feat(hub): render AI summary account breakdown as icon table

Replace pipe-separated account lines with a structured table from stats_snapshot, including exchange icons and position remarks.

Co-authored-by: Cursor <cursoragent@cursor.com>

manual_trading_hub/hub_ai/context.py

@@ -271,6 +271,28 @@ def format_context_text(payload: dict) -> str:
     return "\n".join(lines).strip()
 
 
+def format_account_remark(ac: dict) -> str:
+    """分户表格备注：持仓摘要或关注点。"""
+    positions = ac.get("positions") or []
+    if not positions:
+        issues = ac.get("issues") or []
+        if issues:
+            return "；".join(str(x) for x in issues[:2])
+        return "无"
+    parts: list[str] = []
+    for p in positions[:3]:
+        if not isinstance(p, dict):
+            continue
+        sym = p.get("symbol") or "?"
+        side = p.get("side") or "?"
+        contracts = p.get("contracts") if p.get("contracts") is not None else p.get("size")
+        upnl = _position_float_pnl(p)
+        parts.append(f"持仓: {sym} {side} 张数{contracts} 浮盈亏{upnl:.4f}U")
+    if len(positions) > 3:
+        parts.append(f"另有{len(positions) - 3}仓")
+    return "；".join(parts) if parts else "无"
+
+
 def format_chat_context_brief(payload: dict, max_chars: int = 2500) -> str:
     text = format_context_text(payload)
     if len(text) <= max_chars:

manual_trading_hub/hub_ai/prompts.py

@@ -19,7 +19,7 @@ SUMMARY_SYSTEM = """
 - **当前持仓浮盈亏(U)**：…（仅汇总已监控且有数据的账户）
 
 **2. 分户明细**
-每个账户一行：账户名 | 状态(已监控/未监控/连接异常) | 当日平仓盈亏 | 笔数 | 当前浮盈亏 | 备注
+中控页面会自动渲染分户表格，本节不要输出 pipe 分隔行或 Markdown 表格；可写一句「见下表」或直接留空。
 
 **3. 需关注**
 仅有依据时列出（如：某户当日亏损最大、浮亏偏大、Flask/Agent 异常、有持仓但无本地监控等）；若无则写「无」。

manual_trading_hub/hub_ai/summary.py

@@ -4,7 +4,7 @@ from __future__ import annotations
 from typing import Any
 
 from hub_ai.client import generate_text, model_label
-from hub_ai.context import build_daily_context
+from hub_ai.context import build_daily_context, format_account_remark
 from hub_ai.prompts import SUMMARY_SYSTEM, build_summary_user_prompt
 from hub_ai.store import append_summary, get_latest_summary, list_summaries
 
@@ -38,11 +38,13 @@ def generate_daily_summary(
         "totals": ctx.get("totals"),
         "by_account": {
             str(ac.get("key") or ac.get("id")): {
+                "key": ac.get("key"),
                 "name": ac.get("name"),
                 "status": ac.get("status"),
                 "pnl_u": (ac.get("trade_stats") or {}).get("total_pnl_u"),
                 "closed_count": (ac.get("trade_stats") or {}).get("closed_count"),
                 "float_pnl_u": ac.get("float_pnl_u"),
+                "remark": format_account_remark(ac),
                 "issues": ac.get("issues") or [],
             }
             for ac in ctx.get("accounts") or []