feat: 经验库每日 AI 巡检 + 管理面板——①experience_audit 表：逐条评审（具体可执行/无过时坐标/非对话续语/配方与序列一致 checklist），keep 直接归档、delete 标 pending 待人工，绝不自动删；人工 kept 后不再重复建议；②web_server 注册每日 03:47 巡检 job（Asia/Shanghai）；③API：经验列表（含巡检建议）/确认删除/保留/手动触发巡检；④AI 控制台右上角「🧠 经验库」面板：经验卡片 + 建议徽章与理由 + 删除（confirm）/保留按钮

static/admin/agent.js

@@ -296,3 +296,87 @@ function endRun(){
   _agentStream = null;
   scrollChat();
 }
+
+// ================== 经验库（自进化记忆管理） ==================
+function openExpLib(){
+  document.getElementById('agent-exp-overlay').style.display = 'flex';
+  loadExpLib();
+}
+function closeExpLib(){
+  document.getElementById('agent-exp-overlay').style.display = 'none';
+}
+function loadExpLib(){
+  const list = document.getElementById('exp-lib-list');
+  apiGet('/api/agent/experience').then(r=>{
+    if(!r||!r.ok){ showToast((r&&r.error)||'加载失败','error'); return; }
+    document.getElementById('exp-lib-last').textContent =
+      (r.last ? ('最近巡检 ' + r.last + '：' + (r.last_summary||'')) : '');
+    if(r.running){
+      list.innerHTML = '<div class="text-muted" style="padding:20px;text-align:center">🔍 AI 巡检进行中（约 1 分钟），完成后请刷新…</div>';
+      return;
+    }
+    const exps = r.experiences||[];
+    if(!exps.length){
+      list.innerHTML = '<div class="text-muted" style="padding:20px;text-align:center">暂无经验——跑一轮带手机操作的任务后会自动沉淀</div>';
+      return;
+    }
+    list.innerHTML = '';
+    exps.forEach(e=>{
+      const a = e.audit||{};
+      const card = document.createElement('div');
+      card.style.cssText = 'border:1px solid var(--card-line);border-radius:10px;padding:9px 13px;background:#0d1117';
+      // 徽章
+      let badge = '';
+      if(a.action === 'pending' && a.verdict === 'delete'){
+        badge = '<span style="background:#7f1d1d;color:#fecaca;font-size:10.5px;padding:1px 8px;border-radius:9px;margin-left:8px">⚠ 建议删除</span>';
+      }else if(a.action === 'kept'){
+        badge = '<span style="background:#0f3d2e;color:#a7f3d0;font-size:10.5px;padding:1px 8px;border-radius:9px;margin-left:8px">' +
+                (a.verdict === 'delete' ? '已人工保留' : '✓ 已保留') + '</span>';
+      }
+      let actBtns = '';
+      if(a.action === 'pending'){
+        actBtns = '<button class="btn btn-xs btn-danger" onclick="expDelete(' + e.id + ')">确认删除</button>'
+                + '<button class="btn btn-xs" onclick="expKeep(' + e.id + ')">保留</button>';
+      }else{
+        actBtns = '<button class="btn btn-xs" style="border-color:#7f1d1d;color:#f87171" onclick="expDelete(' + e.id + ')" title="强制删除此经验">删除</button>';
+      }
+      card.innerHTML =
+        '<div style="display:flex;align-items:center;gap:6px;font-size:12px">'
+        + '<span class="text-muted" style="font-family:var(--mono)">#' + e.id + '</span>'
+        + '<span class="text-muted">' + esc(e.created_at||'') + '</span>'
+        + '<span class="text-muted">引用 ' + (e.hits||0) + ' 次</span>' + badge
+        + '<span style="flex:1"></span>' + actBtns + '</div>'
+        + '<div style="font-size:13px;color:#e5e7eb;margin:5px 0 3px">' + esc(e.task_prompt) + '</div>'
+        + '<div class="text-muted" style="font-size:11.5px;line-height:1.6;white-space:pre-wrap">' + esc((e.recipe||'').slice(0,220)) + '</div>'
+        + (a.action === 'pending' && a.reason
+           ? '<div style="font-size:11.5px;color:#fbbf24;margin-top:5px">AI 建议理由：' + esc(a.reason)
+             + (a.score ? '（评分 ' + a.score + '/10）' : '') + '</div>'
+           : '');
+      list.appendChild(card);
+    });
+  });
+}
+function triggerExpAudit(){
+  apiPost('/api/agent/experience/audit',{}).then(r=>{
+    if(r&&r.ok){
+      showToast('巡检已启动，约 1 分钟完成','success');
+      document.getElementById('exp-lib-list').innerHTML =
+        '<div class="text-muted" style="padding:20px;text-align:center">🔍 AI 巡检进行中…</div>';
+      // 完成后自动刷新
+      setTimeout(()=>{ if(document.getElementById('agent-exp-overlay').style.display==='flex') loadExpLib(); }, 90000);
+    }else showToast((r&&r.error)||'巡检启动失败','error');
+  });
+}
+function expDelete(id){
+  if(!confirm('确认删除该经验？删除后不可恢复（下次相似任务不再自动参考）。')) return;
+  apiPost('/api/agent/experience/delete',{id:id}).then(r=>{
+    if(r&&r.ok){ showToast('已删除','success'); loadExpLib(); }
+    else showToast((r&&r.error)||'删除失败','error');
+  });
+}
+function expKeep(id){
+  apiPost('/api/agent/experience/keep',{id:id}).then(r=>{
+    if(r&&r.ok){ showToast('已保留，后续不再重复建议','success'); loadExpLib(); }
+    else showToast((r&&r.error)||'操作失败','error');
+  });
+}

