diff --git a/每周五Review命令.md b/每周五Review命令.md
new file mode 100644
index 00000000..faa6d352
--- /dev/null
+++ b/每周五Review命令.md
@@ -0,0 +1,244 @@
+# 每周五 Bench Review 完整流程
+
+> 每周五在服务器上跑一遍，把输出贴给 AI 代理分析。
+> AI 代理按 AGENT.md 的 5 个维度给建议，人类拍板执行。
+
+---
+
+## 第 1 步：重新跑 30 天回测
+
+> **做什么**：用最新的 cache 数据，对 backtest.json 里的所有钱包（live + bench）跑一次 30 天模拟跟单，产出 portfolio.json
+>
+> **相关文件**：`backtest.json`（输入：钱包列表）-> `portfolio.json`（输出：前瞻盈亏）
+
+```bash
+cd /opt/winning-wallet-finder/live && python3 portfolio.py --days 30
+```
+
+---
+
+## 第 2 步：看每个钱包的前瞻盈亏排名
+
+> **做什么**：读 portfolio.json 的 wallets 数组，按 30 天前瞻 realized 盈亏排序，标注哪个是 LIVE 哪个是 bench
+>
+> **相关文件**：`portfolio.json`（读）-> `copybot.paper.json`（对比哪些是 LIVE）
+>
+> **这是决策的核心数据**：前瞻 realized > 0 才考虑保留，连续 2 周负考虑降级
+
+```bash
+python3 -c "
+import json
+d = json.load(open('portfolio.json'))
+live_names = {'Kruto2027','0xbadaf319','1kto1m','Vahan88','LSB1','EdwardIN','lma0o0o0o','Coteykens'}
+ws = d.get('wallets', [])
+print('=== 30天前瞻盈亏排名 ===')
+print(f'{\"钱包\":20s} {\"笔数\":>4s} {\"胜\":>3s} {\"负\":>3s} {\"卖\":>3s} {\"已实现\":>10s} {\"状态\":>6s}')
+print('-' * 60)
+for w in sorted(ws, key=lambda x: x.get('realized',0), reverse=True):
+    name = w.get('name','?')
+    tag = 'LIVE' if name in live_names else 'bench'
+    print(f'{name:20s} {w.get(\"bets\",0):4d} {w.get(\"won\",0):3d} {w.get(\"lost\",0):3d} {w.get(\"sold\",0):3d}  \${w.get(\"realized\",0):+9.2f}  {tag:>6s}')
+print(f'\n总计: equity \${d[\"equity\"]:,.0f} | realized \${d[\"realized\"]:+,.0f} | {d[\"resolved_count\"]} resolved')
+"
+```
+
+---
+
+## 第 3 步：看候选池排名
+
+> **做什么**：读 watch_sharps.json，按 copy_pnl 排序，看信念胜率和前瞻胜率
+>
+> **相关文件**：`watch_sharps.json`（daily.sh 自动产出）
+>
+> **注意**：copy_pnl 是 in-sample 的，会骗人（oliman2 copy_pnl #1 但前瞻亏）。只作参考，不作决策依据
+
+```bash
+cat watch_sharps.json | python3 -c "
+import sys,json
+data=json.load(sys.stdin)
+data.sort(key=lambda w: w.get('copy_pnl',0), reverse=True)
+print('=== watch_sharps 候选排名 ===')
+for i,w in enumerate(data):
+    name = w.get('name') or w.get('wallet','')[:10]
+    win = w.get('conv_win')
+    winstr = f'{win:.0f}%' if win is not None else '?'
+    fwd = w.get('fwd_win',0)
+    fwdstr = f'{fwd:.0f}%' if fwd else '?'
