{"id":109350,"date":"2026-09-24T00:08:42","date_gmt":"2026-09-23T16:08:42","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/109350.html"},"modified":"2026-09-24T00:08:42","modified_gmt":"2026-09-23T16:08:42","slug":"%e4%bc%81%e4%b8%9a-agent-%e8%90%bd%e5%9c%b0%ef%bc%9a%e7%97%9b%e7%82%b9%e5%88%87%e5%85%a5%e4%b8%8e%e6%a8%a1%e6%9d%bf%e5%85%88%e4%ba%8e%e5%b7%a5%e5%85%b7","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/109350.html","title":{"rendered":"\u4f01\u4e1a Agent \u843d\u5730\uff1a\u75db\u70b9\u5207\u5165\u4e0e\u6a21\u677f\u5148\u4e8e\u5de5\u5177"},"content":{"rendered":"

\u4f01\u4e1a Agent \u843d\u5730：\u75db\u70b9\u5207\u5165\u4e0e\u6a21\u677f\u5148\u4e8e\u5de5\u5177<\/h2>\n

\u4f01\u4e1a Agent \u9879\u76ee\u6700\u5e38\u89c1\u7684\u6b7b\u6cd5，\u4e0d\u662f\u6a21\u578b\u80fd\u529b\u4e0d\u591f，\u800c\u662f\u843d\u5730\u6b21\u5e8f\u9519\u4e86：\u5148\u9009\u5e73\u53f0\u3001\u518d\u914d\u5de5\u5177\u3001\u6700\u540e\u624d\u53d1\u73b0\u6ca1\u6709\u4e00\u6761\u5199\u5f97\u4e0b\u6765\u7684\u6d41\u7a0b\u30022026 \u5e74\u4e09\u5bb6\u5382\u5546\u7684\u5b98\u65b9\u90e8\u7f72\u6587\u6863\u5df2\u7ecf\u6536\u655b\u5230\u540c\u4e00\u4e2a\u76f8\u53cd\u7684\u6b21\u5e8f\u2014\u2014\u5148\u9501\u5b9a\u4e00\u6761\u6700\u75db\u7684\u5355\u70b9\u6d41\u7a0b，\u628a\u8fd9\u6761\u6d41\u7a0b\u5199\u6210\u53ef\u6267\u884c\u7684\u6a21\u677f，\u7136\u540e\u624d\u8ba9\u5de5\u5177\u548c\u5e73\u53f0\u8fdb\u573a\u3002OpenAI \u5728\u300aA practical guide to building agents\u300b\u91cc\u8981\u6c42\u5148\u7528"\u73b0\u6709\u7684\u64cd\u4f5c\u89c4\u7a0b\u3001\u652f\u6301\u8bdd\u672f\u3001\u653f\u7b56\u6587\u6863"\u751f\u6210\u4ee3\u7406\u6307\u4ee4；Anthropic \u5728 2026 \u5e74 4 \u6708 29 \u65e5\u53d1\u5e03\u7684 24 \u9875 Cowork \u90e8\u7f72\u6307\u5357\u91cc\u7ed9\u51fa\u4e86\u4e94\u7ea7\u6210\u719f\u5ea6\u6a21\u578b\u548c\u516d\u4e2a\u6708\u8def\u7ebf\u56fe，\u8d77\u70b9\u4e0d\u662f\u91c7\u8d2d\u800c\u662f"\u627e\u5230\u4e24\u4e09\u4e2a\u8d62\u4e86\u4e4b\u540e\u5927\u5bb6\u4f1a\u4e3b\u52a8\u628a\u5b83\u7f16\u7801\u4e0b\u6765\u7684\u5de5\u4f5c\u6d41"；Google \u7684 Agent Platform \u5e72\u8106\u628a\u9884\u7f6e\u6a21\u677f\u5e93（Agent Garden）\u505a\u6210\u4e86\u5e73\u53f0\u7684\u4e00\u7b49\u7ec4\u4ef6\u3002\u4e09\u5bb6\u7684\u63aa\u8f9e\u4e0d\u540c，\u6307\u5411\u662f\u540c\u4e00\u4e2a：\u6a21\u677f\u5148\u4e8e\u5de5\u5177，\u6d41\u7a0b\u5148\u4e8e\u5e73\u53f0\u3002<\/p>\n

\u8fd9\u4e0d\u662f\u7406\u8bba\u63a8\u6f14\u3002Anthropic \u5b98\u65b9\u300a2026 State of AI Agents\u300b\u62a5\u544a\u9875\u7684\u5f00\u7bc7\u53e3\u5f84：80% \u7684\u53d7\u8bbf\u7ec4\u7ec7\u62a5\u544a\u5df2\u7ecf\u62ff\u5230\u53ef\u6d4b\u91cf\u7684 ROI，\u6837\u672c\u662f 500+ \u4f4d\u6280\u672f\u8d1f\u8d23\u4eba，\u62a5\u544a\u70b9\u540d\u4e86 Novo Nordisk\u3001Doctolib\u3001L\u2019Or\u00e9al\u3001Shopify \u7684\u771f\u5b9e\u843d\u5730\u2014\u2014Agent \u4ece\u5b9e\u9a8c\u8f6c\u5165\u751f\u4ea7\u5df2\u7ecf\u662f\u65e2\u6210\u4e8b\u5b9e，\u5269\u4e0b\u7684\u95ee\u9898\u662f\u600e\u4e48\u5728\u81ea\u5df1\u7684\u7ec4\u7ec7\u91cc\u843d\u5730\u4e0d\u51fa\u4e8b\u3002\u800c\u843d\u5730\u4e0d\u51fa\u4e8b\u7684\u5173\u952e，\u6070\u6070\u4e0d\u5728\u6a21\u578b\u9009\u578b（\u7cfb\u5217\u7b2c 19 \u7bc7\u5df2\u8be6\u62c6\u5206\u5c42\u8def\u7531），\u800c\u5728\u6a21\u578b\u4e4b\u5916\u7684\u4e24\u4ef6\u4e8b：\u9009\u54ea\u6761\u6d41\u7a0b\u5207\u5165，\u4ee5\u53ca\u8fd9\u6761\u6d41\u7a0b\u6709\u6ca1\u6709\u88ab\u5199\u6210\u6a21\u677f\u3002<\/p>\n

\u8fd9\u7bc7\u6587\u7ae0\u53ea\u8bb2\u4e00\u6761\u4e3b\u7ebf：\u628a"\u9009\u6700\u75db\u7684\u5355\u70b9\u6d41\u7a0b \u2192 \u628a\u6d41\u7a0b\u6a21\u677f\u5316 \u2192 \u518d\u8ba9\u5de5\u5177\u8fdb\u573a"\u843d\u6210\u4e00\u5957\u53ef\u6267\u884c\u7684\u5de5\u7a0b\u65b9\u6cd5\u2014\u2014\u600e\u4e48\u9009\u6848\u3001\u6a21\u677f\u957f\u4ec0\u4e48\u6837\u3001\u6210\u719f\u5ea6\u600e\u4e48\u4e00\u7ea7\u7ea7\u722c\u3001\u6210\u672c\u600e\u4e48\u7b97\u6e05\u3001\u5931\u8d25\u5faa\u73af\u600e\u4e48\u6cbb\u7406\u3002\u6587\u4e2d\u7ed9\u51fa\u7684\u9009\u6848\u8bc4\u5206\u5361\u4e0e\u4e09\u5c42\u5806\u6808\u6846\u67b6\u4e3a\u672c\u6587\u65b9\u6cd5\u8bba（\u81ea\u5efa），\u5176\u4f59\u6240\u6709\u6570\u5b57\u4e0e\u7ed3\u8bba\u5747\u6807\u6ce8\u4e00\u624b\u51fa\u5904；\u6210\u672c\u7b97\u5f0f\u5168\u90e8\u53ef\u590d\u7b97\u5e76\u6807\u6ce8"\u57fa\u4e8e\u5b98\u65b9\u724c\u4ef7\u63a8\u7b97"\u3002<\/p>\n

\n

\u7b2c\u4e00\u5c42：\u8dd1\u901a\u6700\u5c0f\u843d\u5730\u5355\u5143\u2014\u2014\u4e00\u4efd SOP \u6a21\u677f\u52a0\u4e00\u4e2a\u5355\u4ee3\u7406<\/h3>\n

\u6700\u5c0f\u843d\u5730\u5355\u5143\u4e0d\u662f"\u88c5\u4e00\u4e2a\u5e73\u53f0"，\u800c\u662f\u4e09\u6837\u4e1c\u897f：\u4e00\u6761\u771f\u5b9e\u6d41\u7a0b\u7684 SOP \u6a21\u677f\u6587\u4ef6\u3001\u4e00\u4e2a\u8bfb\u6a21\u677f\u7684\u5355\u4ee3\u7406\u3001\u4e00\u4e2a\u4eba\u5ba1\u51fa\u53e3\u3002\u5148\u770b\u6a21\u677f\u957f\u4ec0\u4e48\u6837\u3002\u4ee5\u5408\u540c\u521d\u5ba1\u4e3a\u4f8b（\u8fd9\u662f Anthropic \u5b98\u65b9\u7ed9\u51fa\u7684\u516d\u5927\u8d77\u70b9\u7528\u4f8b\u4e4b\u4e00，\u6cd5\u52a1\u7684"NDA review and redline against your playbook"），\u6a21\u677f\u6587\u4ef6\u672c\u8eab\u5c31\u662f\u4e00\u4e2a markdown：<\/p>\n

# sop\/contract-first-pass.md \u2014 \u5408\u540c\u521d\u5ba1 SOP（v0.3）<\/p>\n

## \u76ee\u6807\u4e0e\u8fb9\u754c
\n– \u7ec8\u6001：\u4e3a\u6bcf\u4efd\u5165\u7ad9\u5408\u540c\u4ea7\u51fa\u4e00\u4efd\u521d\u5ba1\u5907\u5fd8\u5f55，\u9010\u6761\u6807\u6ce8\u504f\u79bb\u4e0e\u5efa\u8bae\u52a8\u4f5c
\n– \u8fb9\u754c：\u53ea\u5ba1\u672c SOP \u5217\u51fa\u7684\u6761\u6b3e\u7c7b\u578b；SOP \u672a\u8986\u76d6\u7684\u6761\u6b3e\u4e00\u5f8b\u6807 NEEDS_HUMAN<\/p>\n

## \u8f93\u5165
\n– Contracts\/Inbound\/ \u4e0b\u7684\u5408\u540c\u539f\u6587（.docx \/ .pdf）
\n– Legal\/Playbook.docx（\u6211\u65b9\u6807\u51c6\u6761\u6b3e\u5e93，\u5ba1\u6821\u57fa\u51c6）<\/p>\n

## \u6b65\u9aa4（\u6bcf\u6b65\u5fc5\u987b\u5bf9\u5e94\u4e00\u4e2a\u5177\u4f53\u52a8\u4f5c）
\n1. \u62bd\u53d6\u5408\u540c\u7ed3\u6784：\u9010\u6761\u7f16\u53f7，\u5efa\u7acb\u6761\u6b3e\u6e05\u5355
\n2. \u5bf9\u6bcf\u6761\u9002\u7528\u6761\u6b3e，\u4ece Playbook \u627e\u5230\u5bf9\u5e94\u6807\u51c6\u6761\u6b3e\u4e0e\u504f\u79bb\u5224\u5b9a\u89c4\u5219
\n3. \u6309"\u4e25\u91cd\u5ea6 \u00d7 \u53ef\u8c08\u6027"\u5206\u7c7b：Push back \/ Negotiate \/ Accept
\n4. \u5f15\u7528\u6761\u6b3e\u53f7\u7ed9\u51fa\u8bc1\u636e；\u7981\u6b62\u6982\u62ec\u6027\u5224\u65ad
\n5. \u6c47\u603b\u4e3a\u5907\u5fd8\u5f55：\u9ad8\u4e25\u91cd\u5ea6\u5728\u524d，\u672a\u8986\u76d6\u6761\u6b3e\u5355\u5217<\/p>\n

## \u5224\u5b9a\u89c4\u5219（\u793a\u4f8b）
\n– \u8d23\u4efb\u4e0a\u9650：\u4f4e\u4e8e 12 \u4e2a\u6708\u8d39\u7528\u5373 High，\u6807 Push back
\n– \u4ed8\u6b3e\u8d26\u671f：\u77ed\u4e8e Net 45 \u5373 Medium，\u6807 Negotiate<\/p>\n

## \u5347\u7ea7\u8def\u5f84
\n– Playbook \u65e0\u5bf9\u5e94\u6807\u51c6\u7684\u6761\u6b3e \u2192 NEEDS_HUMAN，\u4e0d\u731c\u6d4b
\n– \u6d89\u53ca\u6570\u636e\u672c\u5730\u5316\u3001AI \u751f\u6210\u7269\u5f52\u5c5e \u2192 NEEDS_HUMAN<\/p>\n

## \u8f93\u51fa\u683c\u5f0f
\n\u6309"\u6761\u6b3e\u53f7 \/ Playbook \u57fa\u51c6 \/ \u672c\u5408\u540c\u6761\u6b3e \/ \u504f\u79bb \/ \u5efa\u8bae\u52a8\u4f5c"\u4e94\u5217\u8868\u683c\u8f93\u51fa<\/p>\n

