed_time_cron(cron_expr: str) -> bool:
+    """Return whether a cron expression specifies a single fixed minute and hour.
+
+    Expressions with wildcards ('*'), steps ('/'), ranges ('-'), or lists (',')
+    in either the minute or hour field (e.g. '0 0-23 * * *' or '*/15 2 * * *')
+    fire multiple times and should preserve all occurrences across repeated hours.
+    """
+    parts = cron_expr.strip().split()
+    if len(parts) >= 2:
+        minute, hour = parts[0], parts[1]
+        special = ("*", "/", "-", ",")
+        return not any(ch in minute or ch in hour for ch in special)
+    return False
+
+
+def _is_ambiguous_datetime(dt: datetime) -> bool:
+    """Return whether a local datetime is ambiguous (e.g. during a DST fall-back)."""
+    return dt.replace(fold=0).utcoffset() != dt.replace(fold=1).utcoffset()
+
+
 def next_run_at(
     schedule_type: str,
     schedule_spec: dict[str, object],
@@ -60,11 +80,24 @@ def next_run_at(
         cron_expr = normalize_cron_expression(str(schedule_spec.get("cron", "")))
         zone = ZoneInfo(timezone_name)
         local_now = now.astimezone(zone)
-        next_local = croniter(cron_expr, local_now).get_next(datetime)
+        it = croniter(cron_expr, local_now)
+        next_local = it.get_next(datetime)
         if next_local.tzinfo is None:
             next_local = next_local.replace(tzinfo=zone)
-        return next_local.astimezone(UTC)
 
+        # During a daylight-saving fall-back (e.g. 03:00 -> 02:00), an ambiguous
+        # wall-clock hour repeats twice. croniter returns both occurrences (the
+        # first with fold=0, the second with fold=1). For fixed-time tasks
+        # (where neither minute nor hour contains '*'), running twice on the
+        # same calendar day violates the cron contract (Vixie cron / POSIX
+        # behavior). Skip the second occurrence (fold=1) to preserve once-per-day
+        # semantics while letting wildcard schedules (e.g. '0 * * * *') fire each hour.
+        if next_local.fold == 1 and _is_fixed_time_cron(cron_expr) and _is_ambiguous_datetime(next_local):
+            next_local = it.get_next(datetime)
+            if next_local.tzinfo is None:
+                next_local = next_local.replace(tzinfo=zone)
+
+        return next_local.astimezone(UTC)
     if schedule_type == "interval":
         every_seconds = parse_interval_seconds(schedule_spec)
         return now.astimezone(UTC) + timedelta(seconds=every_seconds)
diff --git a/backend/tests/test_scheduled_task_schedules.py b/backend/tests/test_scheduled_task_schedules.py
index b02da11fa4..7c607f5ee4 100644
--- a/backend/tests/test_scheduled_task_schedules.py
+++ b/backend/tests/test_scheduled_task_schedules.py
@@ -74,6 +74,85 @@ def test_next_run_at_for_cron_uses_timezone():
     assert result == datetime(2026, 7, 1, 1, 0, tzinfo=UTC)
 
 
+def test_next_run_at_for_cron_skips_duplicate_fixed_hour_run_on_dst_fallback():
+    """A fixed-hour task runs once per day on DST fall-back (Vixie cron contract)."""
+    # Europe/Berlin fall-back: 2026-10-25 03:00 CEST turns back to 02:00 CET.
+    # 02:30 is ambiguous and occurs twice.
+    now = datetime(2026, 10, 24, 12, 0, tzinfo=UTC)
+    first = next_run_at("cron", {"cron": "30 2 * * *"}, "Europe/Berlin", now=now)
+    assert first == datetime(2026, 10, 25, 0, 30, tzinfo=UTC)  # 02:30 CEST (+02:00)
+
+    second = next_run_at("cron", {"cron": "30 2 * * *"}, "Europe/Berlin", now=first)
+    assert second == datetime(2026, 10, 26, 1, 30, tzinfo=UTC)  # 02:30 CET (+01:00) next day
+
+    # America/New_York fall-back: 2026-11-01 02:00 EDT turns back to 01:00 EST.
+    # 01:30 is ambiguous and occurs twice.
+    ny_now = datetime(2026, 10, 31, 12, 0, tzinfo=UTC)
+    ny_first = next_run_at("cron", {"cron": "30 1 * * *"}, "America/New_York", now=ny_now)
+    assert ny_first == datetime(2026, 11, 1, 5, 30, tzinfo=UTC)  # 01:30 EDT (-04:00)
+
+    ny_second = next_run_at("cron", {"cron": "30 1 * * *"}, "America/New_York", now=ny_first)
+    assert ny_second == datetime(2026, 11, 2, 6, 30, tzinfo=UTC)  # 01:30 EST (-05:00) next day
+
+    # Australia/Sydney fall-back (Southern Hemisphere): 2027-04-04 03:00 AEDT (+11:00) turns back to 02:00 AEST (+10:00).
