diff --git a/app/db.py b/app/db.py
index d2e76fe..804f722 100644
--- a/app/db.py
+++ b/app/db.py
@@ -398,6 +398,43 @@ def count_trades(
     return int(row["c"] if row else 0)
 
 
+def trades_fingerprint(
+    conn: sqlite3.Connection,
+    account_id: Optional[int] = None,
+    machine_id: Optional[int] = None,
+) -> str:
+    """列表/统计页轮询用：成交条数、最新 id/平仓时间、标注变化任一变即刷新。"""
+    clause, params = _trades_where(account_id, machine_id, hide_synthetic=True)
+    row = conn.execute(
+        f"""
+        SELECT COUNT(*) AS c,
+               COALESCE(MAX(t.id), 0) AS max_id,
+               COALESCE(MAX(t.close_time), 0) AS max_close,
+               COALESCE(MAX(t.open_time), 0) AS max_open,
+               SUM(CASE WHEN IFNULL(t.entry_style,'') != '' THEN 1 ELSE 0 END) AS annotated,
+               SUM(CASE WHEN IFNULL(t.review_issues,'') != '' THEN 1 ELSE 0 END) AS issues,
+               SUM(CASE WHEN t.close_time IS NULL OR t.close_time='' THEN 1 ELSE 0 END) AS open_n
+        FROM trades t
+        {clause}
+        """,
+        tuple(params),
+    ).fetchone()
+    if not row:
+        return "0"
+    return "|".join(
+        str(x)
+        for x in (
+            int(row["c"] or 0),
+            int(row["max_id"] or 0),
+            round(float(row["max_close"] or 0), 3),
+            round(float(row["max_open"] or 0), 3),
+            int(row["annotated"] or 0),
+            int(row["issues"] or 0),
+            int(row["open_n"] or 0),
+        )
+    )
+
+
 def list_trades(
     conn: sqlite3.Connection,
     limit: int = 200,
@@ -792,7 +829,7 @@ def trade_stats(
         "by_style": [
             _finalize_group(by_style[k])
             for k in style_order
-            if k in by_style and (by_style[k]["count"] or k in ENTRY_STYLES)
+            if k in by_style and by_style[k]["count"]
         ],
     }
 
diff --git a/app/routes.py b/app/routes.py
index de1d0f3..381d067 100644
--- a/app/routes.py
+++ b/app/routes.py
@@ -941,6 +941,20 @@ def register_routes(app: Flask) -> None:
             total_pages=total_pages,
         )
 
+    @app.get("/api/records/fingerprint")
+    @login_required
+    def records_fingerprint():
+        """复盘列表/统计页轮询：成交或标注变化时前端自动刷新。"""
+        u = current_user()
+        machine_raw = (request.args.get("machine_id") or "").strip()
+        account_id = None if u["role"] == "admin" else u.get("account_id")
+        _machines, machine_id = _resolve_machine_filter(u, machine_raw)
+        with database.get_db() as conn:
+            fp = database.trades_fingerprint(
+                conn, account_id=account_id, machine_id=machine_id
+            )
+        return jsonify({"ok": True, "fp": fp, "ts": database.now()})
+
     @app.get("/records/stats")
     @login_required
     def records_stats_page():
diff --git a/app/templates/records.html b/app/templates/records.html
index b03d97c..ff86b49 100644
--- a/app/templates/records.html
+++ b/app/templates/records.html
@@ -1,8 +1,11 @@
 {% extends "base.html" %}
 {% block title %}交易复盘 · {{ app_name }}{% endblock %}
 {% block content %}
-<h2 style="margin:0 0 6px">交易记录与复盘</h2>
-<p class="muted" style="margin:0 0 10px">按机器筛选 · 每页 {{ per_page }} 条 · 时间均为北京时间 · 已隐藏对账/去重影子记录</p>
+<h2 style="margin:0 0 6px;display:flex;align-items:center;gap:10px;flex-wrap:wrap">
+  交易记录与复盘
+  <span id="records-live-hint" class="tag" style="font-size:12px;font-weight:500">自动刷新中…</span>
+</h2>
+<p class="muted" style="margin:0 0 10px">按机器筛选 · 每页 {{ per_page }} 条 · 北京时间 · 成交变化会自动刷新 · 已隐藏对账/去重影子记录</p>
 