\u7136\u540e\u662f\u52a0\u8f7d\u8fd9\u4e2a\u6a21\u677f\u7684\u6700\u5c0f\u4ee3\u7406\u3002OpenAI \u5b98\u65b9\u6307\u5357\u7684\u5b9a\u4e49，\u4e00\u4e2a\u4ee3\u7406\u7531\u4e09\u4ef6\u4e1c\u897f\u6784\u6210：\u6a21\u578b（Model）\u3001\u5de5\u5177（Tools）\u3001\u6307\u4ee4（Instructions）\u2014\u2014\u6307\u4ee4\u5c31\u6765\u81ea\u4e0a\u9762\u90a3\u4efd\u6a21\u677f\u3002\u5b98\u65b9\u6307\u5357\u5bf9\u6307\u4ee4\u7684\u7b2c\u4e00\u6761\u6700\u4f73\u5b9e\u8df5\u539f\u8bdd\u662f"Use existing documents：\u7528\u73b0\u6709\u7684\u64cd\u4f5c\u89c4\u7a0b\u3001\u652f\u6301\u8bdd\u672f\u6216\u653f\u7b56\u6587\u6863\u6765\u751f\u6210 LLM \u53cb\u597d\u7684 routine"，\u5ba2\u670d\u573a\u666f\u4e0b"routine \u5927\u81f4\u5bf9\u5e94\u77e5\u8bc6\u5e93\u91cc\u7684\u5355\u7bc7\u6587\u7ae0"\u3002\u4e5f\u5c31\u662f\u8bf4\u5b98\u65b9\u671f\u671b\u7684\u8def\u5f84\u662f：\u6587\u6863\u5df2\u7ecf\u5b58\u5728，\u4ee3\u7406\u6307\u4ee4\u662f\u5b83\u7684\u6295\u5f71，\u800c\u4e0d\u662f\u53cd\u8fc7\u6765\u3002<\/p>\n

# pip install openai-agents<\/span>
\nfrom<\/span> agents import<\/span> Agent,<\/span> Runner,<\/span> function_tool
\nimport<\/span> pathlib<\/p>\n

sop =<\/span> pathlib.<\/span>Path(<\/span>"sop\/contract-first-pass.md"<\/span>)<\/span>.<\/span>read_text(<\/span>encoding=<\/span>"utf-8"<\/span>)<\/span><\/p>\n

@function_tool<\/span>
\ndef<\/span> read_contract<\/span>(<\/span>folder:<\/span> str<\/span>)<\/span> –<\/span>><\/span> str<\/span>:<\/span>
\n """\u8bfb\u53d6\u6307\u5b9a\u6587\u4ef6\u5939\u4e0b\u6700\u65b0\u4e00\u4efd\u5408\u540c\u5168\u6587，\u8fd4\u56de\u7eaf\u6587\u672c"""<\/span>
\n .<\/span>.<\/span>.<\/span> # \u63a5\u5185\u90e8\u6587\u6863\u7cfb\u7edf\u6216\u672c\u5730\u6587\u4ef6\u5939<\/span><\/p>\n

@function_tool<\/span>
\ndef<\/span> save_memo<\/span>(<\/span>memo:<\/span> str<\/span>,<\/span> contract_id:<\/span> str<\/span>)<\/span> –<\/span>><\/span> str<\/span>:<\/span>
\n """\u628a\u521d\u5ba1\u5907\u5fd8\u5f55\u5199\u56de Legal\/Memos\/，\u6587\u4ef6\u540d\u542b\u5408\u540c\u7f16\u53f7"""<\/span>
\n .<\/span>.<\/span>.<\/span>
\n return<\/span> "saved"<\/span><\/p>\n

first_pass_agent =<\/span> Agent(<\/span>
\n name=<\/span>"\u5408\u540c\u521d\u5ba1"<\/span>,<\/span>
\n instructions=<\/span>(<\/span>
\n f"\u4f60\u662f\u6cd5\u52a1\u90e8\u5408\u540c\u521d\u5ba1\u5458\u3002\u4e25\u683c\u6309 SOP \u6267\u884c，\u9010\u6761\u5f15\u7528\u6761\u6b3e\u53f7\u3002"<\/span><\/span>
\n f"SOP \u672a\u8986\u76d6\u7684\u6761\u6b3e\u4e00\u5f8b\u6807\u8bb0 NEEDS_HUMAN，\u7981\u6b62\u81ea\u884c\u63a8\u65ad\u3002\\\\n\\\\n<\/span>{<\/span>sop}<\/span><\/span>"<\/span><\/span>
\n )<\/span>,<\/span>
\n tools=<\/span>[<\/span>read_contract,<\/span> save_memo]<\/span>,<\/span>
\n)<\/span><\/p>\n

result =<\/span> Runner.<\/span>run_sync(<\/span>
\n first_pass_agent,<\/span> "\u521d\u5ba1 Contracts\/Inbound\/ \u6700\u65b0\u4e00\u4efd MSA，\u6309 SOP \u8f93\u51fa\u5907\u5fd8\u5f55"<\/span>
\n)<\/span>
\nprint<\/span>(<\/span>result.<\/span>final_output)<\/span><\/p>\n

\u4e24\u4e2a\u5de5\u5177，\u4e00\u4e2a\u8bfb\u4e00\u4e2a\u5199，\u8fd9\u5c31\u662f\u7b2c\u4e00\u5c42\u7684\u5168\u90e8\u3002\u523b\u610f\u4fdd\u6301\u5355\u4ee3\u7406\u3001\u5c11\u5de5\u5177，\u539f\u56e0\u5728\u7b2c\u4e09\u5c42\u5c55\u5f00\u2014\u2014\u5de5\u5177\u6570\u91cf\u4e0e\u76f8\u4f3c\u5ea6\u662f\u6700\u5bb9\u6613\u88ab\u4f4e\u4f30\u7684\u5931\u8d25\u6e90\u3002\u8fd9\u91cc\u5148\u628a\u7b2c\u4e00\u5c42\u7684\u9a8c\u6536\u6807\u51c6\u8bf4\u6e05\u695a：\u6a21\u677f\u8dd1\u901a\u7684\u6807\u51c6\u4e0d\u662f\u4ee3\u7406\u8dd1\u901a\u4e86，\u800c\u662f\u6d41\u7a0b\u8bf4\u5f97\u6e05\u4e86\u3002Anthropic \u6307\u5357\u91cc Jamf \u7684\u6848\u4f8b\u5c31\u662f\u8fd9\u4e2a\u903b\u8f91\u7684\u6781\u7aef\u7248：HR \u56e2\u961f\u5148\u628a\u7ee9\u6548\u8bc4\u5ba1\u6d41\u7a0b（\u4e03\u4e2a\u80fd\u529b\u7ef4\u5ea6\u3001\u6309\u7ea7\u522b\u4e0e\u89d2\u8272\u5206\u652f\u7684\u5224\u5b9a\u903b\u8f91）\u5bf9\u7740\u7535\u5b50\u8868\u683c\u624b\u5de5\u8dd1\u4e86\u8db3\u591f\u591a\u904d，\u201cworkflow was already proven\u201d，\u4e4b\u540e\u628a\u5b83\u7f16\u7801\u6210 skill \u53ea\u82b1\u4e86 45 \u5206\u949f\u2014\u2014\u5b98\u65b9\u539f\u8bdd\u662f"Encoding it as a skill took 45 minutes because the workflow was already proven; the skill just made it repeatable"\u3002\u53cd\u8fc7\u6765，\u6d41\u7a0b\u6ca1\u8dd1\u987a\u5c31\u6025\u7740\u4e0a\u5de5\u5177，\u7b49\u4e8e\u628a\u6df7\u4e71\u81ea\u52a8\u5316\u3002<\/p>\n

\u6700\u5c0f\u843d\u5730\u5355\u5143\u7684\u7ed3\u6784：<\/p>\n

#mermaid-svg-D5Q3fbS0iRHSlX5a{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-D5Q3fbS0iRHSlX5a .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-D5Q3fbS0iRHSlX5a .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-D5Q3fbS0iRHSlX5a .error-icon{fill:#552222;}#mermaid-svg-D5Q3fbS0iRHSlX5a .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-D5Q3fbS0iRHSlX5a .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-D5Q3fbS0iRHSlX5a .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-D5Q3fbS0iRHSlX5a .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-D5Q3fbS0iRHSlX5a .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-D5Q3fbS0iRHSlX5a .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-D5Q3fbS0iRHSlX5a .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-D5Q3fbS0iRHSlX5a .marker{fill:#333333;stroke:#333333;}#mermaid-svg-D5Q3fbS0iRHSlX5a .marker.cross{stroke:#333333;}#mermaid-svg-D5Q3fbS0iRHSlX5a svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-D5Q3fbS0iRHSlX5a p{margin:0;}#mermaid-svg-D5Q3fbS0iRHSlX5a .label{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;color:#333;}#mermaid-svg-D5Q3fbS0iRHSlX5a .cluster-label text{fill:#333;}#mermaid-svg-D5Q3fbS0iRHSlX5a .cluster-label span{color:#333;}#mermaid-svg-D5Q3fbS0iRHSlX5a .cluster-label span p{background-color:transparent;}#mermaid-svg-D5Q3fbS0iRHSlX5a .label text,#mermaid-svg-D5Q3fbS0iRHSlX5a span{fill:#333;color:#333;}#mermaid-svg-D5Q3fbS0iRHSlX5a .node rect,#mermaid-svg-D5Q3fbS0iRHSlX5a .node circle,#mermaid-svg-D5Q3fbS0iRHSlX5a .node ellipse,#mermaid-svg-D5Q3fbS0iRHSlX5a .node polygon,#mermaid-svg-D5Q3fbS0iRHSlX5a .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-D5Q3fbS0iRHSlX5a .rough-node .label text,#mermaid-svg-D5Q3fbS0iRHSlX5a .node .label text,#mermaid-svg-D5Q3fbS0iRHSlX5a .image-shape .label,#mermaid-svg-D5Q3fbS0iRHSlX5a .icon-shape .label{text-anchor:middle;}#mermaid-svg-D5Q3fbS0iRHSlX5a .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-D5Q3fbS0iRHSlX5a .rough-node .label,#mermaid-svg-D5Q3fbS0iRHSlX5a .node .label,#mermaid-svg-D5Q3fbS0iRHSlX5a .image-shape .label,#mermaid-svg-D5Q3fbS0iRHSlX5a .icon-shape .label{text-align:center;}#mermaid-svg-D5Q3fbS0iRHSlX5a .node.clickable{cursor:pointer;}#mermaid-svg-D5Q3fbS0iRHSlX5a .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-D5Q3fbS0iRHSlX5a .arrowheadPath{fill:#333333;}#mermaid-svg-D5Q3fbS0iRHSlX5a .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-D5Q3fbS0iRHSlX5a .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-D5Q3fbS0iRHSlX5a .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-D5Q3fbS0iRHSlX5a .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-D5Q3fbS0iRHSlX5a .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-D5Q3fbS0iRHSlX5a .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-D5Q3fbS0iRHSlX5a .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-D5Q3fbS0iRHSlX5a .cluster text{fill:#333;}#mermaid-svg-D5Q3fbS0iRHSlX5a .cluster span{color:#333;}#mermaid-svg-D5Q3fbS0iRHSlX5a div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-D5Q3fbS0iRHSlX5a .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-D5Q3fbS0iRHSlX5a rect.text{fill:none;stroke-width:0;}#mermaid-svg-D5Q3fbS0iRHSlX5a .icon-shape,#mermaid-svg-D5Q3fbS0iRHSlX5a .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-D5Q3fbS0iRHSlX5a .icon-shape p,#mermaid-svg-D5Q3fbS0iRHSlX5a .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-D5Q3fbS0iRHSlX5a .icon-shape .label rect,#mermaid-svg-D5Q3fbS0iRHSlX5a .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-D5Q3fbS0iRHSlX5a .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-D5Q3fbS0iRHSlX5a .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-D5Q3fbS0iRHSlX5a :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}<\/p>\n

<\/span><\/p>\n

<\/span><\/p>\n

<\/span><\/p>\n

<\/p>\n

\u662f<\/p>\n

<\/span><\/p>\n

<\/p>\n

\u5426<\/p>\n

<\/span><\/p>\n

<\/span><\/p>\n

<\/span><\/p>\n

<\/p>\n

SOP \u6a21\u677f\u6587\u4ef6markdown \/ \u53ef\u7248\u672c\u5316<\/p>\n

<\/span><\/p>\n

<\/p>\n

\u5355\u4ee3\u7406\u5faa\u73af\u6307\u4ee4 = \u6a21\u677f\u6295\u5f71<\/p>\n

<\/span><\/p>\n

<\/p>\n

\u5c11\u91cf\u5de5\u5177\u8bfb\u4e00\u4e2a + \u5199\u4e00\u4e2a<\/p>\n

<\/span><\/p>\n

<\/p>\n

SOP \u8986\u76d6?<\/p>\n

<\/span><\/p>\n

<\/p>\n

\u7ed3\u6784\u5316\u4ea4\u4ed8\u7269\u5907\u5fd8\u5f55 \/ \u62a5\u8868 \/ \u7b80\u62a5<\/p>\n

