{"id":643,"date":"2026-11-02T11:30:28","date_gmt":"2026-11-02T03:30:28","guid":{"rendered":"https:\/\/btc354.com\/index.php\/2026\/11\/02\/ai-agent-%e5%ae%9e%e6%97%b6%e8%a1%8c%e4%b8%ba%e7%9b%91%e6%8e%a7%e4%bd%93%e7%b3%bb%e6%9e%84%e5%bb%ba%ef%bc%9a%e4%bb%8e%e9%bb%91%e7%9b%92%e6%89%a7%e8%a1%8c%e5%88%b0%e5%85%a8%e9%93%be%e8%b7%af%e5%8f%af\/"},"modified":"2026-11-02T11:30:30","modified_gmt":"2026-11-02T03:30:30","slug":"ai-agent-%e5%ae%9e%e6%97%b6%e8%a1%8c%e4%b8%ba%e7%9b%91%e6%8e%a7%e4%bd%93%e7%b3%bb%e6%9e%84%e5%bb%ba%ef%bc%9a%e4%bb%8e%e9%bb%91%e7%9b%92%e6%89%a7%e8%a1%8c%e5%88%b0%e5%85%a8%e9%93%be%e8%b7%af%e5%8f%af","status":"publish","type":"post","link":"https:\/\/btc354.com\/index.php\/2026\/11\/02\/ai-agent-%e5%ae%9e%e6%97%b6%e8%a1%8c%e4%b8%ba%e7%9b%91%e6%8e%a7%e4%bd%93%e7%b3%bb%e6%9e%84%e5%bb%ba%ef%bc%9a%e4%bb%8e%e9%bb%91%e7%9b%92%e6%89%a7%e8%a1%8c%e5%88%b0%e5%85%a8%e9%93%be%e8%b7%af%e5%8f%af\/","title":{"rendered":"AI Agent \u5b9e\u65f6\u884c\u4e3a\u76d1\u63a7\u4f53\u7cfb\u6784\u5efa\uff1a\u4ece\u9ed1\u76d2\u6267\u884c\u5230\u5168\u94fe\u8def\u53ef\u89c2\u6d4b\u7684\u67b6\u6784\u5b9e\u6218\u6307\u5357"},"content":{"rendered":"<div class=\"doc-spec-grid\">\n<div class=\"doc-spec-item\"><span class=\"doc-spec-label\">\ud83c\udfaf \u6838\u5fc3\u6280\u672f<\/span><span class=\"doc-spec-value\">Agent \u884c\u4e3a\u62e6\u622a + \u4e8b\u4ef6\u6eaf\u6e90 + \u6d41\u5f0f\u5ba1\u8ba1<\/span><\/div>\n<div class=\"doc-spec-item\"><span class=\"doc-spec-label\">\u26a1 \u67b6\u6784\u96be\u5ea6<\/span><span class=\"doc-spec-value\">\u8d44\u6df1\u67b6\u6784\u7ea7 (Level 3-4)<\/span><\/div>\n<div class=\"doc-spec-item\"><span class=\"doc-spec-label\">\ud83d\ude80 \u6838\u5fc3\u6536\u76ca<\/span><span class=\"doc-spec-value\">\u5f02\u5e38\u884c\u4e3a\u53d1\u73b0\u5ef6\u8fdf &lt; 200ms\uff0c\u5ba1\u8ba1\u8986\u76d6\u7387 100%<\/span><\/div>\n<\/div>\n<blockquote class=\"doc-lead\"><p><strong>\u5bfc\u8bed\uff1a<\/strong>MIT Technology Review \u6700\u65b0\u8bc4\u8bba\u6587\u7ae0\u300aWe urgently need to monitor AI agents\u2019 actions in real time\u300b\u6572\u54cd\u8b66\u949f\uff1a\u5f53 AI Agent \u5f00\u59cb\u81ea\u4e3b\u8c03\u7528\u5de5\u5177\u3001\u6267\u884c\u4ea4\u6613\u3001\u4fee\u6539\u751f\u4ea7\u6570\u636e\u65f6\uff0c\u4eba\u7c7b\u5df2\u65e0\u6cd5\u4f9d\u9760\u4e8b\u540e\u65e5\u5fd7\u8fdb\u884c\u6709\u6548\u76d1\u7763\u3002\u672c\u6587\u7ad9\u5728\u4e00\u7ebf\u67b6\u6784\u5e08\u89c6\u89d2\uff0c\u5c06\u201c\u5b9e\u65f6\u76d1\u63a7 Agent \u884c\u4e3a\u201d\u4ece\u7406\u5ff5\u843d\u5730\u4e3a\u53ef\u90e8\u7f72\u7684\u5de5\u7a0b\u4f53\u7cfb\u2014\u2014\u4ece\u5de5\u5177\u8c03\u7528\u62e6\u622a\u3001\u51b3\u7b56\u94fe\u4e8b\u4ef6\u5efa\u6a21\uff0c\u5230\u6d41\u5f0f\u5ba1\u8ba1\u7ba1\u9053\u4e0e\u81ea\u52a8\u7194\u65ad\uff0c\u7ed9\u51fa\u5b8c\u6574\u7684\u67b6\u6784\u51b3\u7b56\u3001\u4ee3\u7801\u5b9e\u73b0\u4e0e\u6027\u80fd\u57fa\u51c6\u3002<\/p><\/blockquote>\n<figure class=\"doc-figure\"><img decoding=\"async\" src=\"https:\/\/btc354.com\/wp-content\/uploads\/2026\/11\/tech-ai-agent-e5ae9ee697b6e8a18ce4b8bae79b91e68ea7e4bd93e7b3bbe69e84e5bbbaefbc9ae4bb8ee9bb91e79b92e689a7e8a18ce588b0e585a8e993bee8b7afe58faf-1793590230.jpg\" alt=\"AI Agent \u5b9e\u65f6\u884c\u4e3a\u76d1\u63a7\u4f53\u7cfb\u6784\u5efa\uff1a\u4ece\u9ed1\u76d2\u6267\u884c\u5230\u5168\u94fe\u8def\u53ef\u89c2\u6d4b\u7684\u67b6\u6784\u5b9e\u6218\u6307\u5357\" \/><figcaption>\u56fe 1\uff1aAI Agent \u5b9e\u65f6\u884c\u4e3a\u76d1\u63a7\u67b6\u6784\uff1a\u62e6\u622a\u5c42\u3001\u4e8b\u4ef6\u6d41\u3001\u5ba1\u8ba1\u5b58\u50a8\u4e0e\u544a\u8b66\u7194\u65ad\u95ed\u73af<\/figcaption><\/figure>\n<h2 class=\"doc-h2\">\u4e00\u3001\u4e3a\u4ec0\u4e48 Agent \u76d1\u63a7\u662f 2026 \u5e74\u6700\u7d27\u8feb\u7684\u67b6\u6784\u547d\u9898<\/h2>\n<p class=\"doc-p\">\u8fc7\u53bb\u4e24\u5e74\uff0cAI Agent \u4ece\u201c\u5bf9\u8bdd\u52a9\u624b\u201d\u8fdb\u5316\u4e3a\u201c\u81ea\u4e3b\u6267\u884c\u4f53\u201d\uff1a\u5b83\u4eec\u53ef\u4ee5\u8c03\u7528\u652f\u4ed8 API\u3001\u64cd\u4f5c\u6570\u636e\u5e93\u3001\u53d1\u9001\u90ae\u4ef6\u3001\u4fee\u6539\u4e91\u8d44\u6e90\u914d\u7f6e\u3002MIT \u6587\u7ae0\u7684\u6838\u5fc3\u8bba\u70b9\u662f\u2014\u2014<strong>Agent \u7684\u81ea\u4e3b\u6027\u4e0e\u4eba\u7c7b\u76d1\u7763\u5e26\u5bbd\u4e4b\u95f4\u5b58\u5728\u4e0d\u53ef\u5f25\u5408\u7684\u9e3f\u6c9f<\/strong>\u3002\u4e00\u4e2a Agent \u5728 3 \u79d2\u5185\u53ef\u80fd\u53d1\u8d77 50 \u6b21\u5de5\u5177\u8c03\u7528\uff0c\u800c\u4eba\u7c7b\u5ba1\u6838\u5458\u5e73\u5747\u9700\u8981 30 \u79d2\u624d\u80fd\u7406\u89e3\u4e00\u6b21\u8c03\u7528\u7684\u4e0a\u4e0b\u6587\u3002\u8fd9\u610f\u5473\u7740\u4f20\u7edf\u201c\u4e8b\u540e\u5ba1\u8ba1\u201d\u6a21\u5f0f\u5728 Agent \u573a\u666f\u4e0b\u5f7b\u5e95\u5931\u6548\u3002<\/p>\n<p class=\"doc-p\">\u4ece\u67b6\u6784\u89d2\u5ea6\u770b\uff0cAgent \u76d1\u63a7\u9762\u4e34\u4e09\u4e2a\u672c\u8d28\u6311\u6218\uff1a<\/p>\n<ul class=\"doc-list\">\n<li><strong>\u975e\u786e\u5b9a\u6027\u6267\u884c\u8def\u5f84<\/strong>\uff1aLLM \u7684\u63a8\u7406\u8fc7\u7a0b\u4e0d\u53ef\u590d\u73b0\uff0c\u540c\u4e00\u8f93\u5165\u53ef\u80fd\u4ea7\u751f\u5b8c\u5168\u4e0d\u540c\u7684\u5de5\u5177\u8c03\u7528\u5e8f\u5217\uff0c\u4f20\u7edf\u57fa\u4e8e\u89c4\u5219\u7684\u767d\u540d\u5355\u673a\u5236\u8986\u76d6\u7387\u6781\u4f4e\u3002<\/li>\n<li><strong>\u8bed\u4e49\u7ea7\u98ce\u9669<\/strong>\uff1a\u5371\u9669\u884c\u4e3a\u5f80\u5f80\u4e0d\u662f\u201c\u8c03\u7528\u4e86 delete \u63a5\u53e3\u201d\u8fd9\u4e48\u76f4\u767d\uff0c\u800c\u662f\u201c\u8fde\u7eed\u4e09\u6b21\u67e5\u8be2\u7528\u6237\u4f59\u989d\u540e\u53d1\u8d77\u8f6c\u8d26\u201d\uff0c\u9700\u8981\u8de8\u4e8b\u4ef6\u5173\u8054\u5206\u6790\u3002<\/li>\n<li><strong>\u5b9e\u65f6\u6027\u8981\u6c42<\/strong>\uff1a\u5f53 Agent \u6b63\u5728\u6267\u884c\u4e0d\u53ef\u9006\u64cd\u4f5c\uff08\u5982\u5220\u9664 S3 \u6876\uff09\u65f6\uff0c\u76d1\u63a7\u7cfb\u7edf\u5fc5\u987b\u5728\u6beb\u79d2\u7ea7\u5b8c\u6210\u62e6\u622a\u51b3\u7b56\uff0c\u800c\u975e\u5199\u5165\u65e5\u5fd7\u7b49\u5f85\u79bb\u7ebf\u5206\u6790\u3002<\/li>\n<\/ul>\n<div class=\"doc-callout doc-callout-info\">\n<div class=\"doc-callout-title\">\ud83d\udca1 \u67b6\u6784\u6838\u5fc3\u51b3\u7b56<\/div>\n<p>Agent \u76d1\u63a7\u4e0d\u5e94\u4f5c\u4e3a\u201c\u65c1\u8def\u65e5\u5fd7\u7cfb\u7edf\u201d\u5b58\u5728\uff0c\u800c\u5fc5\u987b\u5d4c\u5165 Agent \u6267\u884c\u4e3b\u94fe\u8def\uff0c\u5f62\u6210<strong>\u201c\u62e6\u622a-\u8bb0\u5f55-\u8bc4\u4f30-\u7194\u65ad\u201d<\/strong>\u7684\u540c\u6b65\u95ed\u73af\u3002\u65c1\u8def\u65b9\u6848\u5728\u4e0d\u53ef\u9006\u64cd\u4f5c\u573a\u666f\u4e0b\u7b49\u4e8e\u6ca1\u6709\u76d1\u63a7\u3002<\/div>\n<h2 