templates/admin/monitor.html

@@ -469,6 +469,7 @@ body{background:var(--bg);font-family:var(--body);color:var(--text);font-size:14
         <span id="agent-running-tag" class="agent-running-tag" style="display:none">● 运行中</span>
         <button class="btn btn-xs btn-danger" id="btn-agent-stop" style="display:none" onclick="stopAgent()">■ 停止</button>
         <button class="btn btn-xs" onclick="newAgentSession()" title="清空当前对话并开启新会话">＋ 新建会话</button>
+        <button class="btn btn-xs" onclick="openExpLib()" title="查看/管理自进化经验库（每日 AI 巡检建议，删除需确认）">🧠 经验库</button>
         <button class="btn btn-xs" onclick="openAgentConfig()">⚙ 配置</button>
       </div>
     </div>
@@ -513,6 +514,24 @@ body{background:var(--bg);font-family:var(--body);color:var(--text);font-size:14
   </div>
 </div>
 
+<!-- ========== 经验库模态框（自进化记忆管理 + 每日 AI 巡检建议） ========== -->
+<div id="agent-exp-overlay" style="display:none;position:fixed;inset:0;background:rgba(0,0,0,.6);z-index:1320;align-items:center;justify-content:center">
+  <div style="background:#11151c;border:1px solid var(--card-line);border-radius:14px;padding:20px 22px;width:760px;max-width:94vw;max-height:86vh;display:flex;flex-direction:column">
+    <div style="display:flex;align-items:center;justify-content:space-between;margin-bottom:4px">
+      <div style="font-size:15px;font-weight:700">🧠 经验库<span class="text-muted" style="font-size:11.5px;font-weight:400;margin-left:8px" id="exp-lib-hint"></span></div>
+      <div style="display:flex;gap:6px;align-items:center">
+        <button class="btn btn-xs" onclick="triggerExpAudit()">🔍 立即巡检</button>
+        <button class="btn btn-xs" onclick="closeExpLib()">✕ 关闭</button>
+      </div>
+    </div>
+    <div class="text-muted" style="font-size:11.5px;padding:0 2px 8px;border-bottom:1px solid var(--card-line);margin-bottom:10px">
+      每次任务成功后会提炼「操作配方」存入经验库，下次相似任务自动参考；每日 03:47 AI 巡检给出疑似问题建议（删除需人工确认）。
+      <span id="exp-lib-last" class="text-muted"></span>
+    </div>
+    <div id="exp-lib-list" style="flex:1;overflow-y:auto;min-height:200px;display:flex;flex-direction:column;gap:8px"></div>
+  </div>
+</div>
+
 <!-- ========== Tab 4: 日志 ========== -->
 <div id="tab-logs" class="tab-panel">
   <div class="page-title">日志查看</div>

web/agent_api.py

@@ -79,6 +79,38 @@ CREATE TABLE IF NOT EXISTS agent_experience (
   hits INTEGER DEFAULT 0,
   created_at VARCHAR(20) DEFAULT '')"""
 