<\/span><\/p>\n

<\/p>\n

NEEDS_HUMAN\u5347\u7ea7\u7ed9\u4eba，\u4e0d\u731c\u6d4b<\/p>\n

<\/span><\/p>\n

<\/p>\n

\u4eba\u5de5\u590d\u6838\u540e\u5f52\u6863<\/p>\n

<\/span><\/p>\n

\u6ce8\u610f\u8fd9\u4e2a\u5faa\u73af\u91cc"NEEDS_HUMAN"\u662f\u6a21\u677f\u91cc\u663e\u5f0f\u58f0\u660e\u7684\u5347\u7ea7\u8def\u5f84，\u4e0d\u662f\u4ee3\u7406\u7684\u515c\u5e95\u884c\u4e3a\u3002OpenAI \u6307\u5357\u628a\u8fd9\u4e2a\u5199\u8fdb\u4e86\u6307\u4ee4\u8bbe\u8ba1\u7684\u6700\u4f73\u5b9e\u8df5：\u201cCapture edge cases\u2014\u2014\u5065\u58ee\u7684 routine \u9884\u5224\u5e38\u89c1\u53d8\u4f53，\u5e76\u5728\u7f3a\u5c11\u5fc5\u8981\u4fe1\u606f\u65f6\u7ed9\u51fa\u66ff\u4ee3\u6b65\u9aa4\u201d\u3002\u6a21\u677f\u7684\u4ef7\u503c\u6070\u6070\u662f\u628a"\u4ec0\u4e48\u65f6\u5019\u5fc5\u987b\u4ea4\u56de\u7ed9\u4eba"\u4ece\u4e34\u573a\u5224\u65ad\u53d8\u6210\u89c4\u5219\u3002<\/p>\n

\n

\u7b2c\u4e8c\u5c42：\u9009\u6848\u7684\u65cb\u94ae\u2014\u2014\u4e24\u5f20\u5b98\u65b9\u5224\u636e\u8868\u5408\u6210\u4e00\u5f20\u8bc4\u5206\u5361<\/h3>\n

\u7b2c\u4e00\u5c42\u5047\u8bbe\u4f60\u5df2\u7ecf\u6709\u4e86\u5019\u9009\u6d41\u7a0b\u3002\u771f\u6b63\u7684\u7b2c\u4e00\u9053\u5173\u53e3\u662f\u9009\u6848：\u9009\u9519\u6d41\u7a0b，\u540e\u9762\u5168\u90e8\u767d\u8d39\u3002\u4e24\u5f20\u5b98\u65b9\u5224\u636e\u8868\u53ef\u4ee5\u76f4\u63a5\u5bf9\u9f50\u7740\u770b\u3002<\/p>\n

OpenAI \u7684\u4e09\u5224\u636e\u56de\u7b54"\u8fd9\u6761\u6d41\u7a0b\u503c\u4e0d\u503c\u5f97\u4e0a Agent"（\u539f\u610f\u662f：\u4f20\u7edf\u81ea\u52a8\u5316\u505a\u4e0d\u4e86\u7684，\u624d\u503c\u5f97）：<\/p>\n\n\u5224\u636e\u5b98\u65b9\u542b\u4e49\u5b98\u65b9\u6848\u4f8b<\/tr>\n\n\n\n\n
\u590d\u6742\u51b3\u7b56<\/td>\n\u9700\u8981\u7ec6\u7c92\u5ea6\u5224\u65ad\u3001\u4f8b\u5916\u5904\u7406\u3001\u4e0a\u4e0b\u6587\u654f\u611f\u7684\u51b3\u7b56<\/td>\n\u5ba2\u670d\u6d41\u7a0b\u91cc\u7684\u9000\u6b3e\u5ba1\u6279<\/td>\n<\/tr>\n
\u96be\u7ef4\u62a4\u7684\u89c4\u5219<\/td>\n\u89c4\u5219\u96c6\u5df2\u7ecf\u5931\u63a7，\u66f4\u65b0\u53c8\u8d35\u53c8\u5bb9\u6613\u9519<\/td>\n\u4f9b\u5e94\u5546\u5b89\u5168\u8bc4\u5ba1<\/td>\n<\/tr>\n
\u91cd\u5ea6\u975e\u7ed3\u6784\u5316\u6570\u636e<\/td>\n\u8981\u89e3\u8bfb\u81ea\u7136\u8bed\u8a00\u3001\u4ece\u6587\u6863\u91cc\u63d0\u53d6\u542b\u4e49\u3001\u4e0e\u4eba\u5bf9\u8bdd\u4ea4\u4e92<\/td>\n\u5bb6\u5ead\u4fdd\u9669\u7406\u8d54\u5904\u7406<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u5b98\u65b9\u6307\u5357\u5728\u8fd9\u5f20\u8868\u540e\u9762\u8ddf\u4e86\u4e00\u53e5\u72e0\u8bdd：\u201cBefore committing to building an agent, validate that your use case can meet these criteria clearly. Otherwise, a deterministic solution may suffice.\u201d\u2014\u2014\u5224\u636e\u4e0d\u6ee1\u8db3，\u786e\u5b9a\u6027\u65b9\u6848\u5c31\u591f，\u522b\u4e0a Agent\u3002\u8fd9\u53e5\u8bdd\u662f\u9009\u6848\u7684\u5426\u51b3\u9879：\u89c4\u5219\u5f15\u64ce\u3001RPA\u3001\u4e00\u6761 SQL \u80fd\u89e3\u51b3\u7684\u6d41\u7a0b，\u4e0a Agent \u7eaf\u5c5e\u81ea\u627e\u9ebb\u70e6\u3002<\/p>\n

Anthropic \u7684\u56db\u8c61\u9650\u56de\u7b54"\u54ea\u6761\u6d41\u7a0b\u6700\u503c\u5f97\u505a\u7b2c\u4e00\u4e2a"，\u6765\u81ea Cowork \u90e8\u7f72\u6307\u5357"Choosing your first use case"\u4e00\u8282：<\/p>\n\n\u7c7b\u522b\u7279\u5f81\u5b98\u65b9\u8bf4\u660e<\/tr>\n\n\n\n\n\n
\u9ad8\u9891\u9ad8\u91cd\u590d<\/td>\n\u6bcf\u5468\u53d1\u751f\u51e0\u5341\u6b21\u3001\u6a21\u5f0f\u53ef\u5faa<\/td>\n\u4f1a\u8bae\u51c6\u5907\u6750\u6599\u3001\u6570\u636e\u62c9\u53d6<\/td>\n<\/tr>\n
\u4fe1\u606f\u5bc6\u96c6\u7efc\u5408<\/td>\n\u4eba\u8089\u5145\u5f53\u7cfb\u7edf\u95f4\u7684\u96c6\u6210\u5c42<\/td>\n\u7ba1\u7ebf\u76d8\u70b9\u3001\u76d1\u7ba1\u76d1\u6d4b\u3001\u5b63\u5ea6\u8d22\u62a5<\/td>\n<\/tr>\n
\u74f6\u9888\u578b<\/td>\n\u52a0\u901f\u8de8\u804c\u80fd\u73af\u8282，\u89e3\u9501\u4e0b\u6e38\u6240\u6709\u4eba<\/td>\n\u6cd5\u52a1\u5ba1\u8425\u9500\u6587\u6848\u3001\u521b\u610f\u7b80\u62a5<\/td>\n<\/tr>\n
\u4e13\u5bb6\u4f9d\u8d56\u4f46\u6d41\u7a0b\u5316<\/td>\n\u53ea\u6709\u6700\u597d\u7684\u4eba\u505a\u5f97\u597d，\u56e0\u4e3a\u6d41\u7a0b\u6ca1\u5199\u4e0b\u6765<\/td>\n\u5b98\u65b9\u539f\u8bdd：\u8fd9\u7c7b\u56de\u62a5\u6700\u5927（pays back the most）\u2014\u2014\u628a\u6d41\u7a0b\u7f16\u7801\u6210 skill，\u5168\u56e2\u961f\u7ee7\u627f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u628a\u4e24\u5f20\u8868\u5408\u8d77\u6765（\u672c\u6587\u65b9\u6cd5\u8bba）：OpenAI \u7ba1\u8d44\u683c\u7ebf，Anthropic \u7ba1\u4f18\u5148\u7ea7\u3002\u4e00\u4e2a\u6d41\u7a0b\u8981\u8fdb\u8bd5\u70b9，\u5148\u8fc7 OpenAI \u4e09\u5224\u636e\u91cc\u81f3\u5c11\u4e00\u6761（\u5426\u5219\u51fa\u5c40），\u518d\u5728 Anthropic \u56db\u8c61\u9650\u91cc\u6bd4\u4f18\u5148\u7ea7\u3002\u843d\u5230\u53ef\u64cd\u4f5c\u7684\u8bc4\u5206\u5361，\u516d\u4e2a\u95ee\u9898\u3001\u6bcf\u9898 0-2 \u5206：<\/p>\n\n\u95ee\u98980 \u52062 \u5206\u5bf9\u5e94\u4f9d\u636e<\/tr>\n\n\n\n\n\n\n\n
\u9891\u7387<\/td>\n\u6bcf\u6708\u51e0\u6b21<\/td>\n\u6bcf\u5468\u51e0\u5341\u6b21<\/td>\nAnthropic \u9ad8\u9891\u9ad8\u91cd\u590d<\/td>\n<\/tr>\n
\u53ef\u6a21\u677f\u5316<\/td>\n\u6b65\u9aa4\u56e0\u4eba\u800c\u5f02<\/td>\n\u6709\u6210\u6587\u89c4\u7a0b\u6216\u6e05\u6670\u6a21\u5f0f<\/td>\nOpenAI"Use existing documents"<\/td>\n<\/tr>\n
\u5931\u8d25\u53ef\u9006\u6027<\/td>\n\u4e0d\u53ef\u9006\u3001\u9ad8\u8d44\u91d1\u5f71\u54cd<\/td>\n\u53ea\u8bfb\u6216\u53ef\u56de\u6eda<\/td>\nOpenAI \u5de5\u5177\u98ce\u9669\u5206\u7ea7<\/td>\n<\/tr>\n
\u6570\u636e\u53ef\u53ca<\/td>\n\u6563\u5728\u4e2a\u4eba\u7535\u8111\/\u53e3\u5934<\/td>\n\u5df2\u5728\u7cfb\u7edf\u91cc\u3001\u6709 API<\/td>\nAnthropic \u4fe1\u606f\u5bc6\u96c6\u7efc\u5408<\/td>\n<\/tr>\n
\u74f6\u9888\u9762<\/td>\n\u53ea\u7701\u4e00\u4e2a\u4eba<\/td>\n\u89e3\u9501\u4e0b\u6e38\u591a\u4e2a\u56e2\u961f<\/td>\nAnthropic \u74f6\u9888\u578b<\/td>\n<\/tr>\n
\u73b0\u6709\u6587\u6863\u5316<\/td>\n\u5168\u9760\u8001\u5e08\u5085\u8111\u5b50<\/td>\n\u6709 playbook\/\u89c4\u7a0b\/checklist<\/td>\n\u5b98\u65b9"pays back the most"<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u8bc4\u5206\u5361\u7684\u7528\u6cd5（\u672c\u6587\u65b9\u6cd5\u8bba）：\u22659 \u5206\u8fdb\u8bd5\u70b9\u5019\u9009，\u22646 \u5206\u5148\u56de\u53bb\u628a\u6d41\u7a0b\u6587\u6863\u5316，\u6587\u6863\u5316\u672c\u8eab\u5e38\u5e38\u6bd4\u4e0a Agent \u66f4\u5148\u521b\u9020\u4ef7\u503c\u2014\u2014Anthropic \u6cd5\u52a1\u56e2\u961f\u5c31\u662f\u8bc1\u636e：\u4ed6\u4eec\u628a 742 \u5f20 Jira \u5de5\u5355（\u5168\u90e8\u6cd5\u52a1\u79ef\u538b）\u4e22\u7ed9 Claude \u505a\u5206\u7c7b\u5206\u6790，\u201cthe analysis reshaped how they structure intake: which categories can be templated, which need a human from the start, and where the queue was backing up and why\u201d\u3002\u8fd9\u6b21\u5206\u6790\u6539\u53d8\u4e86\u6574\u4e2a\u56e2\u961f\u7684 intake \u7ed3\u6784\u3002\u4e5f\u5c31\u662f\u8bf4，\u4e0d\u77e5\u9053\u9009\u54ea\u6761\u6d41\u7a0b\u65f6，"\u76d8\u70b9\u6d41\u7a0b"\u672c\u8eab\u5c31\u662f\u6700\u4f73\u9996\u4e2a\u7528\u4f8b\u2014\u2014\u5b83\u4e0d\u9700\u8981\u6a21\u677f\u5316\u524d\u7f6e，\u4ea7\u51fa\u7269\u6070\u597d\u662f\u9009\u6848\u4f9d\u636e\u3002<\/p>\n

