{"id":573,"date":"2026-02-01T01:43:40","date_gmt":"2026-01-31T17:43:40","guid":{"rendered":"https:\/\/blog.itsmygo.uk\/2026\/02\/01\/building-more-effective-ai-agents-%e6%89%93%e9%80%a0%e6%9b%b4%e6%9c%89%e6%95%88%e7%9a%84-ai-agent\/"},"modified":"2026-02-01T01:43:40","modified_gmt":"2026-01-31T17:43:40","slug":"building-more-effective-ai-agents-%e6%89%93%e9%80%a0%e6%9b%b4%e6%9c%89%e6%95%88%e7%9a%84-ai-agent","status":"publish","type":"post","link":"https:\/\/blog.itsmygo.uk\/wordpress\/2026\/02\/01\/building-more-effective-ai-agents-%e6%89%93%e9%80%a0%e6%9b%b4%e6%9c%89%e6%95%88%e7%9a%84-ai-agent\/","title":{"rendered":"Building More Effective AI Agents \u2014 \u6253\u9020\u66f4\u6709\u6548\u7684 AI Agent"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Anthropic \u7684 Claude Relations \u8ca0\u8cac\u4eba Alex Albert \u8207 Multi-Agent \u7814\u7a76\u54e1 Erik Schluntz \u9032\u884c\u4e86\u4e00\u5834\u6df1\u5ea6\u5c0d\u8ac7\uff0c\u63a2\u8a0e\u5982\u4f55\u6253\u9020\u66f4\u6709\u6548\u7684 AI Agent\u3002\u5f9e Claude \u70ba\u4f55\u64c5\u9577 Agent \u4efb\u52d9\u3001Claude Code SDK \u8207 Skills \u7684\u5be6\u52d9\u61c9\u7528\uff0c\u5230 Workflow of Agents \u8207 Multi-Agent \u7684\u67b6\u69cb\u6f14\u9032\uff0c\u4ee5\u53ca MCP \u5de5\u5177\u8a2d\u8a08\u7684\u6700\u4f73\u5be6\u8e10\uff0c\u5168\u9762\u5256\u6790\u4e86 AI Agent \u958b\u767c\u7684\u73fe\u72c0\u8207\u672a\u4f86\u65b9\u5411\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\"><p>\u539f\u5f71\u7247\u9023\u7d50\uff1ahttps:\/\/www.youtube.com\/watch?v=uhJJgc-0iTQ<\/p><\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\">\u5f71\u7247\u91cd\u9ede<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Claude \u900f\u904e\u5927\u91cf RL \u8a13\u7df4\u6210\u70ba\u512a\u79c0\u7684 Agent\uff0ccoding \u80fd\u529b\u662f\u57fa\u790e\u6280\u80fd\uff0c\u53ef\u9077\u79fb\u5230\u5404\u7a2e\u4efb\u52d9<\/li>\n<li>Claude Code SDK \u63d0\u4f9b\u958b\u7bb1\u5373\u7528\u7684 Agent Loop\uff0c\u958b\u767c\u8005\u53ea\u9700\u5c08\u6ce8\u81ea\u5df1\u7684\u696d\u52d9\u908f\u8f2f<\/li>\n<li>Skills \u662f CLAUDE.md \u7684\u9032\u5316\u7248\uff0c\u53ef\u4ee5\u6ce8\u5165\u6a21\u677f\u3001\u8173\u672c\u3001\u5716\u7247\u7b49\u8cc7\u6e90\uff0c\u8b93 Claude \u77ac\u9593\u5177\u5099\u7279\u5b9a\u5c08\u696d\u80fd\u529b<\/li>\n<li>Agent \u5df2\u7d93\u5728\u5927\u591a\u6578\u9700\u8981\u9ad8\u54c1\u8cea\u8f38\u51fa\u7684\u5834\u666f\u4e2d\u8d85\u8d8a\u4e86\u50b3\u7d71 Workflow<\/li>\n<li>Workflows of Agents \u662f\u65b0\u8da8\u52e2\uff1a\u5c07 Workflow \u4e2d\u7684\u6bcf\u500b\u6b65\u9a5f\u66ff\u63db\u70ba\u4e00\u500b\u5b8c\u6574\u7684 Agent Loop<\/li>\n<li>Multi-Agent \u8b93\u591a\u500b Claude \u4e26\u884c\u5de5\u4f5c\uff0c\u7528\u65bc\u641c\u5c0b\u3001\u7a0b\u5f0f\u78bc\u64b0\u5beb\u548c Test-time Compute<\/li>\n<li>MCP \u5de5\u5177\u8a2d\u8a08\u61c9\u5c0d\u61c9 UI \u800c\u975e API\uff0c\u6e1b\u5c11\u6a21\u578b\u7684\u5de5\u5177\u547c\u53eb\u6b21\u6578<\/li>\n<li>\u672a\u4f86 Agent \u5c07\u7d50\u5408 Computer Use \u80fd\u529b\uff0c\u81ea\u884c\u9a57\u8b49\u548c\u6e2c\u8a66\u7522\u51fa<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u8a73\u7d30\u5167\u5bb9<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">[00:18] \u70ba\u4ec0\u9ebc Claude \u64c5\u9577 Agent \u4efb\u52d9<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Alex \u8207 Erik \u958b\u5834\u8a0e\u8ad6\u4e86 Claude \u70ba\u4f55\u5728 Agent \u4efb\u52d9\u4e0a\u8868\u73fe\u51fa\u8272\u3002Erik \u89e3\u91cb\uff0c\u5728\u8a13\u7df4\u904e\u7a0b\u4e2d\uff0c\u5718\u968a\u8b93 Claude \u5927\u91cf\u7df4\u7fd2\u4f5c\u70ba Agent \u7684\u89d2\u8272\u2014\u2014\u7d66\u5b83\u958b\u653e\u6027\u554f\u984c\uff0c\u8b93\u5b83\u900f\u904e\u591a\u6b65\u9a5f\u4f7f\u7528\u5de5\u5177\u3001\u63a2\u7d22\u74b0\u5883\uff0c\u6700\u7d42\u7d66\u51fa\u7b54\u6848\u3002\u900f\u904e\u5728 coding\u3001\u641c\u5c0b\u7b49\u591a\u7a2e\u74b0\u5883\u4e2d\u9032\u884c\u5927\u91cf\u7684\u5f37\u5316\u5b78\u7fd2\uff08RL\uff09\uff0cClaude \u7d2f\u7a4d\u4e86\u8c50\u5bcc\u7684 Agent \u7d93\u9a57\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Alex \u63d0\u5230\u5916\u754c\u53ef\u80fd\u8a8d\u70ba Claude \u53ea\u662f coding \u5f88\u5f37\uff0c\u4f46 Erik \u6307\u51fa coding \u5176\u5be6\u662f\u4e00\u9805\u975e\u5e38\u57fa\u790e\u7684 Agent \u6280\u80fd\u3002\u4e00\u65e6\u6709\u4e86\u51fa\u8272\u7684 coding Agent\uff0c\u5b83\u5c31\u80fd\u900f\u904e\u64b0\u5beb\u7a0b\u5f0f\u78bc\u4f86\u5b8c\u6210\u5404\u7a2e\u975e\u7a0b\u5f0f\u76f8\u95dc\u7684\u4efb\u52d9\u2014\u2014\u4f8b\u5982\u900f\u904e API \u9032\u884c\u7db2\u9801\u641c\u5c0b\u3001\u5efa\u7acb\u884c\u7a0b\u898f\u5283\u7b49\u3002\u5718\u968a\u7684\u7b56\u7565\u662f\u300c\u5148\u8a13\u7df4\u6700\u56f0\u96e3\u7684\u6280\u80fd\uff0c\u5176\u4ed6\u4e00\u5207\u5c31\u6703\u8b8a\u5f97\u5bb9\u6613\u300d\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[02:30] Code \u4f5c\u70ba\u901a\u7528\u52a0\u901f\u5668<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Erik \u8209\u4e86\u4e00\u500b\u5be6\u969b\u4f8b\u5b50\uff1a\u4ed6\u7528 Claude \u88fd\u4f5c\u7c21\u5831\u5716\u8868\u3002\u5c0d\u65bc\u7c21\u55ae\u7684\u5716\uff0cClaude \u53ef\u4ee5\u76f4\u63a5\u5beb\u51fa SVG\uff1b\u4f46\u7576\u9700\u8981\u5927\u91cf\u91cd\u8907\u7d30\u7bc0\u7684\u8907\u96dc\u5716\u8868\u6642\uff0cClaude \u6703\u6539\u70ba\u64b0\u5beb\u7a0b\u5f0f\u78bc\u4f86\u751f\u6210 SVG\uff0c\u901f\u5ea6\u9060\u5feb\u65bc\u9010\u884c\u64b0\u5beb\u3002\u9019\u5c55\u73fe\u4e86 