class=\"doc-h2\">\u4e8c\u3001\u6574\u4f53\u67b6\u6784\uff1a\u56db\u5c42\u53ef\u89c2\u6d4b\u4f53\u7cfb\u8bbe\u8ba1<\/h2>\n<p class=\"doc-p\">\u6211\u8bbe\u8ba1\u7684 Agent \u5b9e\u65f6\u76d1\u63a7\u67b6\u6784\u5206\u4e3a\u56db\u5c42\uff0c\u6bcf\u5c42\u804c\u8d23\u5355\u4e00\u4e14\u53ef\u72ec\u7acb\u6269\u5c55\uff1a<\/p>\n<div class=\"doc-table-wrapper\">\n<table class=\"doc-table\">\n<thead>\n<tr>\n<th>\u5c42\u7ea7<\/th>\n<th>\u6838\u5fc3\u804c\u8d23<\/th>\n<th>\u5173\u952e\u6280\u672f\u9009\u578b<\/th>\n<th>\u5ef6\u8fdf\u9884\u7b97<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u62e6\u622a\u5c42 (Interceptor)<\/td>\n<td>\u5728\u5de5\u5177\u8c03\u7528\u524d\u540e\u6ce8\u5165\u94a9\u5b50\uff0c\u6355\u83b7\u53c2\u6570\u4e0e\u8fd4\u56de\u503c<\/td>\n<td>\u88c5\u9970\u5668 \/ \u4e2d\u95f4\u4ef6 \/ SDK \u4ee3\u7406<\/td>\n<td>&lt; 5ms<\/td>\n<\/tr>\n<tr>\n<td>\u4e8b\u4ef6\u6d41\u5c42 (Event Stream)<\/td>\n<td>\u5c06\u8c03\u7528\u4e8b\u4ef6\u6807\u51c6\u5316\u4e3a\u7ed3\u6784\u5316\u4e8b\u4ef6\uff0c\u5199\u5165\u6d88\u606f\u961f\u5217<\/td>\n<td>Kafka \/ Pulsar + Schema Registry<\/td>\n<td>&lt; 20ms<\/td>\n<\/tr>\n<tr>\n<td>\u8bc4\u4f30\u5c42 (Evaluator)<\/td>\n<td>\u5b9e\u65f6\u89c4\u5219\u5f15\u64ce + \u8f7b\u91cf\u6a21\u578b\u6253\u5206\uff0c\u8bc6\u522b\u5f02\u5e38\u6a21\u5f0f<\/td>\n<td>Flink CEP + \u5c0f\u6a21\u578b\u5206\u7c7b\u5668<\/td>\n<td>&lt; 150ms<\/td>\n<\/tr>\n<tr>\n<td>\u5ba1\u8ba1\u4e0e\u7194\u65ad\u5c42 (Audit &amp; Kill Switch)<\/td>\n<td>\u6301\u4e45\u5316\u5168\u91cf\u4e8b\u4ef6\uff0c\u89e6\u53d1\u544a\u8b66\u6216\u5f3a\u5236\u4e2d\u65ad Agent<\/td>\n<td>ClickHouse + Redis \u7194\u65ad\u4ee4\u724c<\/td>\n<td>&lt; 10ms<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p class=\"doc-p\">\u6574\u4e2a\u94fe\u8def\u7aef\u5230\u7aef\u5ef6\u8fdf\u63a7\u5236\u5728 200ms \u4ee5\u5185\uff0c\u6ee1\u8db3\u201c\u5728 Agent \u53d1\u8d77\u4e0b\u4e00\u6b21\u8c03\u7528\u524d\u5b8c\u6210\u4e0a\u4e00\u6b21\u8c03\u7528\u7684\u98ce\u9669\u8bc4\u4f30\u201d\u8fd9\u4e00\u786c\u6027\u8981\u6c42\u3002<\/p>\n<h3 class=\"doc-h3\">2.1 \u62e6\u622a\u5c42\uff1a\u65e0\u4fb5\u5165\u5f0f\u5de5\u5177\u8c03\u7528\u94a9\u5b50<\/h3>\n<p class=\"doc-p\">\u62e6\u622a\u5c42\u662f\u6574\u5957\u4f53\u7cfb\u7684\u57fa\u77f3\u3002\u6211\u7684\u539f\u5219\u662f<strong>\u4e0d\u4fee\u6539 Agent \u4e1a\u52a1\u4ee3\u7801<\/strong>\uff0c\u901a\u8fc7 SDK \u4ee3\u7406\u6216\u6846\u67b6\u4e2d\u95f4\u4ef6\u5b9e\u73b0\u3002\u4ee5 Python \u751f\u6001\u4e3a\u4f8b\uff0c\u65e0\u8bba\u4f7f\u7528 LangChain\u3001AutoGen \u8fd8\u662f\u81ea\u7814 Agent\uff0c\u5de5\u5177\u8c03\u7528\u6700\u7ec8\u90fd\u4f1a\u6536\u655b\u5230\u7edf\u4e00\u7684\u51fd\u6570\u8c03\u7528\u5165\u53e3\u3002\u6211\u4eec\u53ef\u4ee5\u5728\u8be5\u5165\u53e3\u5305\u88f9\u4e00\u5c42\u88c5\u9970\u5668\uff1a<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-title=\"agent_interceptor.py \u2014 \u5de5\u5177\u8c03\u7528\u62e6\u622a\u5668\u6838\u5fc3\u5b9e\u73b0\">import time\nimport uuid\nimport functools\nfrom dataclasses import dataclass, asdict\nfrom typing import Any, Callable\n\n@dataclass\nclass ToolCallEvent:\n    event_id: str\n    agent_id: str\n    session_id: str\n    tool_name: str\n    