#mermaid-svg-pa2FHAnoJcD4woPw{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-pa2FHAnoJcD4woPw .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-pa2FHAnoJcD4woPw .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-pa2FHAnoJcD4woPw .error-icon{fill:#552222;}#mermaid-svg-pa2FHAnoJcD4woPw .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-pa2FHAnoJcD4woPw .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-pa2FHAnoJcD4woPw .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-pa2FHAnoJcD4woPw .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-pa2FHAnoJcD4woPw .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-pa2FHAnoJcD4woPw .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-pa2FHAnoJcD4woPw .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-pa2FHAnoJcD4woPw .marker{fill:#333333;stroke:#333333;}#mermaid-svg-pa2FHAnoJcD4woPw .marker.cross{stroke:#333333;}#mermaid-svg-pa2FHAnoJcD4woPw svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-pa2FHAnoJcD4woPw p{margin:0;}#mermaid-svg-pa2FHAnoJcD4woPw .label{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;color:#333;}#mermaid-svg-pa2FHAnoJcD4woPw .cluster-label text{fill:#333;}#mermaid-svg-pa2FHAnoJcD4woPw .cluster-label span{color:#333;}#mermaid-svg-pa2FHAnoJcD4woPw .cluster-label span p{background-color:transparent;}#mermaid-svg-pa2FHAnoJcD4woPw .label text,#mermaid-svg-pa2FHAnoJcD4woPw span{fill:#333;color:#333;}#mermaid-svg-pa2FHAnoJcD4woPw .node rect,#mermaid-svg-pa2FHAnoJcD4woPw .node circle,#mermaid-svg-pa2FHAnoJcD4woPw .node ellipse,#mermaid-svg-pa2FHAnoJcD4woPw .node polygon,#mermaid-svg-pa2FHAnoJcD4woPw .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-pa2FHAnoJcD4woPw .rough-node .label text,#mermaid-svg-pa2FHAnoJcD4woPw .node .label text,#mermaid-svg-pa2FHAnoJcD4woPw .image-shape .label,#mermaid-svg-pa2FHAnoJcD4woPw .icon-shape .label{text-anchor:middle;}#mermaid-svg-pa2FHAnoJcD4woPw .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-pa2FHAnoJcD4woPw .rough-node .label,#mermaid-svg-pa2FHAnoJcD4woPw .node .label,#mermaid-svg-pa2FHAnoJcD4woPw .image-shape .label,#mermaid-svg-pa2FHAnoJcD4woPw .icon-shape .label{text-align:center;}#mermaid-svg-pa2FHAnoJcD4woPw .node.clickable{cursor:pointer;}#mermaid-svg-pa2FHAnoJcD4woPw .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-pa2FHAnoJcD4woPw .arrowheadPath{fill:#333333;}#mermaid-svg-pa2FHAnoJcD4woPw .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-pa2FHAnoJcD4woPw .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-pa2FHAnoJcD4woPw .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-pa2FHAnoJcD4woPw .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-pa2FHAnoJcD4woPw .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-pa2FHAnoJcD4woPw .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-pa2FHAnoJcD4woPw .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-pa2FHAnoJcD4woPw .cluster text{fill:#333;}#mermaid-svg-pa2FHAnoJcD4woPw .cluster span{color:#333;}#mermaid-svg-pa2FHAnoJcD4woPw div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-pa2FHAnoJcD4woPw .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-pa2FHAnoJcD4woPw rect.text{fill:none;stroke-width:0;}#mermaid-svg-pa2FHAnoJcD4woPw .icon-shape,#mermaid-svg-pa2FHAnoJcD4woPw .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-pa2FHAnoJcD4woPw .icon-shape p,#mermaid-svg-pa2FHAnoJcD4woPw .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-pa2FHAnoJcD4woPw .icon-shape .label rect,#mermaid-svg-pa2FHAnoJcD4woPw .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-pa2FHAnoJcD4woPw .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-pa2FHAnoJcD4woPw .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-pa2FHAnoJcD4woPw :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}<\/p>\n

<\/span><\/p>\n

<\/p>\n

\u4e00\u6761\u90fd\u4e0d\u6ee1\u8db3<\/p>\n

<\/span><\/p>\n

<\/p>\n

\u81f3\u5c11\u6ee1\u8db3\u4e00\u6761<\/p>\n

<\/span><\/p>\n

<\/p>\n

\u2265 9 \u5206<\/p>\n

<\/span><\/p>\n

<\/p>\n

\u2264 6 \u5206<\/p>\n

<\/span><\/p>\n

<\/span><\/p>\n

<\/p>\n

\u5019\u9009\u6d41\u7a0b\u6c60<\/p>\n

<\/span><\/p>\n

<\/p>\n

\u8fc7 OpenAI \u4e09\u5224\u636e?\u590d\u6742\u51b3\u7b56 \/ \u96be\u7ef4\u62a4\u89c4\u5219 \/ \u975e\u7ed3\u6784\u5316\u6570\u636e<\/p>\n

<\/span><\/p>\n

<\/p>\n

\u786e\u5b9a\u6027\u65b9\u6848\u89e3\u51b3\u4e0d\u4e0a Agent<\/p>\n

<\/span><\/p>\n

<\/p>\n

\u516d\u95ee\u8bc4\u5206\u5361\u6253\u5206\u9891\u7387 \/ \u53ef\u6a21\u677f\u5316 \/ \u53ef\u9006\u6027 \/\u6570\u636e\u53ef\u53ca \/ \u74f6\u9888\u9762 \/ \u6587\u6863\u5316<\/p>\n

<\/span><\/p>\n

<\/p>\n

\u8fdb\u8bd5\u70b92-3 \u4e2a champion \u56e2\u961f<\/p>\n

<\/span><\/p>\n

<\/p>\n

\u5148\u6587\u6863\u5316\u6d41\u7a0b\u76d8\u70b9\u5de5\u5355\u672c\u8eab\u5c31\u662f\u9996\u4e2a\u7528\u4f8b<\/p>\n

<\/span><\/p>\n

\u4e00\u4e2a\u5bb9\u6613\u88ab\u5ffd\u7565\u7684\u4fe1\u53f7\u8865\u5145：Anthropic \u5b98\u65b9\u8f6c\u578b\u6307\u5357\u9875\u7ed9\u8bd5\u70b9\u5b9a\u7684\u7a97\u53e3\u662f"30-60 \u5929\u5185\u5c55\u793a\u4ef7\u503c"（pilot \u5728 30-60 \u5929\u5185\u51fa\u53ef\u5c55\u793a\u7684\u7ed3\u679c）\u3002\u4e00\u6761\u6d41\u7a0b\u5982\u679c\u8bc4\u4f30\u4e0b\u6765 60 \u5929\u5185\u770b\u4e0d\u5230\u53ef\u6d4b\u91cf\u7684\u6539\u5584，\u591a\u534a\u662f\u8bc4\u5206\u5361\u6253\u9ad8\u4e86\u3002<\/p>\n

\n

\u7b2c\u4e09\u5c42：\u673a\u5236\u2014\u2014\u4e3a\u4ec0\u4e48\u6a21\u677f\u5c42\u51b3\u5b9a\u5de5\u5177\u5c42\u7684\u4e0a\u9650<\/h3>\n

\u524d\u4e24\u5c42\u662f\u64cd\u4f5c，\u8fd9\u4e00\u5c42\u8bb2\u6e05\u695a\u4e3a\u4ec0\u4e48\u6b21\u5e8f\u4e0d\u80fd\u53cd\u3002\u6838\u5fc3\u673a\u5236\u4e00\u53e5\u8bdd：Agent \u7684\u4ea7\u51fa\u8d28\u91cf\u7531\u4e09\u5c42\u5806\u6808\u51b3\u5b9a，\u6a21\u677f\u5c42\u5728\u6700\u5e95\u4e0b，\u5de5\u5177\u5c42\u548c\u6a21\u578b\u5c42\u90fd\u538b\u5728\u5b83\u4e0a\u9762（\u4e09\u5c42\u5806\u6808\u4e3a\u672c\u6587\u65b9\u6cd5\u8bba，\u4f9d\u636e\u662f\u4e09\u5bb6\u5b98\u65b9\u6587\u6863\u7684\u4ea4\u53c9\u5370\u8bc1）\u3002<\/p>\n

#mermaid-svg-vmJ96JKeG1VvHwcr{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-vmJ96JKeG1VvHwcr .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-vmJ96JKeG1VvHwcr .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-vmJ96JKeG1VvHwcr .error-icon{fill:#552222;}#mermaid-svg-vmJ96JKeG1VvHwcr .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-vmJ96JKeG1VvHwcr .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-vmJ96JKeG1VvHwcr .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-vmJ96JKeG1VvHwcr .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-vmJ96JKeG1VvHwcr .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-vmJ96JKeG1VvHwcr .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-vmJ96JKeG1VvHwcr .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-vmJ96JKeG1VvHwcr .marker{fill:#333333;stroke:#333333;}#mermaid-svg-vmJ96JKeG1VvHwcr .marker.cross{stroke:#333333;}#mermaid-svg-vmJ96JKeG1VvHwcr svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-vmJ96JKeG1VvHwcr p{margin:0;}#mermaid-svg-vmJ96JKeG1VvHwcr .label{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;color:#333;}#mermaid-svg-vmJ96JKeG1VvHwcr .cluster-label text{fill:#333;}#mermaid-svg-vmJ96JKeG1VvHwcr .cluster-label span{color:#333;}#mermaid-svg-vmJ96JKeG1VvHwcr .cluster-label span p{background-color:transparent;}#mermaid-svg-vmJ96JKeG1VvHwcr .label text,#mermaid-svg-vmJ96JKeG1VvHwcr span{fill:#333;color:#333;}#mermaid-svg-vmJ96JKeG1VvHwcr .node rect,#mermaid-svg-vmJ96JKeG1VvHwcr .node circle,#mermaid-svg-vmJ96JKeG1VvHwcr .node ellipse,#mermaid-svg-vmJ96JKeG1VvHwcr .node polygon,#mermaid-svg-vmJ96JKeG1VvHwcr .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-vmJ96JKeG1VvHwcr .rough-node .label text,#mermaid-svg-vmJ96JKeG1VvHwcr .node .label text,#mermaid-svg-vmJ96JKeG1VvHwcr .image-shape .label,#mermaid-svg-vmJ96JKeG1VvHwcr .icon-shape .label{text-anchor:middle;}#mermaid-svg-vmJ96JKeG1VvHwcr .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-vmJ96JKeG1VvHwcr .rough-node .label,#mermaid-svg-vmJ96JKeG1VvHwcr .node .label,#mermaid-svg-vmJ96JKeG1VvHwcr .image-shape .label,#mermaid-svg-vmJ96JKeG1VvHwcr .icon-shape .label{text-align:center;}#mermaid-svg-vmJ96JKeG1VvHwcr .node.clickable{cursor:pointer;}#mermaid-svg-vmJ96JKeG1VvHwcr .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-vmJ96JKeG1VvHwcr .arrowheadPath{fill:#333333;}#mermaid-svg-vmJ96JKeG1VvHwcr .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-vmJ96JKeG1VvHwcr .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-vmJ96JKeG1VvHwcr .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-vmJ96JKeG1VvHwcr .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-vmJ96JKeG1VvHwcr .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-vmJ96JKeG1VvHwcr .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-vmJ96JKeG1VvHwcr .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-vmJ96JKeG1VvHwcr .cluster text{fill:#333;}#mermaid-svg-vmJ96JKeG1VvHwcr .cluster span{color:#333;}#mermaid-svg-vmJ96JKeG1VvHwcr div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-vmJ96JKeG1VvHwcr .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-vmJ96JKeG1VvHwcr rect.text{fill:none;stroke-width:0;}#mermaid-svg-vmJ96JKeG1VvHwcr .icon-shape,#mermaid-svg-vmJ96JKeG1VvHwcr .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-vmJ96JKeG1VvHwcr .icon-shape p,#mermaid-svg-vmJ96JKeG1VvHwcr .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-vmJ96JKeG1VvHwcr .icon-shape .label rect,#mermaid-svg-vmJ96JKeG1VvHwcr .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-vmJ96JKeG1VvHwcr .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-vmJ96JKeG1VvHwcr .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-vmJ96JKeG1VvHwcr :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}<\/p>\n

<\/p>\n

\u6a21\u677f\u5c42<\/p>\n

<\/span><\/p>\n

<\/p>\n

\u5de5\u5177\u5c42<\/p>\n

<\/span><\/p>\n

<\/p>\n

\u6a21\u578b\u5c42<\/p>\n

<\/span><\/p>\n

<\/p>\n

\u6a21\u677f\u8d8a\u7a33\u5de5\u5177\u8d8a\u5c11\u800c\u7cbe<\/p>\n

<\/span><\/p>\n

<\/p>\n

\u524d\u7f00\u7a33\u5b9a = \u7f13\u5b58\u6536\u76ca<\/p>\n

<\/span><\/p>\n

<\/span><\/p>\n

<\/span><\/p>\n

<\/p>\n

\u63a8\u7406\u4e0e\u51b3\u7b56\u80fd\u529b\u5206\u5c42\u8def\u7531 \/ \u7f13\u5b58\u7cfb\u5217\u7b2c 17 \/ 18 \/ 19 \u7bc7<\/p>\n

<\/span><\/p>\n

<\/p>\n

\u8fde\u63a5\u5668 \/ MCP \/ \u51fd\u6570\u5de5\u5177\u5b9a\u4e49\u4e0e\u6cbb\u7406<\/p>\n

<\/span><\/p>\n

<\/p>\n

SOP \/ skill \/ CLAUDE.mdplaybook \/ prompt \u6a21\u677f<\/p>\n

<\/span><\/p>\n

\u4e09\u4e2a\u673a\u5236\u6491\u8d77\u8fd9\u4e2a\u5806\u6808\u3002<\/p>\n

\u673a\u5236\u4e00：harness \u548c\u6a21\u578b\u540c\u7b49\u91cd\u8981，\u800c harness \u7684\u6838\u5fc3\u662f\u6a21\u677f\u3002 Anthropic \u5728 2026 \u5e74 5 \u6708 14 \u65e5\u7684\u5de5\u7a0b\u5b9e\u8df5\u6587\u7ae0\u91cc\u76f4\u63a5\u6311\u660e\u4e86\u8fd9\u4e00\u70b9：\u201cThe harness matters as much as the model\u201d\u2014\u2014\u51b3\u5b9a Claude Code \u8868\u73b0\u7684\u5f80\u5f80\u4e0d\u662f\u6a21\u578b\u672c\u8eab，\u800c\u662f\u56f4\u7ed5\u6a21\u578b\u642d\u7684 harness\u3002\u5b98\u65b9\u628a harness \u62c6\u6210\u4e94\u4e2a\u6269\u5c55\u70b9，\u5e76\u660e\u786e\u7ed9\u51fa\u6784\u5efa\u987a\u5e8f：CLAUDE.md（\u6bcf\u4f1a\u8bdd\u81ea\u52a8\u52a0\u8f7d\u7684\u4e0a\u4e0b\u6587\u6587\u4ef6）\u2192 hooks（\u4e8b\u4ef6\u89e6\u53d1\u7684\u81ea\u52a8\u5316\u811a\u672c）\u2192 skills（\u6309\u9700\u52a0\u8f7d\u7684\u5c01\u88c5\u4e13\u957f）\u2192 plugins（\u628a skills\u3001hooks\u3001MCP \u914d\u7f6e\u6253\u5305\u5206\u53d1）\u2192 MCP servers（\u5916\u90e8\u7cfb\u7edf\u8fde\u63a5）\u3002\u5b98\u65b9\u539f\u8bdd："The order in which teams build them matters, as each layer builds on what came before.\u201c\u987a\u5e8f\u53cd\u4e86\u4f1a\u600e\u6837？\u5b98\u65b9\u5728\u5e38\u89c1\u8bef\u533a\u8868\u91cc\u70b9\u540d\u4e86\u5178\u578b\u9519\u8bef：\u201cBuilding MCP connections before the basics are working\u201d\u2014\u2014\u57fa\u7840\u6ca1\u6253\u597d\u5c31\u5148\u8fde\u4e00\u5806\u5de5\u5177\u3002CLAUDE.md \u4e3a\u4ec0\u4e48\u8981\u6392\u7b2c\u4e00？\u56e0\u4e3a\u5b83\u6bcf\u4e2a\u4f1a\u8bdd\u90fd\u52a0\u8f7d\u3001\u51b3\u5b9a\u4ee3\u7406"\u77e5\u9053\u4ec0\u4e48\u201d，\u662f\u5168\u90e8\u540e\u7eed\u5c42\u7684\u5730\u57fa\u3002<\/p>\n