 <div style="display:flex;gap:8px;margin-bottom:14px;flex-wrap:wrap">
   <a class="btn" href="{{ url_for('records_page', machine_id=selected_machine_id) if selected_machine_id else url_for('records_page') }}">交易列表</a>
diff --git a/app/templates/records_stats.html b/app/templates/records_stats.html
index a5b5bd7..d3484da 100644
--- a/app/templates/records_stats.html
+++ b/app/templates/records_stats.html
@@ -1,9 +1,13 @@
 {% extends "base.html" %}
 {% block title %}统计看板 · {{ app_name }}{% endblock %}
 {% block content %}
-<h2 style="margin:0 0 6px">统计看板</h2>
+<h2 style="margin:0 0 6px;display:flex;align-items:center;gap:10px;flex-wrap:wrap">
+  统计看板
+  <span id="records-live-hint" class="tag" style="font-size:12px;font-weight:500">自动刷新中…</span>
+</h2>
 <p class="muted" style="margin:0 0 10px">
   默认按北京时间<strong>今日真实平仓</strong>统计；对账/去重产生的假平仓已排除。
+  成交/标注变化会<strong>自动刷新</strong>本页。
   {% if selected_period == 'today' and stats.day %}当前：{{ stats.day }}{% endif %}
   {% if stats.skipped_synthetic %} · 已排除假平仓 {{ stats.skipped_synthetic }} 笔{% endif %}
   {% if stats.skipped_dup_ticket %} · 已排除重复单号 {{ stats.skipped_dup_ticket }} 笔{% endif %}
@@ -82,6 +86,7 @@
 <div class="grid cols-2" style="margin-top:14px">
   <div class="card">
     <h3>按大类（顺势 / 反转 / 其他）</h3>
+    <p class="muted" style="margin:0 0 10px">需在复盘页选「入场形式」后才会分入顺势/反转；未选的汇总在「未标注」。</p>
     <table>
       <thead>
         <tr>
@@ -107,6 +112,7 @@
   </div>
   <div class="card">
     <h3>按入场形式（细项）</h3>
+    <p class="muted" style="margin:0 0 10px">只显示已标注过的形式；全部为「—」时请先打开复盘标注。</p>
     <table>
       <thead>
         <tr>
@@ -125,7 +131,7 @@
           <td class="muted">{{ g.avg_hold }}</td>
         </tr>
         {% else %}
-        <tr><td colspan="5" class="muted">暂无数据</td></tr>
+        <tr><td colspan="5" class="muted">暂无入场形式标注</td></tr>
         {% endfor %}
       </tbody>
     </table>
@@ -239,3 +245,46 @@
   </table>
 </div>
 {% endblock %}
+
+{% block scripts %}
+<script>
+(function () {
+  var fpUrl = {{ url_for('records_fingerprint')|tojson }};
+  var machineId = {{ (selected_machine_id or '')|tojson }};
+  var hint = document.getElementById('records-live-hint');
+  var lastFp = null;
+  var q = machineId ? ('?machine_id=' + encodeURIComponent(machineId)) : '';
+
+  function setHint(text, kind) {
+    if (!hint) return;
+    hint.textContent = text;
+    hint.className = 'tag' + (kind ? ' ' + kind : '');
+  }
+
+  function tick() {
+    fetch(fpUrl + q, { credentials: 'same-origin' })
+      .then(function (r) { return r.json(); })
+      .then(function (d) {
+        if (!d || !d.ok) return;
+        if (lastFp === null) {
+          lastFp = d.fp;
+          setHint('自动刷新 · 监听中', 'green');
+          return;
+        }
+        if (d.fp !== lastFp) {
+          setHint('有新成交，刷新中…', 'green');
+          location.reload();
+          return;
+        }
+        setHint('自动刷新 · 监听中', 'green');
+      })
+      .catch(function () {
+        setHint('自动刷新暂时不可用', '');
+      });
+  }
+
+  tick();
+  setInterval(tick, 3000);
+})();
+</script>
+{% endblock %}