coding \u4e0d\u53ea\u662f\u5beb\u7a0b\u5f0f\uff0c\u800c\u662f\u4e00\u7a2e\u80fd\u8b93 Agent \u7372\u5f97\u300cfor loop\u300d\u80fd\u529b\u7684\u52a0\u901f\u5de5\u5177\u2014\u2014\u9019\u7a2e\u91cd\u8907\u6027\u64cd\u4f5c\u7684\u901f\u5ea6\u662f\u4eba\u985e\u900f\u904e\u6ed1\u9f20\u9ede\u64ca\u7121\u6cd5\u6bd4\u64ec\u7684\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[03:52] Claude Code SDK\uff1a\u958b\u767c\u8005\u7684 Agent \u57fa\u790e\u67b6\u69cb<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Erik \u4ecb\u7d39\u4e86 Claude Code SDK \u7684\u6838\u5fc3\u50f9\u503c\u3002\u904e\u53bb\u958b\u767c\u8005\u8981\u5efa\u69cb Agent\uff0c\u9700\u8981\u5f9e\u96f6\u958b\u59cb\u6253\u9020\u2014\u2014\u81ea\u884c\u5efa\u69cb\u8ff4\u5708\u3001\u5de5\u5177\u3001\u6a94\u6848\u4e92\u52d5\u548c MCP \u6574\u5408\u3002\u800c Claude Code SDK \u5df2\u5c07\u9019\u4e9b\u5168\u90e8\u5c01\u88dd\u597d\uff0c\u63d0\u4f9b\u4e00\u500b\u7d93\u904e\u5927\u91cf\u6253\u78e8\u548c\u512a\u5316\u7684\u6838\u5fc3 Agent Loop\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u96d6\u7136\u540d\u70ba\u300cClaude Code\u300d\uff0c\u4f46\u5b83\u672c\u8cea\u4e0a\u662f\u4e00\u500b\u901a\u7528\u578b Agent\uff0c\u53ea\u662f\u6700\u5e38\u88ab\u7528\u65bc coding\u3002\u958b\u767c\u8005\u53ef\u4ee5\u7528\u5b83\u4f5c\u70ba Agent \u7684\u6838\u5fc3\uff0c\u79fb\u9664 coding \u76f8\u95dc\u7684\u90e8\u5206\uff0c\u63d2\u5165\u81ea\u5df1\u7684 prompt \u548c\u5de5\u5177\u2014\u2014\u900f\u904e MCP \u52a0\u5165\u81ea\u8a02\u696d\u52d9\u908f\u8f2f\uff0c\u5c31\u50cf\u628a\u96f6\u4ef6\u653e\u5165\u9810\u88fd\u7684\u9aa8\u67b6\u4e00\u6a23\u3002Erik \u751a\u81f3\u7528 Claude Code \u4f86\u898f\u5283\u7d04\u6703\u884c\u7a0b\uff0c\u5305\u62ec\u641c\u5c0b\u6d3b\u52d5\u548c\u9910\u5ef3\u63a8\u85a6\uff0c\u5b8c\u5168\u4e0d\u6d89\u53ca\u7a0b\u5f0f\u78bc\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[05:35] Skills\uff1a\u8b93 Claude \u77ac\u9593\u7fd2\u5f97\u65b0\u80fd\u529b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Alex \u63d0\u5230\u5f9e CLAUDE.md \u6a94\u6848\u6f14\u9032\u800c\u4f86\u7684 Skills \u529f\u80fd\u3002CLAUDE.md \u662f\u5728\u5c08\u6848\u4e2d\u5b9a\u7fa9\u7a0b\u5f0f\u98a8\u683c\u548c\u76ee\u9304\u7d50\u69cb\u7b49\u8cc7\u8a0a\u7684\u8a2d\u5b9a\u6a94\uff0c\u800c Skills \u5247\u66f4\u9032\u4e00\u6b65\u2014\u2014\u4e0d\u53ea\u662f\u6307\u4ee4\u6587\u5b57\uff0c\u9084\u53ef\u4ee5\u5305\u542b PowerPoint \u6a21\u677f\u3001\u8f14\u52a9\u8173\u672c\u3001\u5716\u7247\u548c\u5176\u4ed6\u8cc7\u6e90\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Erik \u7528\u4e86\u4e00\u500b\u7cbe\u5f69\u7684\u6bd4\u55bb\uff1a\u9019\u5c31\u50cf\u300a\u99ed\u5ba2\u4efb\u52d9\u300b\u4e2d Neo \u88ab\u6ce8\u5165\u529f\u592b\u77e5\u8b58\u5f8c\u77ac\u9593\u6210\u70ba\u6b66\u8853\u5927\u5e2b\u3002\u7576\u4f60\u7d66 Claude \u4e00\u500b\u300c\u5982\u4f55\u5efa\u7acb\u8a66\u7b97\u8868\u300d\u7684 Skill\uff0c\u5b83\u5c31\u77ac\u9593\u8b8a\u6210\u4e86\u80fd\u5efa\u7acb\u8ca1\u52d9\u6a21\u578b\u7684\u9280\u884c\u5bb6\u3002Skills \u4e0d\u53ea\u662f\u8aaa\u660e\u66f8\uff0c\u66f4\u662f\u88dd\u5099\u5eab\u2014\u2014\u5c31\u50cf\u96fb\u5f71\u4e2d\u8f09\u5165\u4e00\u6574\u67b6\u6b66\u5668\u548c\u5de5\u5177\u4f9b\u89d2\u8272\u4f7f\u7528\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[07:10] \u5f9e Workflow \u5230 Agent \u7684\u6f14\u9032<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Alex \u56de\u9867\u4e86\u904e\u53bb\u5e7e\u500b\u6708\u7684\u8b8a\u5316\u3002\u4e4b\u524d\u7684\u505a\u6cd5\u662f\u7528 Workflow \u5c07 prompt \u4e32\u63a5\u8d77\u4f86\uff0c\u73fe\u5728\u5df2\u7d93\u8f49\u5411\u4ee5 Agent Loop \u70ba\u4e3b\u7684\u67b6\u69cb\u3002Erik \u8868\u793a\uff0cClaude \u5df2\u7d93\u8b8a\u5f97\u975e\u5e38\u64c5\u9577\u56de\u61c9\u53cd\u994b\u548c\u81ea\u6211\u4fee\u6b63\uff0cAgent Loop \u5728\u5927\u591a\u6578\u8ffd\u6c42\u9ad8\u54c1\u8cea\u8f38\u51fa\u7684\u5834\u666f\u4e2d\u5927\u5e45\u8d85\u8d8a\u4e86 Workflow\u3002\u4e0d\u904e Workflow \u4ecd\u7136\u9069\u7528\u65bc\u9700\u8981\u4f4e\u5ef6\u9072\u3001\u8b93 Claude \u4e00\u6b21\u6027\u7d66\u51fa\u6700\u4f73\u7b54\u6848\u7684\u5834\u666f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u66f4\u9032\u4e00\u6b65\u7684\u6f14\u9032\u662f\u300cWorkflows of Agents\u300d\u2014\u2014\u5728\u904e\u53bb\u7684 Workflow \u4e2d\uff0c\u6bcf\u500b\u6b65\u9a5f\u53ef\u80fd\u53ea\u8b93 Claude \u5617\u8a66\u4e00\u6b21\uff08\u4f8b\u5982\u5beb\u4e00\u689d SQL \u67e5\u8a62\uff09\uff0c\u5982\u679c\u5931\u6557\u5c31\u6703\u5c0e\u81f4\u5f8c\u7e8c\u6b65\u9a5f\u51fa\u554f\u984c\u3002\u73fe\u5728\u6bcf\u500b\u6b65\u9a5f\u672c\u8eab\u5c31\u662f\u4e00\u500b\u5c01\u9589\u7684 Agent Loop\uff1aClaude \u5beb SQL\u3001\u57f7\u884c\u3001\u6aa2\u8996\u7d50\u679c\u3001\u6301\u7e8c\u8fed\u4ee3\u76f4\u5230\u78ba\u8a8d\u6b63\u78ba\uff0c\u624d\u9032\u5165\u4e0b\u4e00\u6b65\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[09:10] Observability \u7684\u6311\u6230\u8207\u7c21\u55ae\u6027\u539f\u5247<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u8a0e\u8ad6\u8f49\u5411 Agent \u7684\u53ef\u89c0\u5bdf\u6027\uff08Observability\uff09\u3002Erik \u5f37\u8abf\uff0c\u96a8\u8457\u7cfb\u7d71\u8b8a\u5f97\u66f4\u52a0\u8907\u96dc\uff0c\u53ef\u89c0\u5bdf\u6027\u6703\u8d8a\u4f86\u8d8a\u56f0\u96e3\u3002\u5373\u4f7f\u6a21\u578b\u6bd4\u4e00\u5e74\u524d\u5f37\u5927\u5f97\u591a\uff0c\u4e5f\u80fd\u652f\u6301\u66f4\u8907\u96dc\u7684\u67b6\u69cb\uff0c\u4f46\u300c\u7c21\u55ae\u6027\u4ecd\u7136\u975e\u5e38\u91cd\u8981\u300d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Erik \u5efa\u8b70\uff1a\u6c38\u9060\u5f9e\u6700\u7c21\u55ae\u7684\u65b9\u6848\u958b\u59cb\uff0c\u53ea\u5728\u78ba\u5be6\u9700\u8981\u6642\u624d\u589e\u52a0\u8907\u96dc\u5ea6\u3002\u5148\u5617\u8a66 single-shot\uff0c\u518d\u8a66 Claude Code SDK \u7684\u7c21\u55ae\u7528\u6cd5\uff0c\u53ea\u6709\u5728\u5fc5\u8981\u6642\u624d\u9010\u5c64\u589e\u52a0\u8907\u96dc\u5ea6\u2014\u2014\u56e0\u70ba\u6bcf\u4e00\u5c64\u8907\u96dc\u5ea6\u90fd\u6703\u8b93\u53ef\u89c0\u5bdf\u6027\u8b8a\u5f97\u66f4\u56f0\u96e3\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[10:08] Multi-Agent\uff1a\u591a\u500b Claude \u4e26\u884c\u5354\u4f5c<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Erik \u4ecb\u7d39\u4e86\u4ed6\u76ee\u524d\u7684\u4e3b\u8981\u7814\u7a76\u65b9\u5411\u2014\u2014Multi-Agent \u7cfb\u7d71\u3002\u4ed6\u5340\u5206\u4e86\u5169\u500b\u6982\u5ff5\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Workflows of Agents<\/strong>\uff1aAgent \u4f9d\u5e8f\u904b\u4f5c\uff0c\u4e00\u500b\u5b8c\u6210\u5f8c\u5c07\u8f38\u51fa\u50b3\u7d66\u4e0b\u4e00\u500b<\/li>\n<li><strong>Multi-Agent<\/strong>\uff1a\u591a\u500b Agent \u6216\u591a\u500b Claude \u540c\u6642\u904b\u4f5c\u3002\u4f8b\u5982\u4e00\u500b Parent Agent \u5c07\u4efb\u52d9\u5206\u914d\u7d66\u4e94\u500b Sub-Agent \u4e26\u884c\u8655\u7406<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Deep Research \u7522\u54c1\u5c31\u662f Multi-Agent \u7684\u5be6\u4f8b\uff1a\u4e3b\u8981\u7684 Orchestrator Agent \u6703\u5efa\u7acb\u591a\u500b Sub-Agent \u540c\u6642\u57f7\u884c\u641c\u5c0b\uff0c\u8b93\u4f7f\u7528\u8005\u66f4\u5feb\u7372\u5f97\u7d50\u679c\u3002Claude Code \u4e2d\u4e5f\u4f7f\u7528\u4e86 Sub-Agent\u2014\u2014\u7576\u67d0\u500b\u5b50\u4efb\u52d9\u9700\u8981\u5927\u91cf token\uff08\u4f8b\u5982\u641c\u5c0b\u67d0\u500b class \u7684\u5be6\u4f5c\uff09\uff0c\u4f46\u7d50\u679c\u53ea\u662f\u5f88\u5c0f\u7684\u8cc7\u8a0a\u6642\uff0c\u53ef\u4ee5\u5728 Sub-Agent \u4e2d\u5b8c\u6210\u9019\u9805\u5de5\u4f5c\uff0c\u4fdd\u8b77\u4e3b\u8981 context \u4e0d\u88ab\u9019\u4e9b\u4e0d\u5fc5\u8981\u7684 token \u4f54\u64da\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[12:20] Sub-Agent \u4f5c\u70ba\u5de5\u5177\u547c\u53eb<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u6280\u8853\u5be6\u73fe\u4e0a\uff0cSub-Agent \u5c0d Claude \u4f86\u8aaa\u5c31\u50cf\u4e00\u500b\u5de5\u5177\uff08Tool\uff09\u3002Claude \u5c07 prompt \u4f5c\u70ba\u53c3\u6578\u50b3\u905e\u7d66 Sub-Agent\uff0cSub-Agent \u53bb\u57f7\u884c\u5de5\u4f5c\u5f8c\u56de\u50b3\u7d50\u679c\u3002Erik \u900f\u9732\u4ed6\u7684\u7814\u7a76\u6b63\u5728\u8a13\u7df4 Claude \u6210\u70ba\u66f4\u597d\u7684\u300c\u7ba1\u7406\u8005\u300d\u2014\u2014\u5b78\u6703\u5982\u4f55\u7d66\u51fa\u6e05\u6670\u7684\u6307\u4ee4\uff0c\u78ba\u4fdd\u5f9e Sub-Agent \u7372\u5f97\u6240\u9700\u7684\u7d50\u679c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6709\u8da3\u7684\u662f\uff0cClaude \u521d\u671f\u6703\u72af\u548c\u65b0\u624b\u4e3b\u7ba1\u4e00\u6a23\u7684\u932f\u8aa4\uff1a\u7d66\u51fa\u4e0d\u5b8c\u6574\u6216\u4e0d\u6e05\u695a\u7684\u6307\u4ee4\uff0c\u671f\u671b Sub-Agent \u64c1\u6709\u5b83\u5be6\u969b\u4e26\u4e0d\u5177\u5099\u7684\u4e0a\u4e0b\u6587\u3002\u900f\u904e\u8a13\u7df4\uff0cClaude \u958b\u59cb\u5b78\u6703\u7d66 Sub-Agent \u63d0\u4f9b\u66f4\u8a73\u76e1\u7684\u6574\u9ad4\u80cc\u666f\u8cc7\u8a0a\uff0c\u8b93\u5b83\u5011\u80fd\u66f4\u597d\u5730\u5b8c\u6210\u5404\u81ea\u7684\u5de5\u4f5c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[14:07] Multi-Agent \u7684\u61c9\u7528\u5834\u666f\u8207 Test-time Compute<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Multi-Agent \u7684\u61c9\u7528\u5834\u666f\u5305\u62ec\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u641c\u5c0b\u8207\u7814\u7a76<\/strong>\uff1a\u4e26\u884c\u641c\u5c0b\u5927\u91cf\u8cc7\u6599\u4f86\u6e90<\/li>\n<li><strong>\u7a0b\u5f0f\u78bc\u958b\u767c<\/strong>\uff1a\u5927\u91cf\u4f7f\u7528 Sub-Agent \u8655\u7406\u5b50\u4efb\u52d9<\/li>\n<li><strong>\u53ef\u4e26\u884c\u5316\u7684\u4efb\u52d9<\/strong>\uff1a\u5982\u679c\u8f38\u51fa\u6709 10 \u500b\u90e8\u5206\uff0c\u53ef\u4ee5\u5206\u914d\u7d66 10 \u500b Sub-Agent \u540c\u6642\u8655\u7406<\/li>\n<li><strong>Test-time Compute<\/strong>\uff1a\u8b93\u591a\u500b Claude \u540c\u6642\u7814\u7a76\u540c\u4e00\u500b\u554f\u984c\uff0c\u5c31\u50cf\u4e00\u7fa4\u4eba\u96c6\u601d\u5ee3\u76ca\uff0c\u6700\u7d42\u5f97\u5230\u6bd4\u55ae\u4e00 Agent \u66f4\u597d\u7684\u7b54\u6848<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c0d\u65bc Agent \u7684\u89d2\u8272\u5206\u5316\uff0cErik \u8a8d\u70ba\u5169\u7a2e\u65b9\u5f0f\u90fd\u6709\u6548\uff1a\u53ef\u4ee5\u7d66\u591a\u500b Agent \u76f8\u540c\u7684\u4efb\u52d9\u770b\u5404\u81ea\u7684\u7b54\u6848\uff0c\u4e5f\u53ef\u4ee5\u8b93\u4e0d\u540c Agent \u5f9e\u4e0d\u540c\u89d2\u5ea6\u5207\u5165\u540c\u4e00\u554f\u984c\u3002\u4e00\u500b\u5e38\u898b\u7684\u505a\u6cd5\u662f\u5c07\u5927\u91cf\u5de5\u5177\uff08\u53ef\u80fd\u591a\u9054\u4e00\u5169\u767e\u500b\uff09\u5206\u914d\u7d66\u4e0d\u540c\u7684 Sub-Agent\uff0c\u8b93\u4e3b Agent \u53ea\u9700\u77e5\u9053\u8981\u7528\u54ea\u4e00\u7d44\u5de5\u5177\uff0c\u800c Sub-Agent \u5404\u81ea\u53ea\u9700\u7406\u89e3\u81ea\u5df1\u8ca0\u8cac\u7684 20 \u500b\u5de6\u53f3\u7684\u5de5\u5177\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[15:53] Agent \u5e38\u898b\u7684\u5931\u6557\u6a21\u5f0f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Erik \u6307\u51fa\uff0c\u548c\u4efb\u4f55\u8907\u96dc\u7cfb\u7d71\u4e00\u6a23\uff0cAgent \u7cfb\u7d71\u6700\u5bb9\u6613\u72af\u7684\u932f\u8aa4\u5c31\u662f\u904e\u5ea6\u5efa\u69cb\u3002\u4ed6\u898b\u904e\u904e\u5ea6\u8a2d\u8a08\u7684 Multi-Agent \u7cfb\u7d71\u82b1\u592a\u591a\u6642\u9593\u5728 Agent \u4e4b\u9593\u4e92\u76f8\u6e9d\u901a\uff0c\u800c\u6c92\u6709\u5728\u4e3b\u8981\u4efb\u52d9\u4e0a\u53d6\u5f97\u5be6\u969b\u9032\u5c55\u3002\u4ed6\u985e\u6bd4\u4e86\u4eba\u985e\u7d44\u7e54\uff1a\u96a8\u8457\u516c\u53f8\u898f\u6a21\u64f4\u5927\uff0c\u6e9d\u901a\u958b\u92b7\u589e\u52a0\uff0c\u771f\u6b63\u5728\u505a\u5be6\u4e8b\u7684\u6bd4\u4f8b\u53cd\u800c\u4e0b\u964d\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[16:30] \u958b\u767c\u8005\u6700\u4f73\u5be6\u8e10\uff1a\u5de5\u5177\u8a2d\u8a08\u54f2\u5b78<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Erik \u63d0\u51fa\u4e86\u4e00\u500b\u975e\u5e38\u91cd\u8981\u7684\u5de5\u5177\u8a2d\u8a08\u539f\u5247\uff1a<strong>MCP \u6216\u5de5\u5177\u61c9\u8a72\u8207 UI \u4e00\u4e00\u5c0d\u61c9\uff0c\u800c\u4e0d\u662f\u8207 API \u4e00\u4e00\u5c0d\u61c9<\/strong>\u3002\u56e0\u70ba\u6a21\u578b\u672c\u8cea\u4e0a\u662f\u9019\u4e9b\u5de5\u5177\u7684\u300c\u4f7f\u7528\u8005\u300d\uff0c\u800c\u975e\u50b3\u7d71\u7a0b\u5f0f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ed6\u4ee5 Slack \u70ba\u4f8b\uff1a\u5982\u679c\u4f60\u7684 API \u6709\u4e09\u500b\u7368\u7acb\u7684 endpoint\uff08\u8f09\u5165\u5c0d\u8a71\u3001\u5c07 User ID \u8f49\u63db\u70ba\u7528\u6236\u540d\u3001\u5c07 Channel ID \u8f49\u63db\u70ba\u983b\u9053\u540d\uff09\uff0c\u800c\u4f60\u76f4\u63a5\u628a\u9019\u4e09\u500b API \u505a\u6210\u4e09\u500b\u5de5\u5177\uff0c\u6a21\u578b\u6bcf\u6b21\u7406\u89e3\u4e00\u5247 Slack \u8a0a\u606f\u5c31\u9700\u8981\u4e09\u6b21\u5de5\u5177\u547c\u53eb\u3002\u4f46\u4f7f\u7528\u8005\u5728 UI \u4e0a\u770b\u5230\u7684\u662f\u6240\u6709\u8cc7\u8a0a\u4e00\u6b21\u6027\u5448\u73fe\u3002\u56e0\u6b64\uff0c\u5de5\u5177\u8a2d\u8a08\u61c9\u8a72\u6a21\u64ec UI \u7684\u9ad4\u9a57\uff1a\u4e00\u6b21\u6027\u63d0\u4f9b\u5b8c\u6574\u7684\u8cc7\u8a0a\uff0c\u76e1\u91cf\u6e1b\u5c11\u4e92\u52d5\u6b21\u6578\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[17:50] Agent \u7684\u672a\u4f86\u5c55\u671b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Erik \u9810\u6e2c\u5728\u672a\u4f86 6 \u5230 12 \u500b\u6708\uff0cAgent \u5c07\u5f9e\u53ef\u9a57\u8b49\u7684\u9818\u57df\uff08\u5982\u8edf\u9ad4\u5de5\u7a0b\uff09\u958b\u59cb\u8b8a\u5f97\u66f4\u52a0\u666e\u53ca\u3002\u4e00\u500b\u4ee4\u4eba\u8208\u596e\u7684\u65b9\u5411\u662f\u8b93 Agent \u80fd\u81ea\u884c\u9a57\u8b49\u7522\u51fa\u2014\u2014\u4f8b\u5982\u7528 Computer Use \u5beb\u5b8c Web App \u5f8c\uff0c\u81ea\u5df1\u6253\u958b\u4f86\u6e2c\u8a66\u3001\u627e\u51fa bug\uff0c\u800c\u4e0d\u9700\u8981\u4f7f\u7528\u8005\u5145\u7576 QA \u5de5\u7a0b\u5e2b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Computer Use \u4e5f\u5c07\u6253\u958b\u8a31\u591a\u76ee\u524d Agent \u7121\u6cd5\u89f8\u53ca\u7684\u9818\u57df\u3002\u4f8b\u5982\u5728 Google Docs \u4e2d\u5de5\u4f5c\u6642\uff0c\u76ee\u524d\u4f7f\u7528\u8005\u9700\u8981\u5728 Claude \u548c\u6587\u4ef6\u4e4b\u9593\u4f86\u56de\u8907\u88fd\u8cbc\u4e0a\uff0c\u4f46\u6709\u4e86 Computer Use\uff0c\u53ea\u8981\u8aaa\u300c\u5e6b\u6211\u6574\u7406\u9019\u4efd Google Doc\u300d\uff0cClaude \u5c31\u80fd\u76f4\u63a5\u5728\u6587\u4ef6\u4e2d\u6372\u52d5\u3001\u9ede\u64ca\u3001\u7de8\u8f2f\u3002\u9019\u4ee3\u8868\u7121\u8ad6\u4f7f\u7528\u8005\u5728\u54ea\u88e1\u5de5\u4f5c\uff0cClaude \u90fd\u80fd\u966a\u4f34\u5728\u5074\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6211\u7684\u60f3\u6cd5<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u5834\u5c0d\u8ac7\u6700\u8b93\u6211\u5370\u8c61\u6df1\u523b\u7684\u662f Erik \u95dc\u65bc MCP \u5de5\u5177\u8a2d\u8a08\u7684\u89c0\u9ede\uff1a\u300c\u5de5\u5177\u61c9\u8a72\u5c0d\u61c9 UI \u800c\u975e API\u300d\u3002\u9019\u500b\u89c0\u9ede\u5728\u5be6\u52d9\u958b\u767c\u4e2d\u6975\u5177\u50f9\u503c\u2014\u2014\u5f88\u591a\u958b\u767c\u8005\uff08\u5305\u62ec\u6211\u81ea\u5df1\uff09\u7684\u76f4\u89ba\u53cd\u61c9\u662f\u628a\u73fe\u6709\u7684 REST API \u76f4\u63a5\u5305\u6210 MCP Tool\uff0c\u4f46\u9019\u5176\u5be6\u662f\u5728\u5f37\u8feb\u6a21\u578b\u50cf\u7a0b\u5f0f\u4e00\u6a23\u601d\u8003\uff0c\u800c\u975e\u50cf\u4f7f\u7528\u8005\u4e00\u6a23\u4f7f\u7528\u670d\u52d9\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53e6\u4e00\u500b\u503c\u5f97\u6df1\u601d\u7684\u9ede\u662f Multi-Agent \u7684\u300c\u7ba1\u7406\u8005\u56f0\u5883\u300d\u3002Claude \u6703\u72af\u65b0\u624b\u4e3b\u7ba1\u7684\u932f\u8aa4\uff08\u7d66\u51fa\u4e0d\u5b8c\u6574\u6307\u4ee4\u3001\u5047\u8a2d Sub-Agent \u5df2\u6709\u4e0a\u4e0b\u6587\uff09\uff0c\u9019\u4e0d\u50c5\u662f\u6280\u8853\u6311\u6230\uff0c\u66f4\u53cd\u6620\u4e86\u4e00\u500b\u666e\u904d\u7684\u7d44\u7e54\u7ba1\u7406\u554f\u984c\u3002\u96a8\u8457 Agent \u7cfb\u7d71\u898f\u6a21\u64f4\u5927\uff0c\u5982\u4f55\u63a7\u5236\u6e9d\u901a\u958b\u92b7\u3001\u907f\u514d\u300c\u958b\u6703\u6bd4\u505a\u4e8b\u591a\u300d\u7684\u56f0\u5883\uff0c\u53ef\u80fd\u6703\u6210\u70ba Agent \u67b6\u69cb\u8a2d\u8a08\u7684\u6838\u5fc3\u8ab2\u984c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u5f8c\uff0c\u300cWorkflows