\u673a\u5236\u4e8c：\u6a21\u677f\u628a\u9690\u6027\u77e5\u8bc6\u53d8\u6210\u7ec4\u7ec7\u8d44\u4ea7，\u8fd9\u662f\u552f\u4e00\u4f1a\u590d\u5229\u7684\u5c42\u3002 Cowork \u90e8\u7f72\u6307\u5357\u5728\u8bba\u8bc1\u4ef7\u503c\u65f6\u7ed9\u4e86\u6700\u900f\u7684\u4e00\u53e5：\u201cWhen your best analyst\u2019s workflow lives in a skill rather than in her head, it stops being tribal knowledge and becomes organizational infrastructure.\u201d（\u5f53\u4f60\u6700\u597d\u5206\u6790\u5e08\u7684\u5de5\u4f5c\u6d41\u6d3b\u5728 skill \u91cc\u800c\u4e0d\u662f\u5979\u8111\u5b50\u91cc，\u5b83\u5c31\u4e0d\u518d\u662f\u90e8\u843d\u77e5\u8bc6，\u800c\u6210\u4e86\u7ec4\u7ec7\u57fa\u7840\u8bbe\u65bd\u3002）\u5de5\u5177\u4f1a\u8fc7\u671f\u3001\u6a21\u578b\u4f1a\u6362\u4ee3，\u4f46\u7f16\u7801\u4e0b\u6765\u7684 playbook \u4f1a\u968f\u56e2\u961f\u6253\u78e8\u4e0d\u65ad\u589e\u503c\u2014\u2014Zapier \u4ea7\u54c1\u8425\u9500\u56e2\u961f\u628a\u54c1\u724c\u8bed\u611f\u3001\u5b9a\u4f4d\u610f\u56fe\u3001\u9875\u9762\u7ed3\u6784\u7ea6\u5b9a\u7f16\u7801\u6210\u4e00\u4e2a skill，\u5b98\u65b9\u8bc4\u4ef7\u662f"a Level 2 asset doing Level 4 work"\u3002\u53cd\u8fc7\u6765，\u6cd5\u52a1\u63d2\u4ef6\u7684\u6848\u4f8b\u8bc1\u660e\u4e86\u6a21\u677f\u5148\u884c\u7684\u590d\u5229\u901f\u5ea6：\u4ea7\u54c1\u6cd5\u52a1\u4e00\u4e2a\u4e0b\u5348\u5c31\u5efa\u597d\u4e86\u90e8\u95e8\u63d2\u4ef6，\u5b98\u65b9\u89e3\u91ca\u662f\u56e2\u961f\u80fd"\u8df3\u7ea7"\u7684\u539f\u56e0\u6070\u6070\u662f"the team\u2019s process was already written down in memos and frameworks"\u2014\u2014\u6d41\u7a0b\u65e9\u5199\u4e0b\u6765\u4e86，\u5de5\u5177\u53ea\u662f\u6700\u540e\u4e00\u6b65\u3002\u6a21\u677f\u662f markdown \u6587\u4ef6，\u201cportable, version-controllable, and editable by anyone who can write a how-to doc\u201d，\u4e0d\u9700\u8981\u5de5\u7a0b\u56e2\u961f\u5c31\u80fd\u7ef4\u62a4\u3002<\/p>\n

\u673a\u5236\u4e09：\u5de5\u5177\u5806\u591a\u4e86\u5fc5\u7136\u5931\u8d25，\u6a21\u677f\u662f\u63a7\u5236\u5de5\u5177\u9762\u7684\u624b\u6bb5\u3002 \u8fd9\u662f\u53cd\u9762\u673a\u5236，\u5931\u8d25\u8bc1\u636e\u94fe\u5728\u7cfb\u5217\u7b2c 15 \u7bc7（Agent \u5931\u8d25\u5faa\u73af\u6cbb\u7406）\u5df2\u7ecf\u8be6\u62c6，\u8fd9\u91cc\u53d6\u4e0e\u9009\u578b\u76f8\u5173\u7684\u4e09\u6761\u3002\u5176\u4e00，\u5de5\u5177\u9009\u62e9\u5931\u8d25\u662f Agent \u6700\u5e38\u89c1\u7684\u5931\u8d25\u6a21\u5f0f，\u76f8\u8fd1\u540d\u5b57\u7684\u5de5\u5177\u4f1a\u8ba9\u6a21\u578b\u9009\u9519\u2014\u2014Anthropic Tool Search \u5de5\u7a0b\u535a\u5ba2\u7ed9\u51fa\u7684\u9608\u503c\u662f\u5de5\u5177\u8d85\u8fc7 30-50 \u4e2a\u540e\u9009\u62e9\u51c6\u786e\u7387\u660e\u663e\u4e0b\u964d（\u7cfb\u5217\u7b2c 07 \u7bc7\u8be6\u62c6）\u3002\u5176\u4e8c，OpenAI \u6307\u5357\u7684\u89c2\u5bdf\u66f4\u7cbe\u786e：\u95ee\u9898\u4e0d\u662f\u5de5\u5177\u6570\u91cf\u800c\u662f\u91cd\u53e0\u5ea6\u2014\u2014\u201cSome implementations successfully manage more than 15 well-defined, distinct tools while others struggle with fewer than 10 overlapping tools\u201d，15 \u4e2a\u8fb9\u754c\u6e05\u6670\u7684\u5de5\u5177\u80fd\u8dd1，10 \u4e2a\u4e92\u76f8\u91cd\u53e0\u7684\u5de5\u5177\u4f1a\u6302\u3002\u5176\u4e09，\u4e0a\u4e0b\u6587\u8150\u70c2（context rot）：\u4e0a\u4e0b\u6587\u8d8a\u957f\u53ec\u56de\u8d8a\u5dee（Chroma \u7814\u7a76，Anthropic \u5b98\u65b9\u5f15\u7528），\u585e\u8fdb\u8d8a\u591a\u5de5\u5177\u5b9a\u4e49，\u771f\u6b63\u91cd\u8981\u7684\u6d41\u7a0b\u77e5\u8bc6\u53cd\u800c\u88ab\u7a00\u91ca\u3002\u6a21\u677f\u5c42\u7684\u4f5c\u7528\u5c31\u662f\u628a"\u54ea\u4e9b\u6b65\u9aa4\u9700\u8981\u54ea\u4e9b\u5de5\u5177"\u9884\u5148\u7ea6\u5b9a\u597d，\u8ba9\u4ee3\u7406\u5728\u6bcf\u4e00\u6b65\u53ea\u9762\u5bf9\u4e00\u4e24\u4e2a\u5019\u9009\u5de5\u5177，\u800c\u4e0d\u662f\u5728\u5168\u91cf\u5de5\u5177\u76ee\u5f55\u91cc\u88f8\u9009\u3002<\/p>\n

\u8fd9\u5c42\u7684\u5751\u6e05\u5355，\u9010\u6761\u4eba\u8bdd\u52a0\u4e3a\u4ec0\u4e48：<\/p>\n

    \n
  • \u5148\u8fde MCP \u518d\u5199 SOP：\u5de5\u5177\u5148\u8fdb\u573a\u4f1a\u7acb\u523b\u4ea7\u751f"\u80fd\u529b\u5e7b\u89c9"，\u6f14\u793a\u5f88\u70ab\u3001\u751f\u4ea7\u7ffb\u8f66；\u5b98\u65b9\u8bef\u533a\u8868\u70b9\u540d\u6b64\u6761\u3002\u4e3a\u4ec0\u4e48：\u5de5\u5177\u51b3\u5b9a\u80fd\u505a\u4ec0\u4e48，\u6a21\u677f\u51b3\u5b9a\u8be5\u505a\u4ec0\u4e48，\u540e\u8005\u4e0d\u6210\u7acb\u65f6\u524d\u8005\u53ea\u4f1a\u653e\u5927\u9519\u8bef\u3002<\/li>\n
  • SOP \u5199\u6210\u6563\u6587：\u5b98\u65b9\u6307\u4ee4\u89c4\u8303\u8981\u6c42"Define clear actions\u2014\u2014\u6bcf\u4e00\u6b65\u5bf9\u5e94\u4e00\u4e2a\u5177\u4f53\u52a8\u4f5c\u6216\u8f93\u51fa"，\u6b65\u9aa4\u91cc\u51fa\u73b0"\u914c\u60c5\u5904\u7406"\u5c31\u7b49\u4e8e\u628a\u5751\u7559\u7ed9\u6a21\u578b\u3002\u4e3a\u4ec0\u4e48：\u6a21\u578b\u7684\u81ea\u7531\u5ea6\u4e0e\u6307\u4ee4\u7684\u6a21\u7cca\u5ea6\u6210\u6b63\u6bd4，\u6a21\u7cca\u6307\u4ee4\u5728\u751f\u4ea7\u91cc\u4f1a\u4ee5\u968f\u673a\u65b9\u5f0f\u5151\u73b0\u3002<\/li>\n
  • \u4e0d\u5199\u5347\u7ea7\u8def\u5f84：\u6ca1\u6709 NEEDS_HUMAN \u6761\u6b3e，\u4ee3\u7406\u9047\u5230 SOP \u76f2\u533a\u4f1a\u7f16\u3002\u4e3a\u4ec0\u4e48：OpenAI \u6307\u5357\u8981\u6c42"Capture edge cases"，Anthropic \u7ea2\u961f\u4e5f\u628a confabulation（\u865a\u6784）\u5217\u4e3a\u4e00\u7c7b\u547d\u540d\u5931\u8d25\u6a21\u5f0f（\u7cfb\u5217\u7b2c 15 \u7bc7\u5f15）\u3002<\/li>\n
  • \u6a21\u677f\u5199\u5b8c\u5c31\u51bb\u7ed3：\u5b98\u65b9\u5efa\u8bae\u6bcf 3-6 \u4e2a\u6708\u505a\u4e00\u6b21\u914d\u7f6e\u590d\u5ba1，\u4e14"\u4e3a\u5f53\u524d\u6a21\u578b\u5199\u7684\u89c4\u5219\u53ef\u80fd\u62d6\u7d2f\u4e0b\u4e00\u4e2a\u6a21\u578b"\u2014\u2014\u5b98\u65b9\u4f8b\u5b50\u662f\u4e00\u6761\u8981\u6c42\u628a\u91cd\u6784\u62c6\u6210\u5355\u6587\u4ef6\u6539\u52a8\u7684 CLAUDE.md \u89c4\u5219，\u65e7\u6a21\u578b\u9700\u8981\u5b83，\u65b0\u6a21\u578b\u53cd\u800c\u88ab\u5b83\u6321\u4f4f\u4e86\u8de8\u6587\u4ef6\u534f\u540c\u7f16\u8f91\u3002\u4e3a\u4ec0\u4e48：\u6a21\u578b\u5728\u8fdb\u5316，\u8865\u507f\u65e7\u7f3a\u9677\u7684\u89c4\u5219\u4f1a\u53d8\u6210\u65b0\u7f3a\u9677\u3002<\/li>\n
  • \u628a\u6a21\u677f\u5f53\u63d0\u793a\u8bcd\u5de5\u7a0b：\u6a21\u677f\u662f\u6d41\u7a0b\u6587\u6863，\u53d7\u4f17\u9996\u5148\u662f\u4eba（\u56e2\u961f\u8981\u80fd\u8bfb\u3001\u80fd\u6539\u3001\u80fd\u8bc4\u5ba1），\u5176\u6b21\u624d\u662f\u6a21\u578b\u3002\u4e3a\u4ec0\u4e48：\u5b98\u65b9\u7684 skill \u5c31\u662f"\u7ed9\u540c\u4e8b\u770b\u7684 how-to doc"，\u53ef\u7248\u672c\u5316\u3001\u53ef\u8bc4\u5ba1\u624d\u662f\u5b83\u6bd4\u63d0\u793a\u8bcd\u9ad8\u4e00\u4e2a\u5c42\u7ea7\u7684\u5730\u65b9\u3002<\/li>\n<\/ul>\n
    \n