+# 经验巡检（AI 质检）：每日定时把经验交给模型评审，疑似问题标 pending 待人工确认。
+# 删除只允许人工（前端 confirm / 本 API），巡检绝不自动删。
+_AUDIT_TABLE = """
+CREATE TABLE IF NOT EXISTS experience_audit (
+  id INTEGER PRIMARY KEY AUTOINCREMENT,
+  exp_id INTEGER NOT NULL,
+  verdict TEXT DEFAULT '',       -- keep 保留 / delete 建议删除
+  score REAL DEFAULT 0,          -- 0-10 可用性评分
+  reason TEXT DEFAULT '',        -- 模型给出的理由
+  hits INTEGER DEFAULT 0,        -- 巡检时的引用次数（hits>0 被删要更谨慎）
+  action TEXT DEFAULT 'pending', -- pending 待人工确认 / kept 已保留 / deleted 已删除
+  audited_at VARCHAR(20) DEFAULT '')"""
+
+# 巡检评审提示词：模型只判「保留/建议删除」+ 评分 + 理由，不直接删。
+_AUDIT_PROMPT = """你是「手机自动化经验库」质检员。经验库存放 AI 成功操作手机后提炼的
+操作套路，下次相似任务会自动注入参考。请判断下面这条经验是否值得继续保留。
+
+判断标准（全部满足才保留）：
+1. 具体可执行：步骤是明确的工具操作（de_* 或清晰的中文步骤），不是「de_tap / de_input」
+   这类空泛占位，也没有编造不存在的工具名
+2. 不依赖易过时信息：不含写死的像素坐标（x,y 数字）这类界面一变就失效的步骤
+3. 是独立任务的操作套路（如「打开X搜索Y并点赞」），不是对话追问/抱怨/单次性内容
+4. 配方与下方实际操作序列大致一致，不是模型自由发挥编造
+
+经验内容：
+任务描述：{prompt}
+操作配方：{recipe}
+实际操作序列：{tool_seq}
+被引用次数：{hits}
+
+只输出 JSON：{{"keep": true或false, "score": 0到10的整数, "reason": "一句话中文理由"}}"""
+
 
 def _ensure_exp_table():
     try:
@@ -241,7 +273,186 @@ def _save_experience(prompt, recipe, tool_seq):
         return False
 
