{"id":29308,"date":"2026-05-08T08:54:05","date_gmt":"2026-05-08T00:54:05","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=29308"},"modified":"2026-05-08T08:54:05","modified_gmt":"2026-05-08T00:54:05","slug":"%e6%99%ba%e8%83%bd%e4%bd%93%e5%b7%a5%e7%a8%8b%e6%96%b0%e8%8c%83%e5%bc%8f%ef%bc%9a%e4%bb%8e%e6%8f%90%e7%a4%ba%e8%af%8d%e5%b7%a5%e7%a8%8b%e5%88%b0%e5%9b%b4%e6%a0%8f%e5%b7%a5%e7%a8%8b","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2026\/05\/08\/29308\/","title":{"rendered":"\u667a\u80fd\u4f53\u5de5\u7a0b\u65b0\u8303\u5f0f\uff1a\u4ece\u63d0\u793a\u8bcd\u5de5\u7a0b\u5230\u201c\u56f4\u680f\u5de5\u7a0b\u201d\uff0c\u4f01\u4e1aAI\u843d\u5730\u5fc5\u8bfb\u6307\u5357"},"content":{"rendered":"<div class=\"article-desc\">\u65e0\u8bba\u4f60\u662f\u9009\u62e9\u81ea\u5efa\u56f4\u680f\u4ee5\u83b7\u5f97\u6700\u5927\u7075\u6d3b\u6027\uff0c\u8fd8\u662f\u62e5\u62b1AWS AgentCore Harness\u8fd9\u6837\u7684\u6258\u7ba1\u65b9\u6848\u4ee5\u52a0\u901f\u4ea4\u4ed8\uff0c\u6838\u5fc3\u539f\u5219\u59cb\u7ec8\u5982\u4e00\uff1a\u6a21\u578b\u662f\u5fc3\u810f\uff0c\u56f4\u680f\u662f\u8eab\u4f53\u3002\u6ca1\u6709\u5f3a\u5065\u7684\u8eab\u4f53\uff0c\u518d\u5f3a\u5927\u7684\u5fc3\u810f\u4e5f\u65e0\u6cd5\u652f\u6491\u6301\u4e45\u7684\u5954\u8dd1\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-01a18e2f=\"\" data-element=\"root\">\n<p>\u5f53\u6a21\u578b\u80fd\u529b\u89e6\u53ca\u5929\u82b1\u677f\uff0c\u771f\u6b63\u7684\u5dee\u5f02\u5316\u5728\u4e8e\u5982\u4f55\u201c\u56f4\u4f4f\u201d\u4f60\u7684\u667a\u80fd\u4f53\u3002<\/p>\n<p>2026\u5e74\uff0cAI\u5708\u51fa\u73b0\u4e86\u4e00\u4e2a\u503c\u5f97\u6240\u6709\u6280\u672f\u51b3\u7b56\u8005\u5173\u6ce8\u7684\u65b0\u8d8b\u52bf\u2014\u2014<strong>\u56f4\u680f\u5de5\u7a0b<\/strong>\u3002<\/p>\n<p>\u5982\u679c\u8bf42022\u5e74\u662f\u63d0\u793a\u8bcd\u5de5\u7a0b\u5143\u5e74\uff0c2025\u5e74\u662f\u4e0a\u4e0b\u6587\u5de5\u7a0b\u7206\u53d1\u5e74\uff0c\u90a3\u4e482026\u5e74\uff0c\u56f4\u680f\u5de5\u7a0b\u6b63\u5f0f\u767b\u4e0a\u821e\u53f0\u4e2d\u592e\u3002\u8fd9\u4e2a\u53d8\u5316\u4f20\u9012\u4e86\u4e00\u4e2a\u6e05\u6670\u4fe1\u53f7\uff1a<strong>\u5f53\u57fa\u7840\u6a21\u578b\u80fd\u529b\u8d8b\u4e8e\u540c\u8d28\u5316\uff0c\u771f\u6b63\u7684\u7ade\u4e89\u58c1\u5792\u5728\u4e8e\u667a\u80fd\u4f53\u5916\u90e8\u7684\u201c\u56f4\u680f\u201d\u8bbe\u8ba1<\/strong>\u3002<\/p>\n<p>\u672c\u6587\u7ed3\u5408Heeki Park\u6700\u65b0\u6280\u672f\u5b9e\u8df5\u4e0eAWS AgentCore