    \u7b2c\u56db\u5c42：\u6838\u5fc3\u5faa\u73af\u2014\u2014\u4e94\u7ea7\u6210\u719f\u5ea6\u4e0e\u516d\u4e2a\u6708\u4e09\u9636\u6bb5<\/h3>\n

    \u6a21\u677f\u8dd1\u901a\u3001\u4ee3\u7406\u63a5\u4e0a\u4e4b\u540e，\u95ee\u9898\u4ece"\u80fd\u4e0d\u80fd\u7528"\u53d8\u6210"\u7ec4\u7ec7\u600e\u4e48\u722c\u4e0a\u53bb"\u3002Anthropic \u5b98\u65b9\u7ed9\u4e86\u4e24\u5957\u5750\u6807\u7cfb，\u4e00\u5957\u7eb5\u5411（\u6210\u719f\u5ea6\u4e94\u7ea7），\u4e00\u5957\u6a2a\u5411（\u516d\u4e2a\u6708\u4e09\u9636\u6bb5），\u4e24\u5957\u53ef\u4ee5\u53e0\u7740\u7528\u3002<\/p>\n

    \u7eb5\u5411：\u4e94\u7ea7\u6210\u719f\u5ea6\u6a21\u578b（\u5b98\u65b9\u539f\u8868，Level 0 \u5230 Level 4）：<\/p>\n\n\u7ea7\u522b\u5b98\u65b9\u5b9a\u4e49\u5b98\u65b9\u6848\u4f8b<\/tr>\n\n\n\n\n\n\n
    Level 0<\/td>\n\u5f53\u804a\u5929\u95ee\u7b54\u7528：\u8fde\u4e0a Slack \u6216 Drive，\u95ee\u4e00\u53e5\u7b54\u4e00\u53e5<\/td>\n\u201c\u603b\u7ed3 #project-atlas \u8fd9\u5468\u5b9a\u4e86\u4ec0\u4e48\u201d<\/td>\n<\/tr>\n
    Level 1<\/td>\n\u4ea7\u51fa\u4ea4\u4ed8\u7269：\u8bfb\u4f60\u7684\u6587\u4ef6\u3001\u8fde\u4f60\u7684\u5de5\u5177，\u505a\u51fa\u65b0\u4e1c\u897f<\/td>\n\u201c\u8fd9\u662f\u4ea4\u6613\u6587\u4ef6\u5939，\u8d77\u8349\u6295\u8d44\u5907\u5fd8\u5f55\u201d<\/td>\n<\/tr>\n
    Level 2<\/td>\n\u56fa\u5316\u4e3a skill：\u4e00\u4e2a markdown \u6587\u4ef6\u8ba9\u540c\u4e00\u4efb\u52a1\u6bcf\u6b21\u540c\u6837\u8dd1\u6cd5<\/td>\n\u77e5\u9053\u4f60\u7684\u8868\u3001\u9608\u503c\u3001CFO \u504f\u597d\u683c\u5f0f\u7684\u53d8\u5dee\u5206\u6790 skill<\/td>\n<\/tr>\n
    Level 3<\/td>\n\u6253\u5305\u5e76\u5b9a\u65f6：\u81ea\u5df1\u642d skill\u3001\u6392\u7a0b\u81ea\u52a8\u8dd1<\/td>\n\u6bcf\u65e9 7:30 \u7684\u6668\u62a5，\u805a\u5408\u65e5\u5386\u3001\u7ba1\u7ebf\u3001\u9694\u591c Slack<\/td>\n<\/tr>\n
    Level 4<\/td>\n\u90e8\u95e8\u7ea7\u63d2\u4ef6：\u9500\u552e\u3001\u6cd5\u52a1\u3001\u8d22\u52a1\u3001\u5e02\u573a\u5404\u8dd1\u4e00\u5957\u7ba1\u7406\u5458\u4f9b\u7ed9\u7684 curated bundle<\/td>\nAnthropic \u6cd5\u52a1\u63d2\u4ef6：intake \u5206\u8bca\u3001\u76d1\u7ba1\u76d1\u6d4b\u3001\u9ad8\u7ba1\u7b80\u62a5<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u5b98\u65b9\u5bf9\u8fd9\u5f20\u8868\u7684\u4e24\u53e5\u5173\u952e\u8bf4\u660e：\u5176\u4e00，\u201cThe job of a deployment is to get every user one level higher than they are now and to make sure the path upward is paved; nobody needs to reach Level 4 in the first month.\u201d\u2014\u2014\u90e8\u7f72\u7684\u4efb\u52a1\u662f\u8ba9\u6bcf\u4e2a\u4eba\u6bd4\u73b0\u5728\u9ad8\u4e00\u7ea7\u3001\u5e76\u628a\u5411\u4e0a\u7684\u8def\u94fa\u597d，\u6ca1\u4eba\u5728\u7b2c\u4e00\u4e2a\u6708\u5c31\u8981\u5230 Level 4\u3002\u5176\u4e8c，\u65b0\u5458\u5de5\u88c5\u4e0a\u90e8\u95e8\u63d2\u4ef6\u7b2c\u4e00\u5929\u5c31\u4ece Level 2 \u8d77\u6b65，\u800c\u4e0d\u662f Level 0\u2014\u2014\u7f16\u7801\u4e0b\u6765\u7684\u6d41\u7a0b\u62ac\u9ad8\u4e86\u6574\u4e2a\u56e2\u961f\u7684\u4e0b\u9650\u3002<\/p>\n

    \u6a2a\u5411：\u516d\u4e2a\u6708\u4e09\u9636\u6bb5\u8def\u7ebf\u56fe（\u5b98\u65b9\u539f\u8868\u6d53\u7f29）：<\/p>\n\n\u9636\u6bb5\u65f6\u95f4\u76ee\u6807\u7b49\u7ea7\u5b98\u65b9\u52a8\u4f5c\u5b98\u65b9\u7ed9\u51fa\u7684\u4fe1\u53f7<\/tr>\n\n\n\n\n
    Evaluate<\/td>\n\u7b2c 1 \u6708<\/td>\nchampion \u5230 Level 1<\/td>\n\u5b89\u5168\u5ba1\u67e5；\u9009\u5b9a 2-3 \u4e2a champion \u56e2\u961f；\u88c5\u9884\u7f6e\u63d2\u4ef6；\u8fde 1-2 \u4e2a\u6838\u5fc3\u7cfb\u7edf<\/td>\nchampion \u56de\u62a5\u771f\u5b9e\u7528\u4f8b；\u7b2c\u4e00\u6279"\u8fd9\u7701\u4e86\u6211\u4e00\u5c0f\u65f6"\u65f6\u523b<\/td>\n<\/tr>\n
    Pilot<\/td>\n\u7b2c 2-3 \u6708<\/td>\nchampion \u5230 Level 2-3<\/td>\nchampion \u8dd1\u771f\u5b9e\u5de5\u4f5c\u6d41；\u6bcf\u5468 check-in；\u6309\u9884\u5b9a\u6807\u51c6\u5ea6\u91cf；\u5411\u76f8\u90bb\u56e2\u961f\u6f14\u793a<\/td>\n\u53ef\u6d4b\u91cf\u7701\u65f6；champion \u5f00\u59cb\u81ea\u5efa\u5e76\u6392\u7a0b skill；\u5176\u4ed6\u56e2\u961f\u6765\u6c42\u63a5\u5165<\/td>\n<\/tr>\n
    Scale<\/td>\n\u7b2c 4-6 \u6708<\/td>\n\u90e8\u95e8\u5230 Level 4<\/td>\n\u7ba1\u7406\u5458\u7ea7\u63d2\u4ef6\u5e02\u573a；\u628a\u8bd5\u70b9\u7ecf\u9a8c\u7f16\u7801\u4e3a\u5168\u7ec4\u7ec7 skill；\u4e0b\u4e00\u6ce2\u63a5\u5165<\/td>\nskill \u8de8\u56e2\u961f\u5171\u4eab；\u65b0\u4eba\u9760\u7f16\u7801\u6d41\u7a0b\u4e0a\u624b；"how do I"\u7c7b\u5de5\u5355\u4e0b\u964d<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u8fd9\u5f20\u65f6\u95f4\u7ebf\u91cc\u6700\u503c\u94b1\u7684\u4e00\u53e5\u5224\u65ad\u6807\u51c6，\u5b98\u65b9\u539f\u8bdd：\u201cThe signal that a pilot is working isn\u2019t just hours saved. It\u2019s champions starting to write their own skills.\u201d\u2014\u2014\u8bd5\u70b9\u6210\u529f\u7684\u4fe1\u53f7\u4e0d\u53ea\u662f\u7701\u4e86\u591a\u5c11\u5c0f\u65f6，\u800c\u662f champion \u5f00\u59cb\u81ea\u5df1\u5199 skill \u4e86\u3002\u524d\u8005\u662f\u5b58\u91cf\u6536\u76ca，\u540e\u8005\u8bf4\u660e\u65b9\u6cd5\u8bba\u5df2\u7ecf\u5185\u5316，\u662f Scale \u9636\u6bb5\u7684\u9886\u5148\u6307\u6807\u3002\u5b98\u65b9\u540c\u65f6\u70b9\u7834\u4e86\u6574\u4e2a\u63a8\u5e7f\u7684\u6a21\u5f0f：\u201cbottom-up discovery, top-down scale\u201d\u2014\u2014\u81ea\u4e0b\u800c\u4e0a\u53d1\u73b0\u4ec0\u4e48\u6709\u6548，\u81ea\u4e0a\u800c\u4e0b\u7528\u7ba1\u7406\u5458\u5e02\u573a\u628a\u6709\u6548\u7684\u90e8\u5206\u94fa\u5f00\u3002<\/p>\n

    #mermaid-svg-9WyJzDaeHunJS13p{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-9WyJzDaeHunJS13p .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-9WyJzDaeHunJS13p .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-9WyJzDaeHunJS13p .error-icon{fill:#552222;}#mermaid-svg-9WyJzDaeHunJS13p .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-9WyJzDaeHunJS13p .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-9WyJzDaeHunJS13p .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-9WyJzDaeHunJS13p .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-9WyJzDaeHunJS13p .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-9WyJzDaeHunJS13p .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-9WyJzDaeHunJS13p .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-9WyJzDaeHunJS13p .marker{fill:#333333;stroke:#333333;}#mermaid-svg-9WyJzDaeHunJS13p .marker.cross{stroke:#333333;}#mermaid-svg-9WyJzDaeHunJS13p svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-9WyJzDaeHunJS13p p{margin:0;}#mermaid-svg-9WyJzDaeHunJS13p .label{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;color:#333;}#mermaid-svg-9WyJzDaeHunJS13p .cluster-label text{fill:#333;}#mermaid-svg-9WyJzDaeHunJS13p .cluster-label span{color:#333;}#mermaid-svg-9WyJzDaeHunJS13p .cluster-label span p{background-color:transparent;}#mermaid-svg-9WyJzDaeHunJS13p .label text,#mermaid-svg-9WyJzDaeHunJS13p span{fill:#333;color:#333;}#mermaid-svg-9WyJzDaeHunJS13p .node rect,#mermaid-svg-9WyJzDaeHunJS13p .node circle,#mermaid-svg-9WyJzDaeHunJS13p .node ellipse,#mermaid-svg-9WyJzDaeHunJS13p .node polygon,#mermaid-svg-9WyJzDaeHunJS13p .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-9WyJzDaeHunJS13p .rough-node .label text,#mermaid-svg-9WyJzDaeHunJS13p .node .label text,#mermaid-svg-9WyJzDaeHunJS13p .image-shape .label,#mermaid-svg-9WyJzDaeHunJS13p .icon-shape .label{text-anchor:middle;}#mermaid-svg-9WyJzDaeHunJS13p .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-9WyJzDaeHunJS13p .rough-node .label,#mermaid-svg-9WyJzDaeHunJS13p .node .label,#mermaid-svg-9WyJzDaeHunJS13p .image-shape .label,#mermaid-svg-9WyJzDaeHunJS13p .icon-shape .label{text-align:center;}#mermaid-svg-9WyJzDaeHunJS13p .node.clickable{cursor:pointer;}#mermaid-svg-9WyJzDaeHunJS13p .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-9WyJzDaeHunJS13p .arrowheadPath{fill:#333333;}#mermaid-svg-9WyJzDaeHunJS13p .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-9WyJzDaeHunJS13p .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-9WyJzDaeHunJS13p .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-9WyJzDaeHunJS13p .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-9WyJzDaeHunJS13p .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-9WyJzDaeHunJS13p .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-9WyJzDaeHunJS13p .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-9WyJzDaeHunJS13p .cluster text{fill:#333;}#mermaid-svg-9WyJzDaeHunJS13p .cluster span{color:#333;}#mermaid-svg-9WyJzDaeHunJS13p div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-9WyJzDaeHunJS13p .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-9WyJzDaeHunJS13p rect.text{fill:none;stroke-width:0;}#mermaid-svg-9WyJzDaeHunJS13p .icon-shape,#mermaid-svg-9WyJzDaeHunJS13p .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-9WyJzDaeHunJS13p .icon-shape p,#mermaid-svg-9WyJzDaeHunJS13p .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-9WyJzDaeHunJS13p .icon-shape .label rect,#mermaid-svg-9WyJzDaeHunJS13p .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-9WyJzDaeHunJS13p .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-9WyJzDaeHunJS13p .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-9WyJzDaeHunJS13p :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}<\/p>\n