 
-# ================== 配置 ==================
+# ================== 经验巡检（AI 质检，删除需人工确认） ==================
+_audit_state = {"running": False, "last": "", "last_summary": ""}
+
+
+def _ensure_audit_table():
+    try:
+        db.session.execute(db.text(_AUDIT_TABLE))
+        db.session.commit()
+    except Exception:
+        pass
+
+
+def _review_one_exp(cfg, prompt, recipe, tool_seq, hits):
+    """调模型评审单条经验，返回 (verdict, score, reason)；失败保守返回保留。"""
+    try:
+        import httpx
+        body = {
+            "model": cfg.get("model") or "deepseek-v4-flash-vision-exp",
+            "messages": [{"role": "user",
+                          "content": _AUDIT_PROMPT.format(
+                              prompt=(prompt or "")[:400],
+                              recipe=(recipe or "")[:600],
+                              tool_seq=(tool_seq or "")[:600],
+                              hits=hits or 0)}],
+            "max_tokens": 200,
+        }
+        headers = {"Authorization": f"Bearer {cfg.get('api_key', '')}",
+                   "Content-Type": "application/json"}
+        r = httpx.post(f"{(cfg.get('api_base') or 'https://api.deepseek.com').rstrip('/')}/chat/completions",
+                       json=body, headers=headers, timeout=20)
+        if r.status_code != 200:
+            raise RuntimeError(f"HTTP {r.status_code}")
+        text = (((r.json() or {}).get("choices") or [{}])[0]
+                .get("message") or {}).get("content") or ""
+        m = re.search(r"\{.*\}", text, re.S)
+        if not m:
+            raise RuntimeError("响应无 JSON")
+        j = json.loads(m.group(0))
+        keep = bool(j.get("keep", True))
+        score = max(0, min(10, int(j.get("score", 5) or 5)))
+        reason = str(j.get("reason", ""))[:200]
+        return ("keep" if keep else "delete"), score, reason
+    except Exception as e:
+        _log.warning(f"经验评审失败（按保留处理）: {e}")
+        return "keep", 0, f"评审失败自动保留: {str(e)[:80]}"
+
+
+def run_experience_audit():
+    """巡检一轮：逐条评审经验 → 写 experience_audit。
+
+    规则：
+      - 最新已 kept / deleted 的经验不再重复评审（人工拍板过的尊重）
+      - 评审 keep → 直接 action=kept；delete → action=pending（等人工确认）
+      - 绝不自动删除；无 api_key 配置时跳过并记日志
+    由 web_server 每日定时调度或 API 手动触发（后台线程）。
+    """
+    if _audit_state["running"]:
+        _log.info("经验巡检已在运行，跳过本次触发")
+        return
+    _audit_state["running"] = True
+    try:
+        if _flask_app is None:
+            return
+        with _flask_app.app_context():
+            _ensure_exp_table()
+            _ensure_audit_table()
+            cfg = _read_cfg()
+            if not cfg.get("api_key"):
+                _log.info("经验巡检跳过：未配置 API Key")
+                return
+            rows = db.session.execute(db.text(
+                "SELECT id, task_prompt, recipe, tool_seq, hits FROM agent_experience "
+                "ORDER BY id")).fetchall()
+            if not rows:
+                _log.info("经验巡检：经验库为空")
+                return
+            from datetime import datetime
+            now = datetime.now().strftime("%Y-%m-%d %H:%M")
+            reviewed = suggested = 0
+            for exp_id, prompt, recipe, tool_seq, hits in rows:
+                # 最新一次人工/评审结论：kept / deleted 的不再打扰
+                last = db.session.execute(db.text(
+                    "SELECT action FROM experience_audit WHERE exp_id=:e "
+                    "ORDER BY id DESC LIMIT 1"), {"e": exp_id}).scalar()
+                if last in ("kept", "deleted"):
+                    continue
+                verdict, score, reason = _review_one_exp(
+                    cfg, prompt, recipe, tool_seq, hits)
+                action = "kept" if verdict == "keep" else "pending"
+                db.session.execute(db.text(
+                    "INSERT INTO experience_audit"
+                    "(exp_id, verdict, score, reason, hits, action, audited_at) "
+                    "VALUES(:e, :v, :s, :r, :h, :a, :t)"),
+                    {"e": exp_id, "v": verdict, "s": score, "r": reason,
+                     "h": hits or 0, "a": action, "t": now})
+                reviewed += 1
+                suggested += 1 if action == "pending" else 0
+            db.session.commit()
+            summary = f"评审 {reviewed} 条，建议删除 {suggested} 条（待人工确认）"