of Agents\u300d\u9019\u500b\u6f14\u9032\u8def\u5f91\u975e\u5e38\u52d9\u5be6\u3002\u4e0d\u662f\u4e00\u6b65\u8df3\u5230\u5b8c\u5168\u81ea\u4e3b\u7684 Multi-Agent\uff0c\u800c\u662f\u5148\u628a Workflow \u4e2d\u6bcf\u500b\u8106\u5f31\u7684 single-shot \u6b65\u9a5f\u5347\u7d1a\u70ba\u6709\u81ea\u6211\u4fee\u6b63\u80fd\u529b\u7684 Agent Loop\u3002\u9019\u7a2e\u6f38\u9032\u5f0f\u7684\u65b9\u6cd5\u964d\u4f4e\u4e86\u8907\u96dc\u5ea6\uff0c\u540c\u6642\u5927\u5e45\u63d0\u5347\u4e86\u7cfb\u7d71\u7684\u53ef\u9760\u6027\u3002<\/p>\n\n    \n\n<div id=\"quiz-3fd664ba\">\n<style>\n#quiz-3fd664ba .badge {\n        display: inline-block;\n        padding: 4px 10px;\n        border-radius: 12px;\n        font-size: 0.75em;\n        font-weight: bold;\n        margin-left: 8px;\n      }#quiz-3fd664ba .badge.scenario {\n        background: #ebf8ff;\n        color: #2b6cb0;\n      }#quiz-3fd664ba .badge.debug {\n        background: #fef3c7;\n        color: #92400e;\n      }#quiz-3fd664ba .question-adv {\n        background: white;\n        border-radius: 10px;\n        padding: 24px;\n        margin: 20px 0;\n        box-shadow: 0 2px 8px rgba(0, 0, 0, 0.08);\n        border-left: 4px solid #ed8936;\n      }#quiz-3fd664ba .question-adv h3 {\n        margin-top: 0;\n        color: #2d3748;\n      }#quiz-3fd664ba .code-block {\n        background: #1e1e1e;\n        color: #d4d4d4;\n        padding: 14px;\n        border-radius: 6px;\n        font-family: \"Menlo\", \"Monaco\", \"Courier New\", monospace;\n        font-size: 0.9em;\n        overflow-x: auto;\n        margin: 12px 0;\n        white-space: pre-wrap;\n      }#quiz-3fd664ba .options-adv {\n        list-style: none;\n        padding: 0;\n      }#quiz-3fd664ba .options-adv li {\n        padding: 14px 16px;\n        margin: 10px 0;\n        border: 2px solid #e2e8f0;\n        border-radius: 8px;\n        cursor: pointer;\n        transition: all 0.2s;\n      }#quiz-3fd664ba .options-adv li:hover:not(.disabled) {\n        border-color: #ed8936;\n        background: #fffaf0;\n      }#quiz-3fd664ba .options-adv li.disabled {\n        cursor: default;\n        opacity: 0.7;\n      }#quiz-3fd664ba .options-adv li.show-answer {\n        border-color: #48bb78;\n        background: #f0fff4;\n      }#quiz-3fd664ba .options-adv li.wrong {\n        border-color: #fc8181;\n        background: #fff5f5;\n      }#quiz-3fd664ba .feedback-adv {\n        margin-top: 16px;\n        padding: 14px;\n        border-radius: 8px;\n        display: none;\n        line-height: 1.6;\n      }#quiz-3fd664ba .feedback-adv.correct {\n        background: #f0fff4;\n        color: #276749;\n        display: block;\n      }#quiz-3fd664ba .feedback-adv.wrong {\n        background: #fff5f5;\n        color: #c53030;\n        display: block;\n      }#quiz-3fd664ba .feedback-adv \n      .score-adv {\n        text-align: center;\n        font-size: 1.4em;\n        padding: 24px;\n        background: white;\n        border-radius: 10px;\n        margin-top: 24px;\n        box-shadow: 0 2px 8px rgba(0, 0, 0, 0.08);\n      }#quiz-3fd664ba .intro {\n        background: #ebf8ff;\n        padding: 16px;\n        border-radius: 8px;\n        margin-bottom: 20px;\n        color: #2c5282;\n      }\n<\/style>\n<h1>\u9032\u968e\u6e2c\u9a57\uff1aBuilding More Effective AI Agents<\/h1>\n    <div class=\"intro\">\n      <strong>\u6e2c\u9a57\u76ee\u6a19\uff1a<\/strong>\u9a57\u8b49\u4f60\u662f\u5426\u80fd\u5728\u5be6\u969b\u60c5\u5883\u4e2d\u61c9\u7528 AI Agent \u67b6\u69cb\u8a2d\u8a08\u7684\u77e5\u8b58\u3002<br \/>\n      \u5171 5 \u984c\uff0c\u5305\u542b\u60c5\u5883\u984c\u8207\u932f\u8aa4\u8a3a\u65b7\u984c\u3002\n    <\/div>\n\n    <!-- \u60c5\u5883\u984c 1 -->\n    <div class=\"question-adv\" id=\"qAdv1\">\n      <h3>1. \u4f60\u6b63\u5728\u70ba\u516c\u53f8\u958b\u767c\u4e00\u500b AI Agent\uff0c\u9700\u8981\u6574\u5408 Slack \u7684\u529f\u80fd\u3002\u4f60\u7684\u5f8c\u7aef\u6709\u4e09\u500b\u7368\u7acb\u7684 API\uff1a\u8f09\u5165\u5c0d\u8a71\u5167\u5bb9\u3001\u5c07 User ID \u8f49\u70ba\u7528\u6236\u540d\u3001\u5c07 Channel ID \u8f49\u70ba\u983b\u9053\u540d\u3002\u5728\u8a2d\u8a08 MCP Tool \u6642\uff0c\u4f60\u61c9\u8a72\u600e\u9ebc\u505a\uff1f <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <div class=\"code-block\">\u73fe\u6709 API Endpoints\uff1a\nGET \/api\/slack\/conversations\/{channel_id}  \u2192 \u56de\u50b3\u5c0d\u8a71\u5167\u5bb9\nGET \/api\/slack\/users\/{user_id}             \u2192 \u56de\u50b3\u7528\u6236\u540d\nGET \/api\/slack\/channels\/{channel_id}       \u2192 \u56de\u50b3\u983b\u9053\u540d<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(1, 'A', 'C')\">A. \u5c07\u4e09\u500b API \u76f4\u63a5\u4e00\u5c0d\u4e00\u5305\u88dd\u6210\u4e09\u500b MCP Tool\uff0c\u8b93\u6a21\u578b\u6309\u9700\u547c\u53eb<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'B', 'C')\">B. \u53ea\u4fdd\u7559\u8f09\u5165\u5c0d\u8a71\u7684 Tool\uff0c\u5176\u4ed6\u5169\u500b API \u4e0d\u9700\u8981\u66b4\u9732\u7d66\u6a21\u578b<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'C', 'C')\">C. \u5efa\u7acb\u4e00\u500b\u6574\u5408\u578b Tool\uff0c\u4e00\u6b21\u56de\u50b3\u5c0d\u8a71\u5167\u5bb9\uff0c\u4e26\u81ea\u52d5\u89e3\u6790\u597d\u7528\u6236\u540d\u548c\u983b\u9053\u540d<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'D', 'C')\">D. \u5efa\u7acb\u4e00\u500b Tool \u8b93\u6a21\u578b\u53ef\u4ee5\u76f4\u63a5\u57f7\u884c\u4efb\u610f Slack API \u547c\u53eb<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv1\"><\/div>\n    <\/div>\n\n    <!