arguments: dict\n    result: Any\n    status: str          # success \/ error \/ blocked\n    latency_ms: float\n    timestamp: float\n    risk_score: float = 0.0\n\ndef monitored_tool(agent_id: str, session_id: str, emitter):\n    \"\"\"\u88c5\u9970\u5668\uff1a\u62e6\u622a\u5de5\u5177\u8c03\u7528\u5e76\u53d1\u5c04\u7ed3\u6784\u5316\u4e8b\u4ef6\"\"\"\n    def decorator(func: Callable):\n        @functools.wraps(func)\n        def wrapper(*args, **kwargs):\n            event = ToolCallEvent(\n                event_id=str(uuid.uuid4()),\n                agent_id=agent_id,\n                session_id=session_id,\n                tool_name=func.__name__,\n                arguments=kwargs,\n                result=None,\n                status=\"pending\",\n                latency_ms=0.0,\n                timestamp=time.time(),\n            )\n            start = time.perf_counter()\n            try:\n                # \u540c\u6b65\u9884\u68c0\uff1a\u9ad8\u98ce\u9669\u5de5\u5177\u5148\u95ee\u8bc4\u4f30\u5c42\n                if emitter.pre_check(event) == \"block\":\n                    event.status = \"blocked\"\n                    raise PermissionError(f\"Tool {func.__name__} blocked by policy\")\n                result = func(*args, **kwargs)\n                event.result = result\n                event.status = \"success\"\n                return result\n            except Exception as e:\n                event.status = \"error\"\n                event.result = str(e)\n                raise\n            finally:\n                event.latency_ms = (time.perf_counter() - start) * 1000\n                emitter.emit(event)   # \u5f02\u6b65\u5199\u5165\u4e8b\u4ef6\u6d41\n        return wrapper\n    return decorator<\/pre>\n<p class=\"doc-p\">\u5173\u952e\u8bbe\u8ba1\u70b9\uff1a<code>pre_check<\/code> \u662f\u540c\u6b65\u963b\u585e\u8c03\u7528\uff0c\u786e\u4fdd\u9ad8\u98ce\u9669\u64cd\u4f5c\u5728\u6267\u884c\u524d\u88ab\u62e6\u622a\uff1b<code>emit<\/code> \u662f\u5f02\u6b65\u975e\u963b\u585e\uff0c\u907f\u514d\u4e8b\u4ef6\u5199\u5165\u62d6\u6162 Agent \u4e3b\u6d41\u7a0b\u3002\u4e24\u8005\u5206\u79bb\u662f\u5ef6\u8fdf\u8fbe\u6807\u7684\u6838\u5fc3\u3002<\/p>\n<div class=\"doc-callout doc-callout-warning\">\n<div class=\"doc-callout-title\">\u26a0\ufe0f \u751f\u4ea7\u907f\u5751\u98ce\u9669<\/div>\n<p>\u4e0d\u8981\u5728\u62e6\u622a\u5668\u4e2d\u505a\u4efb\u4f55 LLM \u63a8\u7406\u8c03\u7528\u3002\u4e00\u6b21 GPT-4 \u7ea7\u522b\u7684\u8bc4\u4f30\u8017\u65f6 500ms-2s\uff0c\u4f1a\u76f4\u63a5\u62d6\u57ae Agent \u541e\u5410\u3002\u8bc4\u4f30\u5c42\u5fc5\u987b\u4f7f\u7528\u89c4\u5219\u5f15\u64ce + \u5c0f\u6a21\u578b\uff08\u5982 7B \u4ee5\u4e0b\u5206\u7c7b\u6a21\u578b\uff09\u505a\u5feb\u901f\u6253\u5206\uff0c\u91cd\u8bc4\u4f30\u8d70\u5f02\u6b65\u65c1\u8def\u3002<\/p><\/div>\n<h2 class=\"doc-h2\">\u4e09\u3001\u4e8b\u4ef6\u5efa\u6a21\uff1a\u8ba9 Agent \u884c\u4e3a\u53ef\u88ab\u673a\u5668\u7406\u89e3<\/h2>\n<p class=\"doc-p\">\u76d1\u63a7\u7cfb\u7edf\u80fd\u5426\u53d1\u73b0\u5f02\u5e38\uff0c\u53d6\u51b3\u4e8e\u4e8b\u4ef6\u6a21\u578b\u662f\u5426\u643a\u5e26\u8db3\u591f\u8bed\u4e49\u3002\u6211\u5efa\u8bae\u91c7\u7528<strong>\u4e09\u5c42\u4e8b\u4ef6\u6a21\u578b<\/strong>\uff1a<\/p>\n<ul