diff --git a/ops/report.py b/ops/report.py
index fead48b..04f8fdf 100644
--- a/ops/report.py
+++ b/ops/report.py
@@ -193,6 +193,7 @@ def build_report(data_dir, snapshot=False, now=None):
     ledger = read_json(data_dir / 'ledger.json', {'entries': []})
     content = read_json(data_dir / 'content.json', {'items': []})
     tasks = read_json(data_dir / 'tasks.json', {'items': []})
+    queue = read_json(data_dir / 'workqueue.json', None)
     findings = read_json(data_dir / 'findings.json', {})
     api = read_json(data_dir / 'deepseek-usage.json', {})
     entries = []
@@ -230,6 +231,14 @@ def build_report(data_dir, snapshot=False, now=None):
     if not observed_this_period(findings.get('checked_at')):
         risks.append('基础验收记录未在本周期更新，历史成果未重复计作本周完成。')
     current = next((i for i in tasks.get('items', []) if i.get('status') == 'in_progress'), None)
+    next_actions = [i['title'] for i in tasks.get('items', []) if i.get('status') in ('todo', 'in_progress')][:8]
+    # A task queue is a current snapshot; it does not reconstruct the past reporting period.
+    if isinstance(queue, dict) and queue.get('schema') == 1 and isinstance(queue.get('tasks'), list):
+        safe = [i for i in queue['tasks'] if isinstance(i, dict) and i.get('status') in ('pending', 'running', 'blocked') and isinstance(i.get('title'), str) and isinstance(i.get('id'), str)]
+        safe.sort(key=lambda i: (0 if i['status'] == 'running' else 1 if i['status'] == 'pending' else 2, i.get('updated_at') or ''))
+        next_actions = [('核查新互动' if i['id'].startswith('interaction-') else i['title'][:100]) + ('（已阻塞）' if i['status'] == 'blocked' else '') for i in safe[:8]]
+        current = next(({'title': '核查新互动' if i['id'].startswith('interaction-') else i['title'][:100]} for i in safe if i['status'] == 'running'), None)
+
     identifier = end.strftime('%G-W%V') + ('-snapshot-' + now.strftime('%Y%m%dT%H%M%S') if snapshot else '')
     report = {
         'id': identifier,
@@ -239,7 +248,7 @@ def build_report(data_dir, snapshot=False, now=None):
         'summary': ('当前推进：' + current['title']) if current else '根据已归档的项目记录汇总；缺失数据保留待核算。',
         'highlights': highlights,
         'risks': risks,
-        'next_actions': [i['title'] for i in tasks.get('items', []) if i.get('status') in ('todo', 'in_progress')][:8],
+        'next_actions': next_actions,
         'decisions': findings.get('decisions', []),
         'metrics': {
             'published_project_videos': len(published),
@@ -260,7 +269,7 @@ def build_report(data_dir, snapshot=False, now=None):
         },
         'revenue': {'settled_cny': round(sum(e['amount'] for e in incomes), 2) if incomes else None, 'estimated_cny': None,
                     'notes': ['播放量不是结算收入，自有产品推广稿件是否纳入激励需单独验证。', '未结算或未归因到PawPlay的收益不算项目收入。']},
-        'sources': {'findings_checked_at': findings.get('checked_at'), 'ledger_entries_in_period': len(entries), 'content_ledger': 'content.json', 'usage_source': '本机会话计数（只保存汇总，不发布对话）'},
+        'sources': {'findings_checked_at': findings.get('checked_at'), 'ledger_entries_in_period': len(entries), 'content_ledger': 'content.json', 'next_actions_source': 'workqueue.json：报告生成时的任务快照' if isinstance(queue, dict) and queue.get('schema') == 1 and isinstance(queue.get('tasks'), list) else 'tasks.json：静态任务清单', 'usage_source': '本机会话计数（只保存汇总，不发布对话）'},
     }
     repo = collector.get('repository')
     if repo:
diff --git a/ops/test_report.py b/ops/test_report.py
index 1146a9e..d816616 100644
--- a/ops/test_report.py
+++ b/ops/test_report.py
@@ -76,5 +76,17 @@ class AccountingTests(unittest.TestCase):
             self.assertIsNone(value['cash_settlement_usd'])
 
 
+    def test_report_uses_current_queue_and_redacts_interaction_titles(self):
+        import json
+        with tempfile.TemporaryDirectory() as directory:
+            root = Path(directory)
+            (root / 'tasks.json').write_text(json.dumps({'items':[{'title':'旧计划','status':'todo'}]}))
+            (root / 'workqueue.json').write_text(json.dumps({'schema':1,'tasks':[{'id':'interaction-private','title':'私人消息内容','status':'running'}, {'id':'video','title':'制作挑战视频','status':'pending'}, {'id':'done','title':'已完成','status':'done'}]}))
+            path,_ = report.build_report(root, now=dt.datetime(2026,11,6,20,tzinfo=report.TZ))
+            value=report.read_json(path)
+            self.assertEqual(value['next_actions'],['核查新互动','制作挑战视频'])
+            self.assertNotIn('私人消息内容',json.dumps(value,ensure_ascii=False))
+            self.assertIn('workqueue.json',value['sources']['next_actions_source'])
+
 if __name__ == '__main__':
     unittest.main()