+            _audit_state.update(last=now, last_summary=summary)
+            _log.info("经验巡检完成: %s", summary)
+    except Exception as e:
+        _log.warning(f"经验巡检异常: {e}")
+    finally:
+        _audit_state["running"] = False
+
+
+# ================== 经验库管理 API ==================
+@bp.route("/api/agent/experience")
+@admin_required
+def agent_experience_list():
+    """经验库列表（含最近一次巡检结论），供 AI 控制台「🧠 经验库」面板管理。"""
+    _ensure_exp_table()
+    _ensure_audit_table()
+    rows = db.session.execute(db.text(
+        "SELECT e.id, e.task_prompt, e.recipe, e.tool_seq, e.hits, e.created_at, "
+        "a.verdict, a.score, a.reason, a.action, a.audited_at "
+        "FROM agent_experience e LEFT JOIN experience_audit a ON a.id = "
+        "(SELECT id FROM experience_audit WHERE exp_id = e.id ORDER BY id DESC LIMIT 1) "
+        "ORDER BY e.id DESC")).fetchall()
+    exps = []
+    for r in rows:
+        (eid, task_prompt, recipe, tool_seq, hits, created_at,
+         verdict, score, reason, action, audited_at) = r
+        audit = None
+        if action:
+            audit = {"verdict": verdict, "score": round(score or 0, 1),
+                     "reason": reason, "action": action, "at": audited_at}
+        exps.append({"id": eid, "task_prompt": task_prompt or "",
+                     "recipe": recipe or "", "tool_seq": tool_seq or "",
+                     "hits": hits or 0, "created_at": created_at or "",
+                     "audit": audit})
+    return jsonify({"ok": True, "running": _audit_state["running"],
+                    "last": _audit_state["last"],
+                    "last_summary": _audit_state["last_summary"],
+                    "experiences": exps})
+
+
+@bp.route("/api/agent/experience/delete", methods=["POST"])
+@admin_required
+def agent_experience_delete():
+    """人工确认删除经验（真删；前端有二次确认，巡检绝不自动调它）。"""
+    data = request.json or {}
+    exp_id = int(data.get("id") or 0)
+    if exp_id <= 0:
+        return jsonify({"ok": False, "error": "缺少 id"}), 400
+    db.session.execute(db.text(
+        "DELETE FROM agent_experience WHERE id=:i"), {"i": exp_id})
+    db.session.execute(db.text(
+        "UPDATE experience_audit SET action='deleted' "
+        "WHERE exp_id=:i AND action='pending'"), {"i": exp_id})
+    db.session.commit()
+    _log.info("人工确认删除经验 #%d", exp_id)
+    return jsonify({"ok": True, "msg": f"经验 #{exp_id} 已删除"})
+
+
+@bp.route("/api/agent/experience/audit", methods=["POST"])
+@admin_required
+def agent_experience_audit_now():
+    """手动触发一轮经验巡检（后台线程；进行中返回 409）。"""
+    if _audit_state["running"]:
+        return jsonify({"ok": False, "error": "巡检正在进行中"}), 409
+    threading.Thread(target=run_experience_audit, daemon=True).start()
+    return jsonify({"ok": True, "msg": "巡检已启动，完成后刷新列表查看建议"})
+
+
+@bp.route("/api/agent/experience/keep", methods=["POST"])
+@admin_required
+def agent_experience_keep():
+    """人工保留：撤销建议删除（该条后续巡检不再重复建议）。"""
+    data = request.json or {}
+    exp_id = int(data.get("id") or 0)
+    if exp_id <= 0:
+        return jsonify({"ok": False, "error": "缺少 id"}), 400
+    db.session.execute(db.text(
+        "UPDATE experience_audit SET action='kept' "
+        "WHERE exp_id=:i AND action='pending'"), {"i": exp_id})
+    db.session.commit()
+    return jsonify({"ok": True, "msg": f"经验 #{exp_id} 已保留"})
+
 @bp.route("/api/agent/config", methods=["GET"])
 @admin_required
 def agent_config_get():

web_server.py

@@ -57,6 +57,19 @@ from web.auth import _csrf_protect, _csrf_token
 context.init(mgr, apk_mgr, device_pool)
 register_blueprints(app)
 
+# 经验库每日 AI 巡检（凌晨 03:47）：评审标记疑似问题经验，删除只走人工确认。
+# 巡检线程在 run_experience_audit 内自建 app context，不依赖这里。
+try:
+    from apscheduler.schedulers.background import BackgroundScheduler
+    from apscheduler.triggers.cron import CronTrigger
+    from web.agent_api import run_experience_audit
+    _audit_sched = BackgroundScheduler(timezone="Asia/Shanghai")
+    _audit_sched.add_job(run_experience_audit, CronTrigger(hour=3, minute=47))
+    _audit_sched.start()
+    _log.info("经验库每日巡检已注册（03:47 Asia/Shanghai）")
+except Exception as e:
+    _log.warning(f"经验库巡检调度注册失败（不影响主服务）: {e}")
+
 
 @login_manager.user_loader
 def load_user(user_id):