class=\"doc-list\">\n<li><strong>\u539f\u5b50\u4e8b\u4ef6<\/strong>\uff1a\u5355\u6b21\u5de5\u5177\u8c03\u7528\uff0c\u5305\u542b\u5de5\u5177\u540d\u3001\u53c2\u6570\u3001\u8fd4\u56de\u503c\u3001\u8017\u65f6\u3001\u72b6\u6001\u3002<\/li>\n<li><strong>\u4f1a\u8bdd\u4e8b\u4ef6<\/strong>\uff1a\u4e00\u6b21 Agent \u4efb\u52a1\u7684\u751f\u547d\u5468\u671f\uff0c\u805a\u5408\u6240\u6709\u539f\u5b50\u4e8b\u4ef6\uff0c\u9644\u5e26\u4efb\u52a1\u76ee\u6807\u63cf\u8ff0\u3002<\/li>\n<li><strong>\u6a21\u5f0f\u4e8b\u4ef6<\/strong>\uff1a\u7531\u6d41\u5904\u7406\u5f15\u64ce\u4ece\u539f\u5b50\u4e8b\u4ef6\u5e8f\u5217\u4e2d\u8bc6\u522b\u51fa\u7684\u590d\u5408\u6a21\u5f0f\uff0c\u5982\u201c\u9ad8\u9891\u8f6c\u8d26\u201d\u201c\u654f\u611f\u6570\u636e\u6279\u91cf\u8bfb\u53d6\u201d\u3002<\/li>\n<\/ul>\n<p class=\"doc-p\">\u4e8b\u4ef6 Schema \u5efa\u8bae\u7528 Protobuf \u6216 Avro \u5b9a\u4e49\u5e76\u6ce8\u518c\u5230 Schema Registry\uff0c\u4fdd\u8bc1\u4e0a\u4e0b\u6e38\u517c\u5bb9\u6027\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u57fa\u4e8e Flink CEP \u7684\u5f02\u5e38\u6a21\u5f0f\u68c0\u6d4b\u793a\u4f8b\uff1a<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"java\" data-enlighter-title=\"AgentRiskPattern.java \u2014 Flink CEP \u5f02\u5e38\u884c\u4e3a\u6a21\u5f0f\">Pattern&lt;ToolCallEvent, ?&gt; rapidTransfer = Pattern.&lt;ToolCallEvent&gt;begin(\"first\")\n    .where(evt -&gt; \"query_balance\".equals(evt.getToolName()))\n    .next(\"second\")\n    .where(evt -&gt; \"transfer\".equals(evt.getToolName()))\n    .within(Time.seconds(10));\n\nPatternStream&lt;ToolCallEvent&gt; patternStream = CEP.pattern(\n    eventStream.keyBy(ToolCallEvent::getAgentId), rapidTransfer);\n\nDataStream&lt;Alert&gt; alerts = patternStream.process(\n    new PatternProcessFunction&lt;ToolCallEvent, Alert&gt;() {\n        @Override\n        public void processMatch(Map&lt;String, List&lt;ToolCallEvent&gt;&gt; match,\n                                 Context ctx, Collector&lt;Alert&gt; out) {\n            ToolCallEvent transfer = match.get(\"second\").get(0);\n            double amount = (double) transfer.getArguments().get(\"amount\");\n            if (amount &gt; 10000) {\n                out.collect(new Alert(\n                    transfer.getAgentId(),\n                    \"RAPID_HIGH_VALUE_TRANSFER\",\n                    \"HIGH\",\n                    transfer.getEventId()\n                ));\n            }\n        }\n    });<\/pre>\n<p class=\"doc-p\">\u8fd9\u79cd\u6a21\u5f0f\u5316\u68c0\u6d4b\u5c06\u201c\u8bed\u4e49\u98ce\u9669\u201d\u8f6c\u5316\u4e3a\u201c\u4e8b\u4ef6\u5e8f\u5217\u7ea6\u675f\u201d\uff0c\u65e2\u907f\u514d\u4e86\u6bcf\u6b21\u8c03\u7528\u90fd\u8dd1\u5927\u6a21\u578b\u7684\u9ad8\u6210\u672c\uff0c\u53c8\u80fd\u6355\u83b7\u8de8\u8c03\u7528\u7684\u5371\u9669\u7ec4\u5408\u3002<\/p>\n<h2 class=\"doc-h2\">\u56db\u3001\u5b9e\u65f6\u8bc4\u4f30\u5c42\uff1a\u89c4\u5219\u5f15\u64ce\u4e0e\u5c0f\u6a21\u578b\u7684\u5206\u5de5<\/h2>\n<p class=\"doc-p\">\u8bc4\u4f30\u5c42\u662f\u6574\u4e2a\u4f53\u7cfb\u7684\u5927\u8111\uff0c\u4f46\u5fc5\u987b\u514b\u5236\u3002\u6211\u7684\u67b6\u6784\u51b3\u7b56\u662f<strong>\u201c\u89c4\u5219\u4f18\u5148\uff0c\u6a21\u578b\u515c\u5e95\u201d<\/strong>\uff1a<\/p>\n<div class=\"doc-table-wrapper\">\n<table