+    print(f'#{i+1:2d} {name:20s} copy_pnl+{w.get(\"copy_pnl\",0):5d} conv_win={winstr} fwd_win={fwdstr}')
+print(f'\n总共 {len(data)} 个候选')
+"
+```
+
+---
+
+## 第 4 步：看 floor 有没有漂移
+
+> **做什么**：读 daily.log 里 sync_floors 的输出，看有没有门槛大幅漂移的警告
+>
+> **相关文件**：`daily.log`（读）-> `copybot.paper.json`（floor 被 sync_floors.py 写入）
+>
+> **判断**：`⚠ floor X->Y` 漂移 > 15% -> 建议钉 floor_pin 防止 paper/live 门槛不一致
+
+```bash
+grep "floor" daily.log | tail -10
+```
+
+---
+
+## 第 5 步：看本周 bot 跟单记录
+
+> **做什么**：读 live bot 最近 7 天的日志，看 FOLLOW（跟了什么）、skip（跳过了什么）、OPEN（实际下单了什么）
+>
+> **相关文件**：journalctl（systemd 日志）
+>
+> **用途**：看 bot 实际跟了哪些信号、有没有异常（大量 skip / ORDER FAILED / RTDS down）
+
+```bash
+journalctl -u copybot-live --since "7 days ago" --no-pager | grep -E "FOLLOW|OPEN|skip" | tail -30
+```
+
+---
+
+## 第 6 步：看链上真实余额
+
+> **做什么**：通过 SecureClient 查存款钱包的实际 pUSD 余额
+>
+> **相关文件**：`/etc/copybot/live.env`（读私钥）-> Polymarket 链上
+>
+> **用途**：确认真实资金状况，对比 bot 账本是否一致（CASH≠CHAIN）
+
+```bash
+export LIVE_PRIVATE_KEY=$(grep LIVE_PRIVATE_KEY /etc/copybot/live.env | cut -d= -f2-) && export HTTPS_PROXY=http://127.0.0.1:7890 && python3 -c "from polymarket import SecureClient; c=SecureClient.create(private_key='$LIVE_PRIVATE_KEY'); b=c.get_balance_allowance(asset_type='COLLATERAL'); print('链上 pUSD: %.2f' % (b.balance/1e6)); c.close()"
+```
+
+---
+
+## 第 7 步：找出新候选（watch_sharps 里有但 backtest.json 里没有的）
+
+> **做什么**：对比 watch_sharps.json 和 backtest.json，找出 daily.sh 新筛出来但还没在观察区的钱包
+>
+> **相关文件**：`watch_sharps.json`（读：全部候选）+ `backtest.json`（读：已在观察的）
+>
+> **用途**：发现新钱包，如果 copy_pnl 高 + 信念胜率好，加到 backtest.json 开始观察前瞻表现
+
+```bash
+python3 -c "
+import json
+sharps = json.load(open('watch_sharps.json'))
+bt = json.load(open('backtest.json'))
+bt_addrs = {w['wallet'].lower() for w in bt['wallets']}
+
+new_candidates = [w for w in sharps if w.get('wallet','').lower() not in bt_addrs]
+new_candidates.sort(key=lambda w: w.get('copy_pnl',0), reverse=True)
+
+print('=== watch_sharps 里的新候选（不在 backtest.json 里）===')
+print(f'watch_sharps 总共 {len(sharps)} 个，backtest.json 已有 {len(bt[\"wallets\"])} 个')
+print(f'新候选: {len(new_candidates)} 个')
+print()
+print(f'{\"名字\":20s} {\"copy_pnl\":>10s} {\"信念胜率\":>8s} {\"前瞻胜率\":>8s}')
+print('-' * 50)
+for w in new_candidates[:15]:
+    name = w.get('name') or w.get('wallet','')[:10]
+    win = w.get('conv_win')
+    winstr = f'{win:.0f}%' if win is not None else '?'
+    fwd = w.get('fwd_win',0)
+    fwdstr = f'{fwd:.0f}%' if fwd else '?'
+    print(f'{name:20s} +{w.get(\"copy_pnl\",0):9d} {winstr:>8s} {fwdstr:>8s}')
+"
+```
+
+---
+
+## 一键跑全部 7 步
+
+> 如果想一次性跑完所有步骤，复制下面整段：
+
+```bash
+cd /opt/winning-wallet-finder/live
+
+echo "========== 第 1 步：跑回射 =========="
+python3 portfolio.py --days 30
+
+echo ""
+echo "========== 第 2 步：前瞻盈亏排名 =========="
+python3 -c "
+import json
+d = json.load(open('portfolio.json'))
+live_names = {'Kruto2027','0xbadaf319','1kto1m','Vahan88','LSB1','EdwardIN','lma0o0o0o','Coteykens'}
+ws = d.get('wallets', [])
+print('=== 30天前瞻盈亏排名 ===')
+print(f'{\"钱包\":20s} {\"笔数\":>4s} {\"胜\":>3s} {\"负\":>3s} {\"卖\":>3s} {\"已实现\":>10s} {\"状态\":>6s}')
+print('-' * 60)
+for w in sorted(ws, key=lambda x: x.get('realized',0), reverse=True):
+    name = w.get('name','?')