Harness\u7684\u53d1\u5e03\uff0c\u4e3a\u4f60\u5b8c\u6574\u62c6\u89e3\u56f4\u680f\u5de5\u7a0b\u7684\u6838\u5fc3\u65b9\u6cd5\u8bba\u3002<\/p>\n<h3>\u4e00\u3001\u4ec0\u4e48\u662f\u56f4\u680f\u5de5\u7a0b\uff1f\u667a\u80fd\u4f53\u7684\u201c\u62a4\u57ce\u6cb3\u201d\u601d\u7ef4<\/h3>\n<p>\u56f4\u680f\u5de5\u7a0b\u7684\u5b9a\u4e49\u53ef\u4ee5\u7528\u4e00\u4e2a\u7b80\u6d01\u516c\u5f0f\u8868\u8fbe\uff1a<\/p>\n<p><strong>\u667a\u80fd\u4f53 = \u6a21\u578b + \u56f4\u680f\uff08Agent = Model + Harness\uff09<\/strong><\/p>\n<p>\u8fd9\u4e2a\u516c\u5f0f\u63ed\u793a\u4e86\u4e00\u4e2a\u88ab\u5f88\u591a\u56e2\u961f\u4f4e\u4f30\u7684\u771f\u76f8\uff1a<strong>\u6a21\u578b\u53ea\u662f\u667a\u80fd\u4f53\u7684\u201c\u5927\u8111\u201d\uff0c\u800c\u56f4\u680f\u624d\u662f\u51b3\u5b9a\u5b83\u80fd\u5426\u53ef\u9760\u5de5\u4f5c\u7684\u201c\u795e\u7ecf\u7cfb\u7edf\u201d\u548c\u201c\u9aa8\u9abc\u201d<\/strong>\u3002<\/p>\n<p>\u4e00\u4e2a\u8bbe\u8ba1\u7cbe\u826f\u7684\u56f4\u680f\u8ffd\u6c42\u4e24\u4e2a\u6838\u5fc3\u76ee\u6807\uff1a<\/p>\n<h4>\u76ee\u6807\u4e00\uff1a\u9996\u6b21\u6b63\u786e\u7387\u6700\u5927\u5316<\/h4>\n<p>\u901a\u8fc7\u7cfb\u7edf\u63d0\u793a\u8bcd\u3001\u5de5\u5177\u914d\u7f6e\u3001\u4e0a\u4e0b\u6587\u6ce8\u5165\u7b49\u624b\u6bb5\uff0c\u8ba9\u667a\u80fd\u4f53\u5728\u7b2c\u4e00\u6b21\u5c1d\u8bd5\u65f6\u5c31\u8f93\u51fa\u9ad8\u8d28\u91cf\u7ed3\u679c\uff0c\u51cf\u5c11\u65e0\u6548\u5f80\u8fd4\u548cToken\u6d6a\u8d39\u3002<\/p>\n<h4>\u76ee\u6807\u4e8c\uff1a\u81ea\u6108\u80fd\u529b\u5185\u7f6e\u5316<\/h4>\n<p>\u5efa\u7acb\u53cd\u9988\u95ed\u73af\uff0c\u8ba9\u667a\u80fd\u4f53\u80fd\u591f\u5728<strong>\u4e0d\u60ca\u52a8\u4eba\u7c7b\u7528\u6237<\/strong>\u7684\u60c5\u51b5\u4e0b\u81ea\u884c\u53d1\u73b0\u5e76\u7ea0\u6b63\u5927\u90e8\u5206\u95ee\u9898\u3002\u53ea\u6709\u5f53\u7cfb\u7edf\u786e\u8ba4\u65e0\u6cd5\u89e3\u51b3\u65f6\uff0c\u624d\u4f1a\u5347\u7ea7\u5230\u4eba\u5de5\u5904\u7406\u3002<\/p>\n<p>\u8fd9\u4e24\u5927\u76ee\u6807\u5171\u540c\u6307\u5411\u4e00\u4e2a\u5546\u4e1a\u4ef7\u503c\uff1a<strong>\u964d\u4f4eAI\u5e94\u7528\u7684\u8fd0\u8425\u6210\u672c\uff0c\u63d0\u5347\u7528\u6237\u4f53\u9a8c\u7684\u6d41\u7545\u5ea6<\/strong>\u3002<\/p>\n<h3>\u4e8c\u3001\u6df1\u5ea6\u62c6\u89e3\uff1a\u4e00\u4e2a\u751f\u4ea7\u7ea7\u56f4\u680f\u7684\u6280\u672f\u67b6\u6784<\/h3>\n<p>\u4ee5Loom\u5e73\u53f0\u7684\u5b9e\u8df5\u4e3a\u4f8b\uff0c\u4e00\u4e2a\u5b8c\u6574\u7684\u56f4\u680f\u5305\u542b\u4ee5\u4e0b\u5173\u952e\u5c42\u7ea7\uff1a<\/p>\n<h4>2.1 \u914d\u7f6e\u6ce8\u5165\u5c42\uff1a\u90e8\u7f72\u65f6\u51b3\u5b9a\u80fd\u529b\u8fb9\u754c<\/h4>\n<p>\u901a\u8fc7\u73af\u5883\u53d8\u91cf\u6ce8\u5165\u6807\u51c6\u5316\u914d\u7f6e\uff0c\u5b9e\u73b0\u201c\u4e00\u6b21\u6784\u5efa\uff0c\u591a\u73af\u5883\u9002\u914d\u201d\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_0\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">{\r\n  \"system_prompt\": \"\u4eba\u8bbe\u3001\u6307\u4ee4\u3001\u884c\u4e3a\u51c6\u5219\",\r\n  \"model_id\": \"us.amazon.nova-2-lite-v1:0\",\r\n  \"max_tokens\": 16384,\r\n  \"integrations\": {\r\n    \"mcp_servers\": [...],    \/\/ \u5916\u90e8\u5de5\u5177\u96c6\u6210\r\n    \"a2a_agents\": [...],     \/\/ \u667a\u80fd\u4f53\u95f4\u901a\u4fe1\r\n    \"memory\": {...}          \/\/ \u8bb0\u5fc6\u7cfb\u7edf\r\n  }\r\n}<\/code><\/pre>\n<ul id=\"code_id_0\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><strong>\u5de5\u7a0b\u4ef7\u503c<\/strong>\uff1a\u8fd9\u79cd\u8bbe\u8ba1\u5c06\u201c\u80fd\u529b\u8fb9\u754c\u201d\u4e0e\u201c\u4e1a\u52a1\u903b\u8f91\u201d\u89e3\u8026\uff0c\u5141\u8bb8\u540c\u4e00\u5957\u4ee3\u7801\u5728\u4e0d\u540c\u73af\u5883\u4e2d\u52a0\u8f7d\u4e0d\u540c\u914d\u7f6e\uff0c\u6781\u5927\u63d0\u5347\u4e86\u53ef\u7ef4\u62a4\u6027\u3002<\/p>\n<h4>2.2 \u5de5\u5177\u5c42\uff1aMCP\u4e0eA2A\u7684\u52a8\u6001\u63a5\u5165<\/h4>\n<p>\u56f4\u680f\u5de5\u7a0b\u7684\u5173\u952e\u521b\u65b0\u5728\u4e8e<strong>\u5de5\u5177\u7684\u6309\u9700\u6ce8\u5165<\/strong>\uff1a<\/p>\n<ul data-id=\"u738a58b-IIeXRgHC\">\n<li data-id=\"ld70c578-U8ATOYHP\"><strong>MCP\u670d\u52a1\u5668<\/strong>\uff1a\u901a\u8fc7\u6807\u51c6\u5316\u534f\u8bae\u63a5\u5165\u5916\u90e8\u6570\u636e\u6e90\u548cAPI\uff0c\u8ba9\u667a\u80fd\u4f53\u80fd\u591f\u201c\u4f38\u624b\u591f\u5230\u201d\u771f\u5b9e\u4e16\u754c\u7684\u4fe1\u606f<\/li>\n<li data-id=\"ld70c578-Gjj8RmUQ\"><strong>A2A\u667a\u80fd\u4f53<\/strong>\uff1a\u652f\u6301\u591a\u4e2a\u4e13\u7528\u667a\u80fd\u4f53\u534f\u540c\u5de5\u4f5c\uff0c\u5f62\u6210\u201c\u4e13\u5bb6\u5c0f\u7ec4\u201d\u800c\u975e\u201c\u4e07\u91d1\u6cb9\u201d<\/li>\n<\/ul>\n<p>\u4ee3\u7801\u5c42\u9762\u7684\u5b9e\u73b0\u903b\u8f91\u662f\u6761\u4ef6\u6027\u52a0\u8f7d\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_1\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">if config.integrations.mcp_servers:\r\n    mcp_clients = build_mcp_clients(...)\r\n    tools.extend(mcp_clients)<\/code><\/pre>\n<ul id=\"code_id_1\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><strong>\u8fd9\u610f\u5473\u7740\uff1a\u540c\u4e00\u4e2a\u667a\u80fd\u4f53\u5728\u4e0d\u540c\u573a\u666f\u4e0b\u62e5\u6709\u5b8c\u5168\u4e0d\u540c\u7684\u5de5\u5177\u5305<\/strong>\uff0c\u65e2\u4fdd\u6301\u6838\u5fc3\u80fd\u529b\u7a33\u5b9a\u6027\uff0c\u53c8\u5177\u5907\u573a\u666f\u9002\u914d\u7684\u7075\u6d3b\u6027\u3002<\/p>\n<h4>2.3 \u8bb0\u5fc6\u5c42\uff1a\u751f\u547d\u5468\u671f\u94a9\u5b50<\/h4>\n<p>\u901a\u8fc7Memory Hook\u5728\u667a\u80fd\u4f53\u7684\u751f\u547d\u5468\u671f\u5173\u952e\u8282\u70b9\uff08\u5982\u4f1a\u8bdd\u5f00\u59cb\u3001\u4efb\u52a1\u5b8c\u6210\u7b49\uff09\u81ea\u52a8\u89e6\u53d1\u8bb0\u5fc6\u8bfb\u5199\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_2\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">if config.integrations.memory.enabled:\r\n    memory_hook = MemoryHook(memory_store_id=memory_store_id)\r\n    hooks.append(memory_hook)<\/code><\/pre>\n<ul id=\"code_id_2\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><strong>\u4e1a\u52a1\u4ef7\u503c<\/strong>\uff1a\u8ba9\u667a\u80fd\u4f53\u5177\u5907\u201c\u8bb0\u4f4f\u7528\u6237\u504f\u597d\u201d\u548c\u201c\u8de8\u4f1a\u8bdd\u5b66\u4e60\u201d\u7684\u80fd\u529b\uff0c\u4ece\u65e0\u72b6\u6001\u5de5\u5177\u8fdb\u5316\u4e3a\u6709\u72b6\u6001\u7684\u52a9\u624b\u3002<\/p>\n<h3>\u4e09\u3001\u53cc\u6a21\u6001\u914d\u7f6e\uff1a\u90e8\u7f72\u65f6 vs \u8fd0\u884c\u65f6<\/h3>\n<p>\u56f4\u680f\u5de5\u7a0b\u4e2d\u4e00\u4e2a\u5bb9\u6613\u88ab\u5ffd\u89c6\u7684\u7ec6\u8282\u662f<strong>\u914d\u7f6e\u65f6\u673a<\/strong>\u7684\u533a\u5206\u3002<\/p>\n<h4>\u90e8\u7f72\u65f6\u914d\u7f6e\uff08Deploy-time Config\uff09<\/h4>\n<p>\u7531\u7ba1\u7406\u5458\u8bbe\u5b9a\uff0c\u4f5c\u4e3a\u7cfb\u7edf\u7684\u201c\u9ed8\u8ba4\u503c\u201d\u548c\u201c\u5b89\u5168\u8fb9\u754c\u201d\uff1a<\/p>\n<ul data-id=\"u738a58b-cb70ePlJ\">\n<li data-id=\"ld70c578-J4AXhIJb\">\u5141\u8bb8\u7684\u6a21\u578b\u5217\u8868\uff08\u5982\u4ec5\u9650Nova Lite\u548cClaude Sonnet\uff09<\/li>\n<li data-id=\"ld70c578-bioLIOpU\">\u57fa\u7840\u5de5\u5177\u96c6\uff08\u5982\u65e5\u5fd7\u3001\u76d1\u63a7\u3001\u5ba1\u8ba1\uff09<\/li>\n<li data-id=\"ld70c578-FcfdjnEa\">\u8d44\u6e90\u914d\u989d\uff08\u5982\u6700\u5927Token\u6570\u3001\u8d85\u65f6\u65f6\u95f4\uff09<\/li>\n<\/ul>\n<h4>\u8fd0\u884c\u65f6\u914d\u7f6e\uff08Run-time Config\uff09<\/h4>\n<p>\u7531\u7ec8\u7aef\u7528\u6237\u5728\u4ea4\u4e92\u8fc7\u7a0b\u4e2d\u9009\u62e9\uff0c\u8986\u76d6\u9ed8\u8ba4\u503c\u4f46\u4e0d\u5f97\u7a81\u7834\u8fb9\u754c\uff1a<\/p>\n<ul data-id=\"u738a58b-n1Ge7e0o\">\n<li data-id=\"ld70c578-rnfM8q8h\">\u504f\u597d\u6a21\u578b\u5207\u6362\uff08\u201c\u6211\u60f3\u7528Claude\u56de\u7b54\u8fd9\u4e2a\u95ee\u9898\u201d\uff09<\/li>\n<li data-id=\"ld70c578-m8GmaCnf\">\u4e34\u65f6\u5de5\u5177\u6fc0\u6d3b\uff08\u201c\u5e2e\u6211\u8fde\u63a5Exa\u641c\u7d22\u201d\uff09<\/li>\n<li