    <\/p>\n

    \u7b2c 4-6 \u6708 Scale<\/p>\n

    <\/span><\/p>\n

    <\/p>\n

    \u7b2c 2-3 \u6708 Pilot<\/p>\n

    <\/span><\/p>\n

    <\/p>\n

    \u7b2c 1 \u6708 Evaluate<\/p>\n

    <\/span><\/p>\n

    <\/span><\/p>\n

    <\/span><\/p>\n

    <\/span><\/p>\n

    <\/p>\n

    \u7b2c\u4e00\u6279\u7701\u65f6\u65f6\u523b\u51fa\u73b0<\/p>\n

    <\/span><\/p>\n

    <\/p>\n

    \u9886\u5148\u6307\u6807：champion \u5f00\u59cb\u5199\u81ea\u5df1\u7684 skill<\/p>\n

    <\/span><\/p>\n

    <\/p>\n

    \u5b89\u5168\u5ba1\u67e5\u524d\u7f6e<\/p>\n

    <\/span><\/p>\n

    <\/p>\n

    2-3 \u4e2a champion \u56e2\u961f\u88c5\u9884\u7f6e\u63d2\u4ef6 \/ \u8fde\u6838\u5fc3\u7cfb\u7edf<\/p>\n

    <\/span><\/p>\n

    <\/p>\n

    \u8dd1\u771f\u5b9e\u5de5\u4f5c\u6d41\u6bcf\u5468 check-in<\/p>\n

    <\/span><\/p>\n

    <\/p>\n

    champion \u81ea\u5efa skillLevel 2 \u5230 Level 3<\/p>\n

    <\/span><\/p>\n

    <\/p>\n

    admin \u63d2\u4ef6\u5e02\u573a\u8bd5\u70b9\u7ecf\u9a8c\u7f16\u7801\u4e3a\u7ec4\u7ec7\u8d44\u4ea7<\/p>\n

    <\/span><\/p>\n

    <\/p>\n

    \u90e8\u95e8 Level 4\u65b0\u4eba\u4ece Level 2 \u8d77\u6b65<\/p>\n

    <\/span><\/p>\n

    \u914d\u5957\u7684\u786c\u6027\u89c4\u8303，\u5168\u90e8\u6765\u81ea\u5b98\u65b9\u6307\u5357"Structure your evaluation"\u4e00\u8282，\u4e00\u6761\u90fd\u4e0d\u8981\u7701：<\/p>\n

      \n
    • \u5b89\u5168\u5ba1\u67e5\u5148\u4e8e\u8bd5\u70b9\u3002 Cowork \u8bfb\u672c\u5730\u6587\u4ef6\u3001\u8fde\u4f01\u4e1a\u7cfb\u7edf，\u5b89\u5168\u56e2\u961f\u8981\u5728\u7528\u6237\u7b49\u7740\u7528\u4e4b\u524d\u641e\u6e05\u695a\u6570\u636e\u8fb9\u754c\u3001\u8fde\u63a5\u5668\u6743\u9650\u6a21\u578b\u3001\u5ba1\u8ba1\u9009\u9879；OpenTelemetry \u652f\u6301\u628a\u7528\u91cf\u548c\u5de5\u5177\u884c\u4e3a\u5bfc\u51fa\u5230 Datadog\u3001Splunk \u7b49\u540e\u7aef\u3002<\/li>\n
    • \u4e24\u5230\u4e09\u4e2a champion \u56e2\u961f，\u4e0d\u662f\u4e00\u4e2a\u3002 \u5b98\u65b9\u539f\u8bdd：\u201cA single team gives you one data point, but a handful gives you enough to separate the pattern from the team.\u201d\u2014\u2014\u5355\u56e2\u961f\u53ea\u80fd\u7ed9\u4f60\u4e00\u4e2a\u6570\u636e\u70b9，\u5206\u4e0d\u6e05\u662f\u6a21\u5f0f\u597d\u8fd8\u662f\u8fd9\u4e2a\u56e2\u961f\u5f3a\u3002\u6311\u5df2\u7ecf\u6709\u52a8\u529b\u5728\u73a9 AI \u7684\u8d1f\u8d23\u4eba\u3002<\/li>\n
    • \u5f00\u59cb\u524d\u5b9a\u4e49\u6210\u529f\u6807\u51c6\u3002 \u5b98\u65b9\u539f\u8bdd：\u201c\u2018Hours saved per week\u2019 is measurable. \u2018Transformation\u2019 is not.\u201d\u2014\u2014"\u6bcf\u5468\u7701\u51e0\u5c0f\u65f6"\u53ef\u6d4b\u91cf，"\u8f6c\u578b"\u4e0d\u53ef\u6d4b\u91cf\u3002<\/li>\n
    • \u63d2\u4ef6\u7ba1\u7406\u5458\u7edf\u4e00\u4f9b\u7ed9，\u9632 shadow AI\u3002 \u4e2a\u4eba\u5404\u81ea\u79c1\u63a5\u5de5\u5177\u4f1a\u4ea7\u51fa\u4e00\u5806\u6ca1\u4eba\u770b\u5f97\u89c1\u3001\u5ba1\u4e0d\u4e86\u3001\u6539\u4e0d\u52a8\u7684\u79c1\u6709\u5de5\u4f5c\u6d41；\u7ba1\u7406\u5458\u4f9b\u7ed9\u4fdd\u8bc1\u4e00\u81f4\u6027\u3001\u5b89\u5168\u63a7\u5236\u548c\u5355\u70b9\u66f4\u65b0\u3002<\/li>\n
    • \u8d77\u70b9\u7528\u4f8b\u4ece\u5b98\u65b9\u8868\u91cc\u6311\u3002 \u6cd5\u52a1\u7684 NDA \u5bf9\u7167 playbook \u521d\u5ba1（\u5ea6\u91cf：\u5468\u8f6c\u65f6\u957f\u3001\u961f\u5217\u6df1\u5ea6）\u3001\u8d22\u52a1\u7684\u53d8\u5dee\u5206\u6790\u5e26\u6839\u56e0（\u5ea6\u91cf：\u5173\u8d26\u5230\u53d9\u4e8b\u7684\u65f6\u95f4）\u3001\u9500\u552e\u7684\u552e\u524d\u7b80\u62a5（\u5ea6\u91cf：\u5355\u6b21\u51c6\u5907\u65f6\u957f）\u3001\u4ea7\u54c1\u7684 PRD \u8d77\u8349（\u5ea6\u91cf：\u5230\u9996\u7248\u53ef\u8bc4\u5ba1\u7a3f\u7684\u65f6\u95f4）\u3001HR \u7684\u7ee9\u6548\u8bc4\u5ba1\u8d77\u8349（\u5ea6\u91cf：\u5468\u671f\u5b8c\u6210\u7387）\u3001\u8425\u9500\u7684 campaign \u7b80\u62a5\u5230\u7d20\u6750（\u5ea6\u91cf：\u6982\u5ff5\u5230\u8bc4\u5ba1\u8f6e\u6b21）\u3002\u5171\u540c\u70b9：\u5168\u90e8\u662f Level 1 \u5165\u53e3（\u5bf9\u7740\u771f\u5b9e\u6587\u4ef6\u4ea7\u51fa\u5355\u4e00\u4ea4\u4ed8\u7269），\u8dd1\u51e0\u6b21\u540e\u987a\u624b\u5c31\u80fd\u5347 Level 2\u3002<\/li>\n<\/ul>\n

      \u6700\u540e\u662f\u653e\u6743\u8282\u594f，\u5b98\u65b9\u9500\u552e\u56e2\u961f\u7684\u6848\u4f8b\u503c\u5f97\u539f\u6837\u590d\u8ff0：\u4e00\u4e2a\u9500\u552e\u5148\u662f\u6bcf\u6b21\u66f4\u65b0 Salesforce \u673a\u4f1a\u90fd\u5e26\u4eba\u5de5\u9a8c\u8bc1\u6b65\u9aa4，\u9a8c\u8bc1\u6b21\u6570\u8db3\u591f\u591a\u3001\u786e\u8ba4 Claude \u6bcf\u6b21\u90fd\u5bf9\u4e4b\u540e，\u4ed6\u5220\u6389\u4e86\u9a8c\u8bc1\u3001\u6539\u6210\u8ba9\u5b83\u76f4\u63a5\u8dd1\u2014\u2014\u5b98\u65b9\u628a\u8fd9\u53eb"run it supervised, then run it scheduled"\u7684 Level 2 \u5230 Level 3 \u8fc1\u79fb\u3002\u8fd9\u4e2a\u8282\u594f\u548c OpenAI \u6307\u5357\u7684\u4eba\u5de5\u4ecb\u5165\u8bbe\u8ba1\u5b8c\u5168\u540c\u6784：\u4e24\u79cd\u89e6\u53d1\u6761\u4ef6（\u8d85\u8fc7\u5931\u8d25\u9608\u503c\u3001\u9ad8\u98ce\u9669\u52a8\u4f5c）\u5fc5\u987b\u4fdd\u7559\u4eba\u5de5\u4ecb\u5165\u901a\u9053，"\u76d1\u7763\u8dd1\u987a\u4e86\u518d\u5b9a\u65f6\u8dd1"\u662f\u552f\u4e00\u5b89\u5168\u7684\u653e\u6743\u8def\u5f84，\u53cd\u8fc7\u6765（\u5148\u653e\u5f00\u518d\u8865\u76d1\u7763）\u5c31\u662f\u4e8b\u6545\u7684\u6807\u914d\u5267\u672c\u3002<\/p>\n

      \u8fd9\u6761\u653e\u6743\u8def\u5f84\u753b\u6210\u94fe：<\/p>\n

      #mermaid-svg-syFSPKPEQL24rLP5{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-syFSPKPEQL24rLP5 .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-syFSPKPEQL24rLP5 .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-syFSPKPEQL24rLP5 .error-icon{fill:#552222;}#mermaid-svg-syFSPKPEQL24rLP5 .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-syFSPKPEQL24rLP5 .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-syFSPKPEQL24rLP5 .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-syFSPKPEQL24rLP5 .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-syFSPKPEQL24rLP5 .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-syFSPKPEQL24rLP5 .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-syFSPKPEQL24rLP5 .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-syFSPKPEQL24rLP5 .marker{fill:#333333;stroke:#333333;}#mermaid-svg-syFSPKPEQL24rLP5 .marker.cross{stroke:#333333;}#mermaid-svg-syFSPKPEQL24rLP5 svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-syFSPKPEQL24rLP5 p{margin:0;}#mermaid-svg-syFSPKPEQL24rLP5 .label{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;color:#333;}#mermaid-svg-syFSPKPEQL24rLP5 .cluster-label text{fill:#333;}#mermaid-svg-syFSPKPEQL24rLP5 .cluster-label span{color:#333;}#mermaid-svg-syFSPKPEQL24rLP5 .cluster-label span p{background-color:transparent;}#mermaid-svg-syFSPKPEQL24rLP5 .label text,#mermaid-svg-syFSPKPEQL24rLP5 span{fill:#333;color:#333;}#mermaid-svg-syFSPKPEQL24rLP5 .node rect,#mermaid-svg-syFSPKPEQL24rLP5 .node circle,#mermaid-svg-syFSPKPEQL24rLP5 .node ellipse,#mermaid-svg-syFSPKPEQL24rLP5 .node polygon,#mermaid-svg-syFSPKPEQL24rLP5 .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-syFSPKPEQL24rLP5 .rough-node .label text,#mermaid-svg-syFSPKPEQL24rLP5 .node .label text,#mermaid-svg-syFSPKPEQL24rLP5 .image-shape .label,#mermaid-svg-syFSPKPEQL24rLP5 .icon-shape .label{text-anchor:middle;}#mermaid-svg-syFSPKPEQL24rLP5 .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-syFSPKPEQL24rLP5 .rough-node .label,#mermaid-svg-syFSPKPEQL24rLP5 .node .label,#mermaid-svg-syFSPKPEQL24rLP5 .image-shape .label,#mermaid-svg-syFSPKPEQL24rLP5 .icon-shape .label{text-align:center;}#mermaid-svg-syFSPKPEQL24rLP5 .node.clickable{cursor:pointer;}#mermaid-svg-syFSPKPEQL24rLP5 .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-syFSPKPEQL24rLP5 .arrowheadPath{fill:#333333;}#mermaid-svg-syFSPKPEQL24rLP5 .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-syFSPKPEQL24rLP5 .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-syFSPKPEQL24rLP5 .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-syFSPKPEQL24rLP5 .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-syFSPKPEQL24rLP5 .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-syFSPKPEQL24rLP5 .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-syFSPKPEQL24rLP5 .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-syFSPKPEQL24rLP5 .cluster text{fill:#333;}#mermaid-svg-syFSPKPEQL24rLP5 .cluster span{color:#333;}#mermaid-svg-syFSPKPEQL24rLP5 div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-syFSPKPEQL24rLP5 .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-syFSPKPEQL24rLP5 rect.text{fill:none;stroke-width:0;}#mermaid-svg-syFSPKPEQL24rLP5 .icon-shape,#mermaid-svg-syFSPKPEQL24rLP5 .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-syFSPKPEQL24rLP5 .icon-shape p,#mermaid-svg-syFSPKPEQL24rLP5 .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-syFSPKPEQL24rLP5 .icon-shape .label rect,#mermaid-svg-syFSPKPEQL24rLP5 .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-syFSPKPEQL24rLP5 .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-syFSPKPEQL24rLP5 .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-syFSPKPEQL24rLP5 :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}<\/p>\n