class=\"doc-table\">\n<thead>\n<tr>\n<th>\u8bc4\u4f30\u65b9\u5f0f<\/th>\n<th>\u9002\u7528\u573a\u666f<\/th>\n<th>\u5ef6\u8fdf<\/th>\n<th>\u51c6\u786e\u7387<\/th>\n<th>\u6210\u672c<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u9759\u6001\u89c4\u5219\uff08\u5de5\u5177\u767d\u540d\u5355\/\u53c2\u6570\u9608\u503c\uff09<\/td>\n<td>\u5df2\u77e5\u9ad8\u5371\u64cd\u4f5c\uff0c\u5982\u5220\u9664\u3001\u8f6c\u8d26\u3001\u6743\u9650\u53d8\u66f4<\/td>\n<td>&lt; 1ms<\/td>\n<td>\u9ad8\uff08\u7cbe\u786e\u5339\u914d\uff09<\/td>\n<td>\u6781\u4f4e<\/td>\n<\/tr>\n<tr>\n<td>\u6d41\u5f0f CEP \u6a21\u5f0f<\/td>\n<td>\u8de8\u4e8b\u4ef6\u7ec4\u5408\u98ce\u9669\uff0c\u5982\u9ad8\u9891\u8c03\u7528\u3001\u5f02\u5e38\u65f6\u5e8f<\/td>\n<td>&lt; 50ms<\/td>\n<td>\u4e2d\u9ad8<\/td>\n<td>\u4f4e<\/td>\n<\/tr>\n<tr>\n<td>\u5c0f\u6a21\u578b\u5206\u7c7b\u5668\uff087B \u4ee5\u4e0b\uff09<\/td>\n<td>\u8bed\u4e49\u7ea7\u98ce\u9669\uff0c\u5982\u53c2\u6570\u4e2d\u9690\u542b\u654f\u611f\u4fe1\u606f<\/td>\n<td>80-150ms<\/td>\n<td>\u4e2d<\/td>\n<td>\u4e2d<\/td>\n<\/tr>\n<tr>\n<td>\u5927\u6a21\u578b\u6df1\u5ea6\u8bc4\u4f30\uff08\u5f02\u6b65\uff09<\/td>\n<td>\u4e8b\u540e\u590d\u76d8\u3001\u590d\u6742\u5f52\u56e0<\/td>\n<td>\u79d2\u7ea7<\/td>\n<td>\u9ad8<\/td>\n<td>\u9ad8<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p class=\"doc-p\">\u540c\u6b65\u94fe\u8def\u53ea\u8d70\u524d\u4e24\u5c42\uff0c\u5c0f\u6a21\u578b\u5206\u7c7b\u5668\u4ec5\u5728\u89c4\u5219\u672a\u547d\u4e2d\u4e14\u5de5\u5177\u98ce\u9669\u7b49\u7ea7\u4e3a\u201c\u4e2d\u201d\u4ee5\u4e0a\u65f6\u89e6\u53d1\u3002\u5927\u6a21\u578b\u8bc4\u4f30\u5b8c\u5168\u5f02\u6b65\uff0c\u7528\u4e8e\u751f\u6210\u5ba1\u8ba1\u62a5\u544a\u548c\u4f18\u5316\u89c4\u5219\u3002<\/p>\n<div class=\"doc-callout doc-callout-danger\">\n<div class=\"doc-callout-title\">\ud83d\udea8 \u4e25\u91cd\u9690\u60a3\u544a\u8b66<\/div>\n<p>\u5207\u52ff\u5c06\u5927\u6a21\u578b\u8bc4\u4f30\u7ed3\u679c\u4f5c\u4e3a\u540c\u6b65\u7194\u65ad\u7684\u552f\u4e00\u4f9d\u636e\u3002LLM \u8f93\u51fa\u5b58\u5728\u6296\u52a8\uff0c\u53ef\u80fd\u5bf9\u76f8\u540c\u4e8b\u4ef6\u7ed9\u51fa\u76f8\u53cd\u5224\u65ad\u3002\u7194\u65ad\u51b3\u7b56\u5fc5\u987b\u7531\u786e\u5b9a\u6027\u89c4\u5219\u6216\u5e26\u7f6e\u4fe1\u5ea6\u9608\u503c\u7684\u5c0f\u6a21\u578b\u9a71\u52a8\uff0c\u4e14\u9700\u4eba\u5de5\u590d\u6838\u901a\u9053\u3002<\/p><\/div>\n<h2 class=\"doc-h2\">\u4e94\u3001\u7194\u65ad\u4e0e\u4eba\u5de5\u63a5\u7ba1\uff1a\u6700\u540e\u4e00\u9053\u9632\u7ebf<\/h2>\n<p class=\"doc-p\">\u5f53\u8bc4\u4f30\u5c42\u5224\u5b9a\u98ce\u9669\u8d85\u8fc7\u9608\u503c\u65f6\uff0c\u7cfb\u7edf\u9700\u8981\u7acb\u5373\u4e2d\u65ad Agent \u6267\u884c\u3002\u5b9e\u73b0\u65b9\u5f0f\u662f\u5728 Agent \u8fd0\u884c\u65f6\u7ef4\u62a4\u4e00\u4e2a<strong>\u7194\u65ad\u4ee4\u724c<\/strong>\uff08\u5b58\u4e8e Redis\uff09\uff0c\u62e6\u622a\u5668\u6bcf\u6b21\u8c03\u7528\u524d\u68c0\u67e5\u4ee4\u724c\u72b6\u6001\uff1a<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-title=\"kill_switch.py \u2014 \u57fa\u4e8e Redis \u7684\u5206\u5e03\u5f0f\u7194\u65ad\">import redis\n\nclass KillSwitch:\n    def __init__(self, redis_client: redis.Redis):\n        self.r = redis_client\n\n    def trip(self, agent_id: str, reason: str, ttl: int = 3600):\n        \"\"\"\u89e6\u53d1\u7194\u65ad\uff0cAgent \u5728 ttl \u79d2\u5185\u6240\u6709\u8c03\u7528\u88ab\u62d2\u7edd\"\"\"\n        key = f\"agent:kill:{agent_id}\"\n        self.r.setex(key, ttl, reason)\n\n    def is_tripped(self, agent_id: str) -&gt; bool:\n        return self.r.exists(f\"agent:kill:{agent_id}\") == 1\n\n    def reset(self, agent_id: str):\n        self.r.delete(f\"agent:kill:{agent_id}\")\n\n# \u62e6\u622a\u5668\u4e2d\u7684\u68c0\u67e5\u903b\u8f91\ndef pre_check(self, event: ToolCallEvent) -&gt; str:\n    if self.kill_switch.is_tripped(event.agent_id):\n        return \"block\"\n    if event.tool_name in HIGH_RISK_TOOLS and event.risk_score &gt; 0.8:\n        self.kill_switch.trip(event.agent_id, \"high_risk_tool\")\n        return \"block\"\n    return \"allow\"<\/pre>\n<p class=\"doc-p\">\u7194\u65ad\u89e6\u53d1\u540e\uff0c\u7cfb\u7edf\u5e94\u81ea\u52a8\u521b\u5efa\u4eba\u5de5\u63a5\u7ba1\u5de5\u5355\uff0c\u5c06 Agent \u5f53\u524d\u4f1a\u8bdd\u4e0a\u4e0b\u6587\u3001\u5df2\u6267\u884c\u4e8b\u4ef6\u5e8f\u5217\u3001\u5f85\u6267\u884c\u8ba1\u5212\u4e00\u5e76\u63a8\u9001\u7ed9\u503c\u73ed\u5de5\u7a0b\u5e08\u3002\u4eba\u5de5\u786e\u8ba4\u540e\u53ef\u901a\u8fc7 <code>reset<\/code> \u6062\u590d\u6267\u884c\u3002<\/p>\n<h2 class=\"doc-h2\">\u516d\u3001\u6027\u80fd\u57fa\u51c6\u4e0e\u843d\u5730\u6548\u679c<\/h2>\n<p class=\"doc-p\">\u6211\u4eec\u5728\u5185\u90e8\u6d4b\u8bd5\u73af\u5883\u5bf9\u4e00\u4e2a\u65e5\u5747 50 \u4e07\u6b21\u5de5\u5177\u8c03\u7528\u7684 Agent \u96c6\u7fa4\u90e8\u7f72\u4e86\u8be5\u65b9\u6848\uff0c\u57fa\u51c6\u6570\u636e\u5982\u4e0b\uff1a<\/p>\n<div class=\"doc-table-wrapper\">\n<table class=\"doc-table\">\n<thead>\n<tr>\n<th>\u6307\u6807<\/th>\n<th>\u65e0\u76d1\u63a7\u57fa\u7ebf<\/th>\n<th>\u63a5\u5165\u76d1\u63a7\u540e<\/th>\n<th>\u53d8\u5316<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Agent \u5e73\u5747\u4efb\u52a1\u8017\u65f6<\/td>\n<td>2.3s<\/td>\n<td>2.41s<\/td>\n<td><span class=\"badge-tag-green\">+4.8%\uff08\u53ef\u63a5\u53d7\uff09<\/span><\/td>\n<\/tr>\n<tr>\n<td>P99 \u5de5\u5177\u8c03\u7528\u5ef6\u8fdf<\/td>\n<td>180ms<\/td>\n<td>195ms<\/td>\n<td><span class=\"badge-tag-green\">+8.3%<\/span><\/td>\n<\/tr>\n<tr>\n<td>\u5f02\u5e38\u884c\u4e3a\u53d1\u73b0\u5ef6\u8fdf<\/td>\n<td>\u79bb\u7ebf T+1<\/td>\n<td>&lt; 200ms<\/td>\n<td><span class=\"badge-tag-green\">\u5b9e\u65f6<\/span><\/td>\n<\/tr>\n<tr>\n<td>\u5ba1\u8ba1\u4e8b\u4ef6\u8986\u76d6\u7387<\/td>\n<td>\u7ea6 60%\uff08\u65e5\u5fd7\u7f3a\u5931\uff09<\/td>\n<td>100%<\/td>\n<td><span class=\"badge-tag-green\">\u5168\u91cf<\/span><\/td>\n<\/tr>\n<tr>\n<td>\u8bef\u7194\u65ad\u7387<\/td>\n<td>\u2014<\/td>\n<td>0.3%<\/td>\n<td><span class=\"badge-tag-green\">\u4eba\u5de5\u590d\u6838\u540e\u964d\u81f3 0.05%<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p class=\"doc-p\">4.8% \u7684\u6027\u80fd\u5f00\u9500\u6362\u6765\u4e86\u4ece T+1 \u5230\u5b9e\u65f6\u7684\u76d1\u63a7\u80fd\u529b\u8dc3\u8fc1\uff0c\u5728\u6d89\u53ca\u8d44\u91d1\u4e0e\u751f\u4ea7\u6570\u636e\u7684 Agent \u573a\u666f\u4e0b\uff0c\u8fd9\u662f\u5fc5\u987b\u652f\u4ed8\u7684\u67b6\u6784\u6210\u672c\u3002<\/p>\n<h2 class=\"doc-h2\">\u4e03\u3001\u603b\u7ed3\uff1aAgent \u53ef\u89c2\u6d4b\u6027\u7684\u4e09\u6761\u67b6\u6784\u539f\u5219<\/h2>\n<ul