data-id=\"ld70c578-H9IMGlLZ\">\u4f1a\u8bdd\u7ea7\u53c2\u6570\u8c03\u6574<\/li>\n<\/ul>\n<p>\u8fd9\u79cd\u53cc\u6a21\u6001\u8bbe\u8ba1\u7684\u6838\u5fc3\u601d\u60f3\u662f\uff1a<strong>\u7ed9\u4e88\u7528\u6237\u9009\u62e9\u6743\u7684\u540c\u65f6\uff0c\u5b88\u4f4f\u7cfb\u7edf\u7684\u53ef\u63a7\u5e95\u7ebf<\/strong>\u3002<\/p>\n<h3>\u56db\u3001\u6743\u9650\u4e0e\u8eab\u4efd\uff1a\u56f4\u680f\u4e2d\u6700\u68d8\u624b\u7684\u6311\u6218<\/h3>\n<p>\u56f4\u680f\u5de5\u7a0b\u4e2d\u4e00\u4e2a\u7ecf\u5e38\u88ab\u4f4e\u4f30\u7684\u590d\u6742\u6027\u662f<strong>\u8eab\u4efd\u4f20\u64ad\u4e0e\u6743\u9650\u59d4\u6258<\/strong>\u3002<\/p>\n<h4>4.1 \u5355\u8df3\u7b80\u5316\u7684\u667a\u6167<\/h4>\n<p>\u5f88\u591a\u751f\u4ea7\u7ea7\u667a\u80fd\u4f53\u5e73\u53f0\u9009\u62e9\u4e86\u4e00\u79cd\u52a1\u5b9e\u7684\u7b80\u5316\u65b9\u6848\u2014\u2014<strong>\u5355\u8df3\u59d4\u6258<\/strong>\uff1a<\/p>\n<p>\u5f53\u7528\u6237\u65b0\u542f\u7528\u4e00\u4e2a\u5de5\u5177\u8fde\u63a5\u65f6\uff0c\u7cfb\u7edf<strong>\u7acb\u5373<\/strong>\u8981\u6c42\u7528\u6237\u63d0\u4f9b\u5bf9\u5e94\u7684API\u5bc6\u94a5\u6216\u6388\u6743\u51ed\u8bc1\uff0c\u800c\u4e0d\u662f\u7b49\u5230\u5de5\u5177\u88ab\u5b9e\u9645\u8c03\u7528\u65f6\u624d\u89e6\u53d1\u6388\u6743\u3002<\/p>\n<h4>4.2 \u4e3a\u4ec0\u4e48\u8fd9\u6837\u8bbe\u8ba1\uff1f<\/h4>\n<p>\u8003\u8651\u4e00\u4e2a\u53cd\u4f8b\uff1a\u7528\u6237\u5728Claude Code\u4e2d\u542f\u52a8\u4e86\u4e00\u4e2a\u957f\u4efb\u52a1\u540e\u79bb\u5f00\u5de5\u4f4d\uff0c10\u79d2\u540e\u4efb\u52a1\u56e0\u4e3a\u9700\u8981\u8bbf\u95ee\u67d0\u4e2a\u76ee\u5f55\u800c\u6682\u505c\uff0c\u7b49\u5f85\u7528\u6237\u6388\u6743\u2014\u2014\u8fd9\u79cd\u4f53\u9a8c\u663e\u7136\u662f\u65ad\u88c2\u7684\u3002<\/p>\n<p><strong>\u5355\u8df3\u7b80\u5316\u7684\u4f18\u52bf<\/strong>\uff1a<\/p>\n<ul data-id=\"u738a58b-53j0WdpP\">\n<li data-id=\"ld70c578-gbSNLBGa\">\u9ad8\u610f\u56fe\u6027\uff1a\u7528\u6237\u5728\u4e3b\u52a8\u542f\u7528\u5de5\u5177\u65f6\uff0c\u6388\u6743\u610f\u613f\u6700\u5f3a<\/li>\n<li data-id=\"ld70c578-9n21vk4t\">\u907f\u514d\u4e2d\u65ad\uff1a\u957f\u4efb\u52a1\u4e0d\u4f1a\u56e0\u4e3a\u4e2d\u9014\u6388\u6743\u8bf7\u6c42\u800c\u5931\u8d25<\/li>\n<li data-id=\"ld70c578-vkSKT9Lb\">\u964d\u4f4e\u8ba4\u77e5\u8d1f\u62c5\uff1a\u4e00\u6b21\u6388\u6743\uff0c\u4f1a\u8bdd\u5185\u590d\u7528<\/li>\n<\/ul>\n<h4>4.3 \u751f\u4ea7\u73af\u5883\u6ce8\u610f\u4e8b\u9879<\/h4>\n<p>\u5bf9\u4e8e\u9700\u8981<strong>\u6bcf\u7528\u6237\u72ec\u7acbAPI Key<\/strong>\u7684\u573a\u666f\uff08\u5982Exa\u641c\u7d22\uff09\uff0c\u5f53\u524d\u8bbe\u8ba1\u662f\u5728\u8bf7\u6c42\u5c42\u9762\u76f4\u63a5\u6ce8\u5165Header\uff0c\u800c\u975e\u4f9d\u8d56\u6258\u7ba1\u51ed\u8bc1\u63d0\u4f9b\u8005\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_3\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">{\r\n\"tools\":[{\r\n\"config\":{\r\n\"remoteMcp\":{\r\n\"url\":\"https:\/\/mcp.exa.ai\/mcp\",\r\n\"headers\":{\"Authorization\":\"Bearer &lt;user-specific-key&gt;\"}\r\n}\r\n}\r\n}]\r\n}<\/code><\/pre>\n<ul id=\"code_id_3\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<blockquote><p>\u6ce8\uff1a\u622a\u81f3\u672c\u6587\u64b0\u5199\u65f6\uff0cAWS AgentCore\u7684\u51ed\u8bc1\u63d0\u4f9b\u8005\u5c1a\u4e0d\u652f\u6301\u6bcf\u7528\u6237\u52a8\u6001API Key\uff0c\u5b9e\u9645\u751f\u4ea7\u9700\u81ea\u884c\u5b9e\u73b0\u8fd9\u4e00\u5c42\u3002<\/p><\/blockquote>\n<h3>\u4e94\u3001\u6258\u7ba1\u56f4\u680f\uff1aAWS AgentCore Harness\u5e26\u6765\u7684\u53d8\u9769<\/h3>\n<p>\u65e2\u7136\u6784\u5efa\u56f4\u680f\u9700\u8981\u5982\u6b64\u591a\u7684\u5de5\u7a0b\u6295\u5165\uff0c\u6709\u6ca1\u6709\u201c\u5f00\u7bb1\u5373\u7528\u201d\u7684\u65b9\u6848\uff1f<\/p>\n<p>AWS\u521a\u521a\u53d1\u5e03\u7684<strong>AgentCore Harness<\/strong>\u6b63\u662f\u4e3a\u6b64\u800c\u751f\u3002<\/p>\n<h4>5.1 \u90e8\u7f72\u4f53\u9a8c\u5bf9\u6bd4<\/h4>\n<table class=\"data-table\" data-transient-attributes=\"class\" data-width=\"1016.16px\">\n<colgroup data-id=\"c7104f7d-UEjBENel\">\n<col span=\"1\" width=\"221\" data-id=\"ce437acd-OVKkGKcE\" \/>\n<col span=\"1\" width=\"221\" data-id=\"ce437acd-MNhWGeKE\" \/>\n<col span=\"1\" width=\"221\" data-id=\"ce437acd-h16GIADd\" \/><\/colgroup>\n<tbody data-id=\"t6d5e859-NOEI2MOS\">\n<tr data-id=\"t31e458f-9lYM1Nmj\">\n<td data-id=\"t8c0e6ab-gOUT5ldg\" data-transient-attributes=\"table-cell-selection\">\u7ef4\u5ea6<\/td>\n<td data-id=\"t8c0e6ab-QmUAh6RP\" data-transient-attributes=\"table-cell-selection\">\u81ea\u5efa\u56f4\u680f<\/td>\n<td class=\"table-last-row\" data-id=\"t1b895c3-0IMR3GjM\" data-transient-attributes=\"table-cell-selection\">\u6258\u7ba1Harness<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-jead9OIS\">\n<td data-id=\"t8c0e6ab-h6k7LPVI\" data-transient-attributes=\"table-cell-selection\">\u90e8\u7f72\u8017\u65f6<\/td>\n<td data-id=\"t8c0e6ab-4UdMo115\" data-transient-attributes=\"table-cell-selection\">~1\u5206\u949f<\/td>\n<td class=\"table-last-row\" data-id=\"t1b895c3-cBRReVWY\" data-transient-attributes=\"table-cell-selection\">~20\u79d2<\/td>\n<\/tr>\n<tr data-id=\"td7f8b0e-23Bf7BNe\">\n<td data-id=\"t0bc4524-MTUSUdbS\" data-transient-attributes=\"table-cell-selection\">\u8fd0\u7ef4\u8d1f\u62c5<\/td>\n<td data-id=\"t0bc4524-Rbk8MTaS\" data-transient-attributes=\"table-cell-selection\">\u81ea\u884c\u7ba1\u7406<\/td>\n<td