-- \u60c5\u5883\u984c 2 -->\n    <div class=\"question-adv\" id=\"qAdv2\">\n      <h3>2. \u4f60\u7684\u5718\u968a\u6b63\u5728\u5efa\u69cb\u4e00\u500b\u8cc7\u6599\u5206\u6790 Agent\uff0c\u5176\u4e2d\u6709\u4e00\u500b\u6b65\u9a5f\u662f\u7528 SQL \u67e5\u8a62\u8cc7\u6599\u5eab\u53d6\u5f97\u6578\u64da\uff0c\u7136\u5f8c\u5c07\u7d50\u679c\u50b3\u7d66\u4e0b\u4e00\u6b65\u7522\u751f\u5716\u8868\u3002\u76ee\u524d\u9019\u500b\u6d41\u7a0b\u5076\u723e\u6703\u56e0\u70ba SQL \u8a9e\u6cd5\u932f\u8aa4\u5c0e\u81f4\u5f8c\u7e8c\u6b65\u9a5f\u5931\u6557\u3002\u6839\u64da\u5f71\u7247\u4e2d\u63d0\u5230\u7684\u6700\u65b0\u67b6\u69cb\u6f14\u9032\uff0c\u4f60\u61c9\u8a72\u5982\u4f55\u6539\u5584\uff1f <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <div class=\"code-block\">\u76ee\u524d\u67b6\u69cb\uff08Workflow\uff09\uff1a\nStep 1: Claude \u5beb SQL \u2192 \u57f7\u884c\u67e5\u8a62 \u2192 \u53d6\u5f97\u6578\u64da\nStep 2: Claude \u6839\u64da\u6578\u64da \u2192 \u7522\u751f\u5716\u8868\n\u554f\u984c\uff1aStep 1 \u7684 SQL \u5076\u723e\u51fa\u932f\uff0c\u5c0e\u81f4 Step 2 \u6536\u5230\u7a7a\u6578\u64da\u6216\u932f\u8aa4\u6578\u64da<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(2, 'A', 'B')\">A. \u5728 Step 1 \u548c Step 2 \u4e4b\u9593\u52a0\u5165\u4eba\u5de5\u5be9\u6838\u6b65\u9a5f\uff0c\u624b\u52d5\u78ba\u8a8d SQL \u6b63\u78ba<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'B', 'B')\">B. \u5c07 Step 1 \u6539\u70ba Agent Loop\uff1aClaude \u5beb SQL\u3001\u57f7\u884c\u3001\u6aa2\u8996\u7d50\u679c\u3001\u6301\u7e8c\u8fed\u4ee3\u76f4\u5230\u78ba\u8a8d\u6578\u64da\u6b63\u78ba\uff0c\u518d\u9032\u5165 Step 2<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'C', 'B')\">C. \u7528 Multi-Agent \u8b93\u4e94\u500b Claude \u540c\u6642\u5404\u5beb\u4e00\u689d SQL\uff0c\u53d6\u591a\u6578\u6c7a\u7684\u7d50\u679c<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'D', 'B')\">D. \u9810\u5148\u5efa\u7acb\u6240\u6709\u53ef\u80fd\u7684 SQL \u67e5\u8a62\u6a21\u677f\uff0c\u8b93 Claude \u53ea\u9700\u9078\u64c7\u6a21\u677f\u586b\u5165\u53c3\u6578<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv2\"><\/div>\n    <\/div>\n\n    <!-- \u60c5\u5883\u984c 3 -->\n    <div class=\"question-adv\" id=\"qAdv3\">\n      <h3>3. \u4f60\u7684 Agent \u7cfb\u7d71\u9700\u8981\u4f7f\u7528\u8d85\u904e 150 \u500b\u4e0d\u540c\u7684\u5de5\u5177\u4f86\u5b8c\u6210\u8907\u96dc\u7684\u4f01\u696d\u6d41\u7a0b\u3002\u4f60\u767c\u73fe\u6a21\u578b\u5728\u9762\u5c0d\u9019\u9ebc\u591a\u5de5\u5177\u6642\u8868\u73fe\u4e0d\u4f73\uff0c\u7d93\u5e38\u9078\u932f\u5de5\u5177\u6216\u907a\u6f0f\u6b65\u9a5f\u3002\u6839\u64da\u5f71\u7247\u4e2d\u7684\u5efa\u8b70\uff0c\u6700\u4f73\u7684\u6539\u5584\u65b9\u5f0f\u662f\u4ec0\u9ebc\uff1f <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <div class=\"code-block\">\u73fe\u6cc1\uff1a\n&#8211; \u4e3b Agent \u914d\u5099 150+ \u500b\u5de5\u5177\n&#8211; \u5de5\u5177\u6db5\u84cb\uff1aCRM\u3001ERP\u3001Email\u3001\u65e5\u66c6\u3001\u6587\u4ef6\u7ba1\u7406\u7b49\n&#8211; \u554f\u984c\uff1a\u6a21\u578b\u9078\u932f\u5de5\u5177\u7387\u9ad8\uff0c\u56de\u61c9\u54c1\u8cea\u4e0d\u7a69\u5b9a<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(3, 'A', 'D')\">A. \u64b0\u5beb\u66f4\u8a73\u7d30\u7684\u7cfb\u7d71\u63d0\u793a\u8a5e\uff0c\u9010\u4e00\u8aaa\u660e\u6bcf\u500b\u5de5\u5177\u7684\u4f7f\u7528\u6642\u6a5f<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'B', 'D')\">B. \u6e1b\u5c11\u5de5\u5177\u6578\u91cf\u5230 20 \u500b\u4ee5\u4e0b\uff0c\u53ea\u4fdd\u7559\u6700\u5e38\u7528\u7684\u5de5\u5177<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'C', 'D')\">C. \u7528 Workflow \u9810\u5148\u5b9a\u7fa9\u6bcf\u500b\u6d41\u7a0b\u8a72\u547c\u53eb\u54ea\u4e9b\u5de5\u5177\u7684\u56fa\u5b9a\u9806\u5e8f<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'D', 'D')\">D. \u4f7f\u7528 Multi-Agent \u67b6\u69cb\uff0c\u5c07\u5de5\u5177\u5206\u7d44\u7d66\u4e0d\u540c\u7684 Sub-Agent\uff0c\u4e3b Agent \u53ea\u9700\u77e5\u9053\u8981\u59d4\u6d3e\u7d66\u54ea\u7d44 Sub-Agent<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv3\"><\/div>\n    <\/div>\n\n    <!-- \u932f\u8aa4\u8a3a\u65b7\u984c 1 -->\n    <div class=\"question-adv\" id=\"qAdv4\">\n      <h3>4. \u5c0f\u83ef\u5efa\u4e86\u4e00\u500b Multi-Agent \u7cfb\u7d71\uff0c\u4f46\u767c\u73fe\u7cfb\u7d71\u56de\u61c9\u975e\u5e38\u6162\uff0c\u800c\u4e14\u6700\u7d42\u7d50\u679c\u54c1\u8cea\u4e0d\u5982\u9810\u671f\u3002\u6aa2\u8996\u65e5\u8a8c\u5f8c\u767c\u73fe\u4ee5\u4e0b\u72c0\u6cc1\uff0c\u6700\u53ef\u80fd\u7684\u6839\u672c\u539f\u56e0\u662f\u4ec0\u9ebc\uff1f <span class=\"badge debug\">\u932f\u8aa4\u8a3a\u65b7<\/span><\/h3>\n      <div class=\"code-block\">\u7cfb\u7d71\u65e5\u8a8c\u6458\u8981\uff1a\n[Main Agent] \u2192 \u59d4\u6d3e\u4efb\u52d9\u7d66 Sub-Agent A: &#8220;\u8655\u7406\u7b2c\u4e00\u90e8\u5206&#8221;\n[Sub-Agent A] \u2192 \u5b8c\u6210\uff0c\u56de\u50b3\u7d50\u679c\u7d66 Main Agent\n[Main Agent] \u2192 \u5c07 A \u7684\u7d50\u679c\u8f49\u7d66 Sub-Agent B: &#8220;\u6839\u64da\u4e0a\u9762\u7e7c\u7e8c&#8221;\n[Sub-Agent B] \u2192 \u8a62\u554f Main Agent: &#8220;\u4ec0\u9ebc\u662f\u6574\u9ad4\u76ee\u6a19\uff1f\u7f3a\u5c11\u4e0a\u4e0b\u6587&#8221;\n[Main Agent] \u2192 \u88dc\u5145\u8aaa\u660e\u7d66 Sub-Agent B\n[Sub-Agent B] \u2192 \u518d\u6b21\u8a62\u554f: &#8220;A \u7684\u7d50\u679c\u683c\u5f0f\u4e0d\u6e05\u695a&#8221;\n[Main Agent] \u2192 \u518d\u6b21\u88dc\u5145&#8230;\n\uff08\u4f86\u56de\u6e9d\u901a\u6301\u7e8c 8 \u8f2a\u624d\u5b8c\u6210\uff09<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(4, 'A', 'B')\">A. Sub-Agent B \u7684\u6a21\u578b\u80fd\u529b\u4e0d\u8db3\uff0c\u61c9\u8a72\u5347\u7d1a\u5230\u66f4\u5927\u7684\u6a21\u578b<\/li>\n        <li onclick=\"checkAnswerAdv(4, 'B', 'B')\">B. Main Agent \u7d66 Sub-Agent \u7684\u6307\u4ee4\u4e0d\u5b8c\u6574\uff0c\u7f3a\u5c11\u6574\u9ad4\u4e0a\u4e0b\u6587\u548c\u6e05\u6670\u7684\u4efb\u52d9\u63cf\u8ff0<\/li>\n        <li onclick=\"checkAnswerAdv(4, 'C', 'B')\">C. \u7cfb\u7d71\u7684\u7db2\u8def\u5ef6\u9072\u904e\u9ad8\uff0c\u5c0e\u81f4 Agent \u4e4b\u9593\u901a\u8a0a\u7de9\u6162<\/li>\n        <li onclick=\"checkAnswerAdv(4, 'D', 'B')\">D. Sub-Agent \u7684\u6578\u91cf\u592a\u5c11\uff0c\u61c9\u8a72\u589e\u52a0\u66f4\u591a Sub-Agent \u4f86\u5206\u64d4\u5de5\u4f5c<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv4\"><\/div>\n    <\/div>\n\n    <!-- \u932f\u8aa4\u8a3a\u65b7\u984c 2 -->\n    <div class=\"question-adv\" id=\"qAdv5\">\n      <h3>5. \u4e00\u4f4d\u958b\u767c\u8005\u4f7f\u7528 Claude Code SDK \u5efa\u69cb\u4e86\u4e00\u500b\u5ba2\u670d Agent\uff0c\u4f46\u767c\u73fe Agent \u5728\u8655\u7406\u4f7f\u7528\u8005\u554f\u984c\u6642\u7d93\u5e38\u300c\u770b\u4e0d\u5230\u300d\u95dc\u9375\u8cc7\u8a0a\u3002\u6aa2\u8996\u7cfb\u7d71\u8a2d\u8a08\u5f8c\u767c\u73fe\u4ee5\u4e0b\u914d\u7f6e\uff0c\u554f\u984c\u6700\u53ef\u80fd\u51fa\u5728\u54ea\u88e1\uff1f <span class=\"badge debug\">\u932f\u8aa4\u8a3a\u65b7<\/span><\/h3>\n      <div class=\"code-block\">Agent \u914d\u7f6e\uff1a\n&#8211; \u7cfb\u7d71\u63d0\u793a\u8a5e: &#8220;\u4f60\u662f\u4e00\u500b\u5ba2\u670d\u52a9\u7406\uff0c\u8acb\u5e6b\u52a9\u4f7f\u7528\u8005\u89e3\u6c7a\u554f\u984c&#8221;\n&#8211; \u5de5\u5177 1: get_user_profile(user_id) \u2192 \u56de\u50b3\u7528\u6236\u57fa\u672c\u8cc7\u6599\n&#8211; \u5de5\u5177 2: get_order_list(user_id) \u2192 \u56de\u50b3\u8a02\u55ae ID \u5217\u8868\n&#8211; \u5de5\u5177 3: get_order_detail(order_id) \u2192 \u56de\u50b3\u55ae\u7b46\u8a02\u55ae\u8a73\u60c5\n&#8211; \u5de5\u5177 4: get_product_name(product_id) \u2192 \u56de\u50b3\u5546\u54c1\u540d\u7a31\n\n\u4f7f\u7528\u8005\u554f\u984c: &#8220;\u6211\u4e0a\u9031\u8cb7\u7684\u90a3\u500b\u6771\u897f\u600e\u9ebc\u9084\u6c92\u5230\uff1f&#8221;\nAgent \u9700\u8981\uff1a\u67e5\u7528\u6236 \u2192 \u67e5\u8a02\u55ae\u5217\u8868 \u2192 \u67e5\u8a02\u55ae\u8a73\u60c5 \u2192 \u67e5\u5546\u54c1\u540d\u7a31\uff08\u5171 4 \u6b21\u5de5\u5177\u547c\u53eb\uff09<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(5, 'A', 'C')\">A. \u7cfb\u7d71\u63d0\u793a\u8a5e\u592a\u7c21\u77ed\uff0c\u61c9\u8a72\u52a0\u5165\u66f4\u8a73\u7d30\u7684\u64cd\u4f5c\u6b65\u9a5f\u8aaa\u660e<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'B', 'C')\">B. Agent \u7f3a\u5c11\u8a18\u61b6\u529f\u80fd\uff0c\u7121\u6cd5\u8a18\u4f4f\u4e4b\u524d\u7684\u5c0d\u8a71\u4e0a\u4e0b\u6587<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'C', 'C')\">C. \u5de5\u5177\u8a2d\u8a08\u5c0d\u61c9\u4e86 API \u800c\u975e UI\uff0c\u61c9\u6574\u5408\u70ba\u4e00\u500b\u5de5\u5177\u4e00\u6b21\u56de\u50b3\u5b8c\u6574\u7684\u8a02\u55ae\u8cc7\u8a0a\uff08\u542b\u5546\u54c1\u540d\u7a31\uff09<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'D', 'C')\">D. \u61c9\u8a72\u6539\u7528 Multi-Agent \u67b6\u69cb\uff0c\u8b93\u4e0d\u540c Sub-Agent \u5206\u5225\u8655\u7406\u4e0d\u540c\u7684\u5de5\u5177\u547c\u53eb<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv5\"><\/div>\n    <\/div>\n\n    <div class=\"score-adv\" id=\"scoreAdv\" style=\"display:none;\"><\/div>\n<script>\n\n      let answeredAdv = 0;\n      let correctAdv = 0;\n      const totalAdv = 5;\n      const explanationsAdv = {\n        1: \"\u5f71\u7247\u4e2d Erik \u660e\u78ba\u6307\u51fa\uff1aMCP \u6216\u5de5\u5177\u61c9\u8a72\u8207 UI \u4e00\u5c0d\u4e00\u5c0d\u61c9\uff0c\u800c\u975e\u8207 API \u4e00\u5c0d\u4e00\u5c0d\u61c9\u3002\u56e0\u70ba\u6a21\u578b\u662f\u9019\u4e9b\u5de5\u5177\u7684\u300c\u4f7f\u7528\u8005\u300d\uff0c\u5c31\u50cf\u4f7f\u7528\u8005\u5728 Slack UI \u4e2d\u770b\u5230\u7684\u662f\u6240\u6709\u8cc7\u8a0a\u4e00\u6b21\u6027\u5448\u73fe\u4e00\u6a23\uff0c\u5de5\u5177\u4e5f\u61c9\u8a72\u4e00\u6b21\u63d0\u4f9b\u5b8c\u6574\u7684\u4e0a\u4e0b\u6587\u8cc7\u8a0a\uff0c\u6e1b\u5c11\u4e0d\u5fc5\u8981\u7684\u591a\u6b21\u5de5\u5177\u547c\u53eb\u3002\u9078\u9805 A \u662f\u6700\u5e38\u898b\u7684\u932f\u8aa4\u505a\u6cd5\uff08\u76f4\u63a5\u5c0d\u61c9 API\uff09\u3002\",\n        2: \"\u5f71\u7247\u4e2d\u63d0\u5230\u300cWorkflows of Agents\u300d\u7684\u6982\u5ff5\uff1a\u5c07 Workflow \u4e2d\u539f\u672c\u8106\u5f31\u7684 single-shot \u6b65\u9a5f\u5347\u7d1a\u70ba Agent Loop\u3002\u6bcf\u500b\u6b65\u9a5f\u8b8a\u6210\u4e00\u500b\u5c01\u9589\u8ff4\u5708\uff0cClaude \u5beb SQL\u3001\u57f7\u884c\u3001\u6aa2\u8996\u7d50\u679c\u3001\u6301\u7e8c\u8fed\u4ee3\u76f4\u5230\u78ba\u8a8d\u6b63\u78ba\uff0c\u624d\u9032\u5165\u4e0b\u4e00\u6b65\u3002\u9019\u6bd4\u4eba\u5de5\u5be9\u6838\u66f4\u6709\u6548\u7387\uff0c\u4e5f\u6bd4 Multi-Agent \u6295\u7968\u66f4\u5be6\u969b\u3002\u9810\u5148\u5efa\u7acb\u6a21\u677f\u5247\u6703\u9650\u5236\u7cfb\u7d71\u7684\u9748\u6d3b\u6027\u3002\",\n        3: \"\u5f71\u7247\u4e2d Erik \u63d0\u5230\uff0c\u5c0d\u65bc\u64c1\u6709\u4e00\u5169\u767e\u500b\u5de5\u5177\u7684\u5ba2\u6236\uff0c\u6700\u4f73\u505a\u6cd5\u662f\u4f7f\u7528 Multi-Agent \u67b6\u69cb\u5c07\u5de5\u5177\u5206\u7d44\u7d66\u4e0d\u540c\u7684 Sub-Agent\u3002\u4e3b Agent \u53ea\u9700\u77e5\u9053\u300c\u6211\u8981\u7528\u9019\u7d44\u5de5\u5177\u300d\uff0c\u7136\u5f8c\u59d4\u6d3e\u7d66\u5c0d\u61c9\u7684 Sub-Agent\uff0c\u6bcf\u500b Sub-Agent \u53ea\u9700\u7406\u89e3\u7d04 20 \u500b\u5de5\u5177\u3002\u9019\u6a23\u6bd4\u5f37\u5316\u63d0\u793a\u8a5e\u3001\u780d\u5de5\u5177\u6216\u5beb\u6b7b\u6d41\u7a0b\u90fd\u66f4\u6709\u6548\u3002\",\n        4: \"\u5f71\u7247\u4e2d Erik \u6307\u51fa\uff0cClaude \u5728\u7ba1\u7406 Sub-Agent \u6642\u6703\u72af\u548c\u300c\u65b0\u624b\u4e3b\u7ba1\u300d\u4e00\u6a23\u7684\u932f\u8aa4\u2014\u2014\u7d66\u51fa\u4e0d\u5b8c\u6574\u6216\u4e0d\u6e05\u695a\u7684\u6307\u4ee4\uff0c\u671f\u671b Sub-Agent \u64c1\u6709\u5b83\u5be6\u969b\u4e26\u4e0d\u5177\u5099\u7684\u4e0a\u4e0b\u6587\u3002\u65e5\u8a8c\u986f\u793a Sub-Agent B \u53cd\u8986\u8981\u6c42\u66f4\u591a\u4e0a\u4e0b\u6587\uff0c\u6b63\u662f\u56e0\u70ba Main Agent \u6c92\u6709\u63d0\u4f9b\u8db3\u5920\u7684\u6574\u9ad4\u80cc\u666f\u548c\u6e05\u6670\u4efb\u52d9\u63cf\u8ff0\u3002\u900f\u904e\u8a13\u7df4\uff0cClaude \u6703\u5b78\u6703\u63d0\u4f9b\u66f4\u8a73\u76e1\u7684\u4e0a\u4e0b\u6587\u7d66 Sub-Agent\u3002\",\n        5: \"\u5f71\u7247\u4e2d Erik \u7528 Slack \u7684\u4f8b\u5b50\u8aaa\u660e\u4e86\u9019\u500b\u554f\u984c\uff1a\u5982\u679c\u5c07 API \u76f4\u63a5\u4e00\u5c0d\u4e00\u5305\u88dd\u6210\u5de5\u5177\uff0c\u6a21\u578b\u6bcf\u6b21\u7406\u89e3\u8cc7\u8a0a\u90fd\u9700\u8981\u591a\u6b21\u5de5\u5177\u547c\u53eb\u3002\u6b63\u78ba\u7684\u505a\u6cd5\u662f\u8b93\u5de5\u5177\u5c0d\u61c9 UI \u7684\u9ad4\u9a57\u2014\u2014\u5c31\u50cf\u4f7f\u7528\u8005\u5728\u4ecb\u9762\u4e0a\u4e00\u6b21\u770b\u5230\u5b8c\u6574\u7684\u8a02\u55ae\u8cc7\u8a0a\u4e00\u6a23\uff0c\u5de5\u5177\u4e5f\u61c9\u8a72\u4e00\u6b21\u56de\u50b3\u5305\u542b\u7528\u6236\u3001\u8a02\u55ae\u548c\u5546\u54c1\u540d\u7a31\u7684\u5b8c\u6574\u8cc7\u8a0a\uff0c\u800c\u4e0d\u662f\u8981\u6c42\u6a21\u578b\u81ea\u5df1\u62fc\u6e4a\u3002\"\n      };\n\n      function checkAnswerAdv(qNum, selected, correctAns) {\n        const question = document.getElementById(\"qAdv\" + qNum);\n        if (question.classList.contains(\"answered\")) return;\n\n        question.classList.add(\"answered\");\n        answeredAdv++;\n\n        const options = question.querySelectorAll(\".options-adv li\");\n        options.forEach((opt) => {\n          opt.classList.add(\"disabled\");\n          if (opt.textContent.startsWith(correctAns + \".\")) {\n            opt.classList.add(\"show-answer\");\n          }\n        });\n\n        const feedback = document.getElementById(\"fbAdv\" + qNum);\n        if (selected === correctAns) {\n          correctAdv++;\n          feedback.className = \"feedback-adv correct\";\n          feedback.innerHTML = \"\u2713 \u6b63\u78ba\uff01\" + explanationsAdv[qNum];\n        } else {\n          feedback.className = \"feedback-adv wrong\";\n          feedback.innerHTML =\n            \"\u2717 \u932f\u8aa4\u3002\u6b63\u78ba\u7b54\u6848\u662f \" + correctAns + \"\u3002\" + explanationsAdv[qNum];\n          options.forEach((opt) => {\n            if (opt.textContent.startsWith(selected + \".\")) {\n              opt.classList.add(\"wrong\");\n            }\n          });\n        }\n\n        if (answeredAdv === totalAdv) {\n          const scoreDiv = document.getElementById(\"scoreAdv\");\n          scoreDiv.style.display = \"block\";\n          let msg = \"\";\n          if (correctAdv === totalAdv) msg = \"\ud83c\udfaf \u5b8c\u7f8e\uff01\u4f60\u5df2\u7d93\u6e96\u5099\u597d\u5be6\u6230\u4e86\uff01\";\n          else if (correctAdv >= Math.ceil(totalAdv * 0.8))\n            msg = \"\ud83d\udcaa \u5f88\u68d2\uff01\u518d\u8907\u7fd2\u4e00\u4e0b\u932f\u7684\u984c\u76ee\";\n          else if (correctAdv >= Math.ceil(totalAdv * 0.6))\n            msg = \"\ud83d\udcd6 \u5efa\u8b70\u91cd\u8b80\u76f8\u95dc\u6bb5\u843d\u5f8c\u518d\u8a66\u4e00\u6b21\";\n          else msg = \"\ud83d\udd04 \u5efa\u8b70\u91cd\u65b0\u95b1\u8b80\u6587\u4ef6\uff0c\u7279\u5225\u6ce8\u610f\u64cd\u4f5c\u6d41\u7a0b\";\n          scoreDiv.innerHTML =\n            \"\u6e2c\u9a57\u5b8c\u6210\uff01\u5f97\u5206\uff1a\" + correctAdv + \" \/ \" + totalAdv + \"<br>\" + msg;\n        }\n      }\n    \n<\/script>\n<\/div>\n\n\n<div class=\"wp-like-post__wrapper\" style=\"\"><button type=\"button\" class=\"wp-like-post__button \" style=\"height: 30px; color: #000000;\" data-post-id=\"573\" data-total-likes=\"0\" data-likes-from-user=\"0\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" fill=\"none\" viewBox=\"0 0 24 24\" stroke-width=\"1.5\" stroke=\"currentColor\" width=\"30\" height=\"30\"><path stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M6.633 10.5c.806 0 1.533-.446 2.031-1.08a9.041 9.041 0 012.861-2.4c.723-.384 1.35-.956 1.653-1.715a4.498 4.498 0 00.322-1.672V3a.75.75 0 01.75-.75A2.25 2.25 0 0116.5 4.5c0 1.152-.26 2.243-.723 3.218-.266.558.107 1.282.725 1.282h3.126c1.026 0 1.945.694 2.054 1.715.045.422.068.85.068 1.285a11.95 11.95 0 01-2.649 7.521c-.388.482-.987.729-1.605.729H13.48c-.483 0-.964-.078-1.423-.23l-3.114-1.04a4.501 4.501 0 00-1.423-.23H5.904M14.25 9h2.25M5.904 18.75c.083.205.173.405.27.602.197.4-.078.898-.523.898h-.908c-.889 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