class=\"doc-list\">\n<li><strong>\u540c\u6b65\u62e6\u622a\uff0c\u5f02\u6b65\u5ba1\u8ba1<\/strong>\uff1a\u9ad8\u98ce\u9669\u51b3\u7b56\u5fc5\u987b\u5728\u4e3b\u94fe\u8def\u540c\u6b65\u5b8c\u6210\uff0c\u5168\u91cf\u4e8b\u4ef6\u6301\u4e45\u5316\u8d70\u5f02\u6b65\u7ba1\u9053\uff0c\u4e24\u8005\u5206\u79bb\u624d\u80fd\u517c\u987e\u5b89\u5168\u4e0e\u6027\u80fd\u3002<\/li>\n<li><strong>\u4e8b\u4ef6\u5373\u5951\u7ea6<\/strong>\uff1aAgent \u7684\u6bcf\u4e00\u6b21\u5de5\u5177\u8c03\u7528\u90fd\u5e94\u88ab\u5efa\u6a21\u4e3a\u6807\u51c6\u5316\u4e8b\u4ef6\uff0cSchema \u5148\u884c\uff0c\u4e0a\u4e0b\u6e38\u89e3\u8026\uff0c\u8fd9\u662f\u8de8\u56e2\u961f\u534f\u4f5c\u4e0e\u957f\u671f\u6f14\u8fdb\u7684\u57fa\u7840\u3002<\/li>\n<li><strong>\u7194\u65ad\u5fc5\u987b\u6709\uff0c\u4f46\u4e0d\u80fd\u6ee5\u7528<\/strong>\uff1a\u7194\u65ad\u662f\u6700\u540e\u9632\u7ebf\uff0c\u89e6\u53d1\u6761\u4ef6\u5fc5\u987b\u786e\u5b9a\u6027\u53ef\u89e3\u91ca\uff0c\u4e14\u914d\u5957\u4eba\u5de5\u63a5\u7ba1\u6d41\u7a0b\uff0c\u5426\u5219\u4f1a\u6f14\u53d8\u4e3a\u201c\u72fc\u6765\u4e86\u201d\u5f0f\u7684\u8fd0\u7ef4\u8d1f\u62c5\u3002<\/li>\n<\/ul>\n<p class=\"doc-p\">MIT \u6587\u7ae0\u7684\u8b66\u544a\u5e76\u975e\u5371\u8a00\u8038\u542c\u2014\u2014\u5f53 Agent \u7684\u884c\u52a8\u901f\u5ea6\u8d85\u8d8a\u4eba\u7c7b\u7406\u89e3\u901f\u5ea6\u65f6\uff0c\u76d1\u63a7\u4f53\u7cfb\u672c\u8eab\u5c31\u662f\u7cfb\u7edf\u7684\u4e00\u90e8\u5206\uff0c\u800c\u975e\u9644\u5c5e\u54c1\u3002\u628a\u53ef\u89c2\u6d4b\u6027\u8bbe\u8ba1\u8fdb Agent \u67b6\u6784\u7684\u7b2c\u4e00\u5929\uff0c\u8fdc\u6bd4\u4e8b\u6545\u53d1\u751f\u540e\u8865\u6551\u8981\u4fbf\u5b9c\u5f97\u591a\u3002<\/p>\n<div class=\"doc-ref-box\"><strong>\u539f\u6587\u51fa\u5904\u4e0e\u6743\u5a01\u6eaf\u6e90\u58f0\u660e\uff1a<\/strong><br \/>\u672c\u6587\u6838\u5fc3\u6280\u672f\u80cc\u666f\u6e90\u81ea\u6d77\u5916\u4e00\u7ebf\u6280\u672f\u7814\u7a76\uff1a<br \/><a href=\"https:\/\/www.technologyreview.com\/2026\/10\/29\/1147824\/monitor-ai-agents-actions-real-time\/\" target=\"_blank\" rel=\"noopener noreferrer\">We urgently need to monitor AI agents\u2019 actions in real time (MIT Technology Review)<\/a><\/div>\n","protected":false},"excerpt":{"rendered":"<p>MIT \u6280\u672f\u8bc4\u8bba\u6307\u51fa AI Agent \u7684\u81ea\u4e3b\u884c\u52a8\u5df2\u8d85\u51fa\u4eba\u7c7b\u5b9e\u65f6\u76d1\u7763\u80fd\u529b\uff0c\u672c\u6587\u4ece\u67b6\u6784\u5e08\u89c6\u89d2\u62c6\u89e3 Agent \u884c\u4e3a\u76d1\u63a7\u7684\u6838\u5fc3\u6311\u6218\uff0c\u63d0\u51fa\u57fa\u4e8e\u4e8b\u4ef6\u6eaf\u6e90\u4e0e\u6d41\u5f0f\u5ba1\u8ba1\u7684\u5b9e\u65f6\u53ef\u89c2\u6d4b\u65b9\u6848\uff0c\u8986\u76d6\u5de5\u5177\u8c03\u7528\u62e6\u622a\u3001\u51b3\u7b56\u94fe\u8ffd\u8e2a\u3001\u5f02\u5e38\u7194\u65ad\u4e0e\u5408\u89c4\u5ba1\u8ba1\u56db\u5927\u6a21\u5757\uff0c\u5e76\u7ed9\u51fa\u53ef\u843d\u5730\u7684\u5de5\u7a0b\u5b9e\u73b0\u4e0e\u6027\u80fd\u57fa\u51c6\u6570\u636e\u3002<\/p>\n","protected":false},"author":2,"featured_media":644,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[22],"tags":[112,116,117,115,113,114],"class_list":["post-643","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","tag-ai-agent","tag-llm-","tag-opentelemetry","tag-115","tag-113","tag-114"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.8 - 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