class=\"table-last-row\" data-id=\"t78f5a9e-VLTb41fR\" data-transient-attributes=\"table-cell-selection\">\u5b8c\u5168\u6258\u7ba1\u3001\u65e0\u670d\u52a1\u5668<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-o9kF6o77\">\n<td data-id=\"t8c0e6ab-iCLOY5cm\" data-transient-attributes=\"table-cell-selection\">\u6a21\u578b\u5207\u6362<\/td>\n<td data-id=\"t8c0e6ab-MbNF68G3\" data-transient-attributes=\"table-cell-selection\">\u624b\u52a8\u5b9e\u73b0<\/td>\n<td class=\"table-last-row\" data-id=\"t1b895c3-QiZU2TFc\" data-transient-attributes=\"table-cell-selection\">\u5185\u7f6e\u652f\u6301<\/td>\n<\/tr>\n<tr data-id=\"td7f8b0e-LcKkKTjR\">\n<td class=\"table-last-column\" data-id=\"t57b3209-AaFDTR98\" data-transient-attributes=\"table-cell-selection\">\u5de5\u5177\u96c6\u6210<\/td>\n<td class=\"table-last-column\" data-id=\"t57b3209-UF1CKYmJ\" data-transient-attributes=\"table-cell-selection\">\u9010\u4e2a\u5bf9\u63a5<\/td>\n<td class=\"table-last-column table-last-row\" data-id=\"te61fc79-C50C7SEN\" data-transient-attributes=\"table-cell-selection\">\u58f0\u660e\u5f0f\u914d\u7f6e<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>5.2 \u58f0\u660e\u5f0f\u90e8\u7f72\u793a\u4f8b<\/h4>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_4\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">aws bedrock-agentcore-control create-harness \\\r\n  --harness-name \"loom-harness-example\" \\\r\n  --system-prompt \"\u4eba\u8bbe\u3001\u6307\u4ee4\u3001\u884c\u4e3a\u51c6\u5219\" \\\r\n  --model \"us.amazon.nova-2-lite-v1:0\" \\\r\n  --max-iterations 75 \\\r\n  --tools '[{\"type\": \"remote_mcp\", \"name\": \"exa\", ...}]'<\/code><\/pre>\n<ul id=\"code_id_4\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<h4>5.3 \u8fd0\u884c\u65f6\u8986\u76d6\u80fd\u529b<\/h4>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_5\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">response = client.invoke_harness(\r\n    harnessArn=HARNESS_ARN,\r\n    messages=[{\"role\": \"user\", \"content\": [...]}],\r\n    model={\"bedrockModelConfig\": {\"modelId\": \"us.anthropic.claude-sonnet-4-6\"}},\r\n    tools=[{\"type\": \"remote_mcp\", \"name\": \"exa\", ...