+    # 02:30 is ambiguous and occurs twice.
+    syd_now = datetime(2027, 4, 3, 12, 0, tzinfo=UTC)
+    syd_first = next_run_at("cron", {"cron": "30 2 * * *"}, "Australia/Sydney", now=syd_now)
+    assert syd_first == datetime(2027, 4, 3, 15, 30, tzinfo=UTC)  # 02:30 AEDT (+11:00)
+
+    syd_second = next_run_at("cron", {"cron": "30 2 * * *"}, "Australia/Sydney", now=syd_first)
+    assert syd_second == datetime(2027, 4, 4, 16, 30, tzinfo=UTC)  # 02:30 AEST (+10:00) next day
+
+
+def test_next_run_at_for_cron_spring_forward_does_not_skip_day():
+    """Europe/Berlin spring-forward: 2027-03-28 02:00 CET jumps to 03:00 CEST.
+    02:30 does not exist and resolves to 03:00 with fold=0; must not be skipped."""
+    b_now = datetime(2027, 3, 27, 13, 0, tzinfo=UTC)
+    first = next_run_at("cron", {"cron": "30 2 * * *"}, "Europe/Berlin", now=b_now)
+    assert first == datetime(2027, 3, 28, 1, 0, tzinfo=UTC)  # 03:00 CEST (+02:00)
+
+    second = next_run_at("cron", {"cron": "30 2 * * *"}, "Europe/Berlin", now=first)
+    assert second == datetime(2027, 3, 29, 0, 30, tzinfo=UTC)  # 02:30 CEST next day
+
+
+def test_next_run_at_for_cron_wildcards_fire_in_repeated_dst_hour():
+    """Wildcard schedules (e.g. hourly) fire in both occurrences of the repeated hour."""
+    now = datetime(2026, 10, 24, 23, 0, tzinfo=UTC)
+    # 02:00 CEST (+02:00) -> 00:00 UTC
+    dt1 = next_run_at("cron", {"cron": "0 * * * *"}, "Europe/Berlin", now=now)
+    assert dt1 == datetime(2026, 10, 25, 0, 0, tzinfo=UTC)
+
+    # 02:00 CET (+01:00) -> 01:00 UTC
+    dt2 = next_run_at("cron", {"cron": "0 * * * *"}, "Europe/Berlin", now=dt1)
+    assert dt2 == datetime(2026, 10, 25, 1, 0, tzinfo=UTC)
+
+    # 03:00 CET (+01:00) -> 02:00 UTC
+    dt3 = next_run_at("cron", {"cron": "0 * * * *"}, "Europe/Berlin", now=dt2)
+    assert dt3 == datetime(2026, 10, 25, 2, 0, tzinfo=UTC)
+
+    # Step-minute schedule (*/15 2 * * *) fires in both occurrences of the repeated hour
+    now_step = datetime(2026, 10, 24, 23, 45, tzinfo=UTC)
+    step_first = next_run_at("cron", {"cron": "*/15 2 * * *"}, "Europe/Berlin", now=now_step)
+    assert step_first == datetime(2026, 10, 25, 0, 0, tzinfo=UTC)  # 02:00 CEST
+
+    # Hour range schedule (0 0-23 * * *) is semantically hourly and fires in both occurrences
+    range_dt1 = next_run_at("cron", {"cron": "0 0-23 * * *"}, "Europe/Berlin", now=now)
+    assert range_dt1 == datetime(2026, 10, 25, 0, 0, tzinfo=UTC)  # 02:00 CEST (+02:00)
+
+    range_dt2 = next_run_at("cron", {"cron": "0 0-23 * * *"}, "Europe/Berlin", now=range_dt1)
+    assert range_dt2 == datetime(2026, 10, 25, 1, 0, tzinfo=UTC)  # 02:00 CET (+01:00)
+
+    range_dt3 = next_run_at("cron", {"cron": "0 0-23 * * *"}, "Europe/Berlin", now=range_dt2)
+    assert range_dt3 == datetime(2026, 10, 25, 2, 0, tzinfo=UTC)  # 03:00 CET (+01:00)
+
+    # Hour list schedule (0 1,2,3 * * *) also fires in both occurrences of hour 2
+    list_dt1 = next_run_at("cron", {"cron": "0 1,2,3 * * *"}, "Europe/Berlin", now=now)
+    assert list_dt1 == datetime(2026, 10, 25, 0, 0, tzinfo=UTC)  # 02:00 CEST
+
+    list_dt2 = next_run_at("cron", {"cron": "0 1,2,3 * * *"}, "Europe/Berlin", now=list_dt1)
+    assert list_dt2 == datetime(2026, 10, 25, 1, 0, tzinfo=UTC)  # 02:00 CET
+
+
 def test_next_run_at_for_interval_adds_seconds_in_utc():
     now = datetime(2026, 7, 1, 0, 0, tzinfo=UTC)
     result = next_run_at(