+    tag = 'LIVE' if name in live_names else 'bench'
+    print(f'{name:20s} {w.get(\"bets\",0):4d} {w.get(\"won\",0):3d} {w.get(\"lost\",0):3d} {w.get(\"sold\",0):3d}  \${w.get(\"realized\",0):+9.2f}  {tag:>6s}')
+print(f'\n总计: equity \${d[\"equity\"]:,.0f} | realized \${d[\"realized\"]:+,.0f} | {d[\"resolved_count\"]} resolved')
+"
+
+echo ""
+echo "========== 第 3 步：候选池排名 =========="
+cat watch_sharps.json | python3 -c "
+import sys,json
+data=json.load(sys.stdin)
+data.sort(key=lambda w: w.get('copy_pnl',0), reverse=True)
+print('=== watch_sharps 候选排名 ===')
+for i,w in enumerate(data):
+    name = w.get('name') or w.get('wallet','')[:10]
+    win = w.get('conv_win')
+    winstr = f'{win:.0f}%' if win is not None else '?'
+    fwd = w.get('fwd_win',0)
+    fwdstr = f'{fwd:.0f}%' if fwd else '?'
+    print(f'#{i+1:2d} {name:20s} copy_pnl+{w.get(\"copy_pnl\",0):5d} conv_win={winstr} fwd_win={fwdstr}')
+print(f'\n总共 {len(data)} 个候选')
+"
+
+echo ""
+echo "========== 第 4 步：floor 漂移 =========="
+grep "floor" daily.log | tail -10
+
+echo ""
+echo "========== 第 5 步：本周跟单记录 =========="
+journalctl -u copybot-live --since "7 days ago" --no-pager | grep -E "FOLLOW|OPEN|skip" | tail -30
+
+echo ""
+echo "========== 第 6 步：链上余额 =========="
+export LIVE_PRIVATE_KEY=$(grep LIVE_PRIVATE_KEY /etc/copybot/live.env | cut -d= -f2-) && export HTTPS_PROXY=http://127.0.0.1:7890 && python3 -c "from polymarket import SecureClient; c=SecureClient.create(private_key='$LIVE_PRIVATE_KEY'); b=c.get_balance_allowance(asset_type='COLLATERAL'); print('链上 pUSD: %.2f' % (b.balance/1e6)); c.close()"
+
+echo ""
+echo "========== 第 7 步：新候选 =========="
+python3 -c "
+import json
+sharps = json.load(open('watch_sharps.json'))
+bt = json.load(open('backtest.json'))
+bt_addrs = {w['wallet'].lower() for w in bt['wallets']}
+new_candidates = [w for w in sharps if w.get('wallet','').lower() not in bt_addrs]
+new_candidates.sort(key=lambda w: w.get('copy_pnl',0), reverse=True)
+print('=== watch_sharps 里的新候选（不在 backtest.json 里）===')
+print(f'watch_sharps 总共 {len(sharps)} 个，backtest.json 已有 {len(bt[\"wallets\"])} 个')
+print(f'新候选: {len(new_candidates)} 个')
+print()
+print(f'{\"名字\":20s} {\"copy_pnl\":>10s} {\"信念胜率\":>8s} {\"前瞻胜率\":>8s}')
+print('-' * 50)
+for w in new_candidates[:15]:
+    name = w.get('name') or w.get('wallet','')[:10]
+    win = w.get('conv_win')
+    winstr = f'{win:.0f}%' if win is not None else '?'
+    fwd = w.get('fwd_win',0)
+    fwdstr = f'{fwd:.0f}%' if fwd else '?'
+    print(f'{name:20s} +{w.get(\"copy_pnl\",0):9d} {winstr:>8s} {fwdstr:>8s}')
+"
+
+echo ""
+echo "========== 全部完成，把以上输出贴给 AI 代理分析 =========="
+```
+
+---
+
+## 跑完后
+
+1. 把全部输出复制给 AI 代理
+2. AI 代理按 AGENT.md 的 5 个维度分析，输出建议报告
+3. 人类根据建议做决策
+4. 人类在服务器执行变更（晋升/降级/钉 floor/加新候选）
+5. 变更后更新 `setup_wallets.py` 记录