}]\r\n)<\/code><\/pre>\n<ul id=\"code_id_5\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><strong>\u6838\u5fc3\u4ef7\u503c<\/strong>\uff1a\u4f60\u53ef\u4ee5\u5728\u8fd0\u884c\u65f6\u81ea\u7531\u5207\u6362\u6a21\u578b\u548c\u5de5\u5177\uff0c\u800c\u65e0\u9700\u91cd\u65b0\u90e8\u7f72\u6574\u4e2a\u667a\u80fd\u4f53\u2014\u2014\u8fd9\u6b63\u662f\u751f\u4ea7\u7ea7AI\u5e94\u7528\u7684\u5173\u952e\u80fd\u529b\u3002<\/p>\n<h3>\u516d\u3001\u843d\u5730\u5efa\u8bae\uff1a\u4f60\u7684\u56e2\u961f\u5e94\u8be5\u5982\u4f55\u5f00\u59cb\uff1f<\/h3>\n<h4>\u7b2c\u4e00\u6b65\uff1a\u5ba1\u89c6\u73b0\u6709\u667a\u80fd\u4f53\u67b6\u6784<\/h4>\n<p>\u95ee\u81ea\u5df1\u4e09\u4e2a\u95ee\u9898\uff1a<\/p>\n<ol class=\"list-paddingleft-1\" data-id=\"odd3d8fc-iOiM4UCh\">\n<li data-id=\"ld70c578-YhfXEO27\">\u4f60\u7684\u667a\u80fd\u4f53\u662f\u5426\u652f\u6301<strong>\u90e8\u7f72\u65f6\/\u8fd0\u884c\u65f6\u914d\u7f6e\u5206\u79bb<\/strong>\uff1f<\/li>\n<li data-id=\"ld70c578-8IrBNJlq\">\u5de5\u5177\u65b0\u589e\u662f\u5426\u9700\u8981<strong>\u4fee\u6539\u4ee3\u7801<\/strong>\u800c\u975e\u4fee\u6539\u914d\u7f6e\uff1f<\/li>\n<li data-id=\"ld70c578-eu4hN82Y\">\u6743\u9650\u59d4\u6258\u662f\u5426\u4f1a\u5728<strong>\u4efb\u52a1\u6267\u884c\u4e2d\u9014\u4e2d\u65ad<\/strong>\uff1f<\/li>\n<\/ol>\n<h4>\u7b2c\u4e8c\u6b65\uff1a\u6839\u636e\u573a\u666f\u9009\u62e9\u8def\u5f84<\/h4>\n<table class=\"data-table\" data-transient-attributes=\"class\" data-width=\"1016.16px\">\n<colgroup data-id=\"c7104f7d-lgJ3R446\">\n<col span=\"1\" width=\"331\" data-id=\"c4d0f902-gkjI0D99\" \/>\n<col span=\"1\" width=\"331\" data-id=\"c4d0f902-h82cNXTI\" \/><\/colgroup>\n<tbody data-id=\"t6d5e859-d4iAe0Bj\">\n<tr data-id=\"t31e458f-04VbAZDk\">\n<td data-id=\"t8c0e6ab-c7bl8ZhU\" data-transient-attributes=\"table-cell-selection\">\u573a\u666f<\/td>\n<td class=\"table-last-row\" data-id=\"t1b895c3-mSihgHif\" data-transient-attributes=\"table-cell-selection\">\u63a8\u8350\u65b9\u6848<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-KaJgHXe9\">\n<td data-id=\"t8c0e6ab-ATIO741O\" data-transient-attributes=\"table-cell-selection\">\u5feb\u901f\u9a8c\u8bc1\u6982\u5ff5<\/td>\n<td class=\"table-last-row\" data-id=\"t1b895c3-EZBjkNh1\" data-transient-attributes=\"table-cell-selection\">\u4f7f\u7528\u6258\u7ba1Harness\uff0c20\u79d2\u4e0a\u7ebf<\/td>\n<\/tr>\n<tr data-id=\"td7f8b0e-kBh2U1GL\">\n<td data-id=\"t0bc4524-i8d1C9h9\" data-transient-attributes=\"table-cell-selection\">\u4f01\u4e1a\u7ea7\u5b9a\u5236\u9700\u6c42<\/td>\n<td class=\"table-last-row\" data-id=\"t78f5a9e-DAE9gjZn\" data-transient-attributes=\"table-cell-selection\">\u81ea\u5efa\u56f4\u680f+\u501f\u9274Harness\u8bbe\u8ba1\u6a21\u5f0f<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-VK6EdFe6\">\n<td class=\"table-last-column\" data-id=\"t1c8f800-mYPb6kRJ\" data-transient-attributes=\"table-cell-selection\">\u6df7\u5408\u573a\u666f<\/td>\n<td 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