      <\/span><\/p>\n

      <\/span><\/p>\n

      <\/span><\/p>\n

      <\/span><\/p>\n

      <\/span><\/p>\n

      <\/p>\n

      \u5e26\u4eba\u5de5\u9a8c\u8bc1\u8dd1run it supervised<\/p>\n

      <\/span><\/p>\n

      <\/p>\n

      \u9a8c\u8bc1\u6b21\u6570\u6512\u591f\u786e\u8ba4\u6bcf\u6b21\u90fd\u5bf9<\/p>\n

      <\/span><\/p>\n

      <\/p>\n

      \u5220\u6389\u9a8c\u8bc1\u8ba9\u5b83\u76f4\u63a5\u8dd1<\/p>\n

      <\/span><\/p>\n

      <\/p>\n

      \u518d\u4ea4\u7ed9\u5b9a\u65f6\u6392\u7a0brun it scheduledLevel 2 \u8fc1\u5230 Level 3<\/p>\n

      <\/span><\/p>\n

      <\/p>\n

      \u4e24\u6761\u4eba\u5de5\u89e6\u53d1\u5199\u8fdb\u6a21\u677f\u5347\u7ea7\u8def\u5f84\u8d85\u8fc7\u5931\u8d25\u9608\u503c \u9ad8\u98ce\u9669\u52a8\u4f5c<\/p>\n

      <\/span><\/p>\n

      <\/p>\n

      \u53cd\u8fc7\u6765\u5148\u653e\u5f00\u518d\u8865\u76d1\u7763\u662f\u4e8b\u6545\u7684\u6807\u914d\u5267\u672c<\/p>\n

      <\/span><\/p>\n

      \n

      \u7b2c\u4e94\u5c42：\u90e8\u7f72\u5f62\u6001\u5bf9\u7167\u2014\u2014\u4e09\u5bb6\u5b98\u65b9\u6808\u91cc\u7684\u6a21\u677f\u5c42\u5728\u54ea<\/h3>\n

      \u65b9\u6cd5\u8bba\u843d\u5230\u91c7\u8d2d，\u5c31\u53d8\u6210\u4e00\u4e2a\u5177\u4f53\u95ee\u9898：\u4e09\u5bb6\u7684\u4f01\u4e1a\u7ea7\u6808\u5206\u522b\u628a\u6a21\u677f\u5c42\u505a\u6210\u4e86\u4ec0\u4e48\u5f62\u6001\u3001\u4ee3\u4ef7\u662f\u4ec0\u4e48\u3002\u9010\u5bb6\u770b\u3002<\/p>\n

      Anthropic：\u6a21\u677f\u5c42 = markdown \u6587\u4ef6（skills \/ CLAUDE.md \/ plugins）\u3002 \u77e5\u8bc6\u5de5\u4f5c\u8d70 Claude Cowork（\u684c\u9762\u7aef\u4ee3\u7406，\u4ea7\u54c1\u9875\u53e3\u5f84：Claude Code \u4e3a\u8f6f\u4ef6\u5de5\u7a0b\u800c\u751f，Cowork \u4e3a\u975e\u7f16\u7801\u7684\u77e5\u8bc6\u5de5\u4f5c\u800c\u751f\u3001\u6cbf\u7528\u540c\u4e00\u5957 agentic \u65b9\u6cd5），\u7f16\u7801\u8d70 Claude Code\u3002\u4e24\u8005\u7684\u6a21\u677f\u5c42\u662f\u540c\u4e00\u5957\u8bed\u8a00：skill \u662f markdown \u6587\u4ef6，plugin \u662f skills + subagents + connectors \u7684\u6253\u5305，CLAUDE.md \u6309\u7ec4\u7ec7\u7ea7\u7cfb\u7edf\u76ee\u5f55\u4e0e\u4ed3\u5e93\u6839\u5206\u5c42\u90e8\u7f72（\u4f01\u4e1a\u90e8\u7f72\u6587\u6863\u7ed9\u51fa\u4e86 macOS\u3001Linux\/WSL\u3001Windows \u7684\u7cfb\u7edf\u76ee\u5f55\u8def\u5f84）\u3002\u4f01\u4e1a\u6cbb\u7406\u9762：\u7ba1\u7406\u5458\u670d\u52a1\u5668\u6258\u7ba1\u8bbe\u7f6e（\u96c6\u4e2d\u914d\u7f6e\u5de5\u5177\u6743\u9650\u3001\u6587\u4ef6\u8bbf\u95ee\u3001MCP）\u3001\u6309\u90e8\u95e8\u63a7\u5236\u5de5\u5177\u6743\u9650\u4e0e\u82b1\u8d39\u4e0a\u9650\u3001OpenTelemetry \u5bfc\u51fa\u3001SCIM \u81ea\u52a8\u5316\u914d\u7ed9\u3002\u90e8\u7f72\u8def\u5f84\u4e24\u6761：\u8ba2\u9605\u5236（Claude for Teams \/ Enterprise，\u5355\u4e00\u8ba2\u9605\u540c\u65f6\u542b Web \u7248\u4e0e Claude Code，\u96f6\u57fa\u7840\u8bbe\u65bd；Claude Code \u4f01\u4e1a\u90e8\u7f72\u603b\u89c8\u9875\u6807\u6ce8 Teams Premium $150\/\u5e2d，Claude Code \u4ea7\u54c1\u9875\u6807\u6ce8 Team \u6807\u51c6\u5e2d $100\/\u4eba\/\u6708\u8d77\u2014\u2014\u4e24\u79cd\u5e2d\u4f4d\u7c7b\u578b\u4e0d\u540c，\u5f15\u7528\u65f6\u987b\u5199\u6e05\u53e3\u5f84）\u6216\u81ea\u5e26\u4e91（Amazon Bedrock\u3001Google Cloud\u3001Microsoft Foundry，\u5b98\u65b9\u5bf9\u7167\u8868\u786e\u8ba4\u56db\u79cd\u4e91\u8def\u5f84\u5168\u90e8\u9ed8\u8ba4\u542f\u7528\u63d0\u793a\u7f13\u5b58）\u3002<\/p>\n

      OpenAI：\u6a21\u677f\u5c42 = \u6307\u4ee4\u4e0e prompt \u6a21\u677f（\u4ee3\u7801\u4f18\u5148）\u3002 \u5b98\u65b9\u6307\u5357\u7684\u8def\u5f84\u5b8c\u5168\u5728\u4ee3\u7801\u91cc：instructions \u5f15\u7528\u73b0\u6709 SOP \u6587\u6863，\u5de5\u5177\u7528 @function_tool \u88c5\u9970\u5668\u5b9a\u4e49，\u62a4\u680f（guardrails）\u662f\u4e00\u7b49\u516c\u6c11\u3002\u6307\u5357\u91cc\u4e24\u5904\u8bbe\u8ba1\u76f4\u63a5\u670d\u52a1\u6a21\u677f\u5316：\u4e00\u662f"prompt \u6a21\u677f\u53d8\u91cf\u5316"\u2014\u2014\u5b98\u65b9\u5efa\u8bae\u4e0d\u505a\u4e00\u5806\u72ec\u7acb prompt，\u800c\u662f"a single flexible base prompt that accepts policy variables"（\u4e00\u4e2a\u63a5\u53d7\u7b56\u7565\u53d8\u91cf\u7684\u5f39\u6027\u57fa\u7840\u6a21\u677f），\u65b0\u7528\u4f8b\u53ea\u6539\u53d8\u91cf\u4e0d\u6539\u6d41\u7a0b；\u4e8c\u662f\u7528\u5f3a\u6a21\u578b\u628a\u73b0\u6709\u6587\u6863\u81ea\u52a8\u8f6c\u6210\u4ee3\u7406\u6307\u4ee4（\u5b98\u65b9\u7ed9\u4e86\u628a\u5e2e\u52a9\u4e2d\u5fc3\u6587\u6863\u8f6c\u6210\u7f16\u53f7\u6b65\u9aa4\u6307\u4ee4\u7684\u5b8c\u6574\u63d0\u793a\u8bcd）\u3002\u62a4\u680f\u4f53\u7cfb\u91cc\u8fde\u5206\u7c7b\u5668\u90fd\u53ef\u4ee5\u7528\u5c0f\u6a21\u578b\u8dd1（\u5b98\u65b9\u62a4\u680f\u793a\u610f\u56fe\u91cc relevance\/safety \u5206\u7c7b\u5668\u6807\u6ce8\u7684\u5c31\u662f gpt-4o-mini），\u8fd9\u4e0e\u5206\u5c42\u8def\u7531（\u7cfb\u5217\u7b2c 19 \u7bc7）\u7684\u601d\u8def\u4e00\u81f4：\u5224\u65ad\u7c7b\u7684\u8f7b\u6d3b\u4ea4\u7ed9\u4fbf\u5b9c\u6a21\u578b\u3002\u7f16\u6392\u7eaa\u5f8b\u5b98\u65b9\u53ea\u6709\u4e00\u6761：\u201cmaximize a single agent\u2019s capabilities first\u201d\u2014\u2014\u5148\u69a8\u5e72\u5355\u4ee3\u7406，\u590d\u6742\u903b\u8f91\u591a\u5206\u652f\u3001\u5de5\u5177\u91cd\u53e0\u6cbb\u4e0d\u4f4f\u4e86\u518d\u62c6\u591a\u4ee3\u7406（Manager \u6a21\u5f0f\u6216\u53bb\u4e2d\u5fc3\u5316 handoff）\u3002<\/p>\n

      Google：\u6a21\u677f\u5c42 = \u5e73\u53f0\u9884\u7f6e\u8d44\u4ea7（Agent Garden + App Design Center）\u3002 Gemini Enterprise Agent Platform \u6309"\u6784\u5efa \/ \u6269\u7f29 \/ \u6cbb\u7406 \/ \u4f18\u5316"\u56db\u652f\u67f1\u7ec4\u7ec7：\u6784\u5efa\u4fa7 Agent Garden \u63d0\u4f9b"\u9884\u5efa\u667a\u80fd\u4f53\u548c\u6a21\u677f\u5e93，\u52a0\u5feb\u5f00\u53d1\u901f\u5ea6"，Model Garden \u63d0\u4f9b 200+ \u57fa\u7840\u6a21\u578b；\u6cbb\u7406\u4fa7 Agent Gateway \u505a\u7edf\u4e00\u7b56\u7565\u6267\u884c\u70b9\u3001Agent Identity \u7ed9\u6bcf\u4e2a\u4ee3\u7406\u53d1 SPIFFE \u683c\u5f0f\u7684\u72ec\u7acb\u8eab\u4efd（\u7ec6\u7c92\u5ea6\u66ff\u4ee3\u5171\u4eab\u670d\u52a1\u8d26\u53f7）；\u503c\u5f97\u5355\u72ec\u70b9\u540d\u7684\u662f App Design Center\u2014\u2014\u5b98\u65b9\u76f4\u63a5\u63d0\u4f9b\u4e24\u4efd\u53ef\u590d\u5236\u7684\u6cbb\u7406\u6a21\u677f（\u201cSimple Agent Platform"\u548c"Agent Platform with governance\u201d），\u628a Agent Gateway\u3001Model Armor \u7b56\u7565\u3001IAM \u914d\u7f6e\u5728\u90e8\u7f72\u90a3\u4e00\u523b\u5c31\u6b63\u786e\u5b9e\u4f8b\u5316\u3002\u4e5f\u5c31\u662f\u8bf4 Google \u628a"\u6a21\u677f\u5148\u4e8e\u5de5\u5177"\u76f4\u63a5\u710a\u8fdb\u4e86\u5e73\u53f0：\u8fde\u57fa\u7840\u8bbe\u65bd\u7684\u6b63\u786e\u59ff\u52bf\u90fd\u4ee5\u6a21\u677f\u5f62\u5f0f\u9884\u7f6e\u3002<\/p>\n\nAnthropic（Cowork \/ Claude Code）OpenAI（Agents SDK）Google（Agent Platform）<\/tr>\n\n\n\n\n\n\n\n
      \u6a21\u677f\u5c42\u5f62\u6001<\/td>\nmarkdown：skill \/ CLAUDE.md \/ plugin<\/td>\n\u4ee3\u7801\u5185 instructions + \u53d8\u91cf\u5316 prompt \u6a21\u677f<\/td>\n\u5e73\u53f0\u9884\u7f6e：Agent Garden \u6a21\u677f + \u8bbe\u8ba1\u4e2d\u5fc3\u6cbb\u7406\u6a21\u677f<\/td>\n<\/tr>\n
      \u8c01\u80fd\u5199\u6a21\u677f<\/td>\n\u4f1a\u5199 how-to \u6587\u6863\u7684\u4efb\u4f55\u4eba<\/td>\n\u5de5\u7a0b\u56e2\u961f<\/td>\n\u4f4e\u4ee3\u7801（Agent Studio）\u5230\u4ee3\u7801（ADK）\u5168\u8c31<\/td>\n<\/tr>\n
      \u9996\u4e2a\u4ee3\u7406\u7684\u8def\u5f84<\/td>\n\u88c5\u9884\u7f6e\u63d2\u4ef6 \u2192 Level 1 \u4ea4\u4ed8\u7269<\/td>\n\u5b98\u65b9\u6307\u5357\u4e09\u4ef6\u5957\u6700\u5c0f\u793a\u4f8b<\/td>\nAgent Studio \u53ef\u89c6\u5316\u6216 Managed Agents API \u914d\u7f6e\u9a71\u52a8<\/td>\n<\/tr>\n
      \u5355\u4ee3\u7406\u4f18\u5148<\/td>\nharness \u4e94\u6269\u5c55\u70b9\u6309\u5e8f\u6784\u5efa<\/td>\n\u5b98\u65b9\u660e\u793a maximize single agent first<\/td>\n\u914d\u7f6e\u9a71\u52a8\u7684\u6c99\u7bb1\u4ee3\u7406\u8d77\u6b65<\/td>\n<\/tr>\n
      \u6cbb\u7406\u9762<\/td>\n\u7ba1\u7406\u5458\u8bbe\u7f6e \/ SCIM \/ OTel \/ \u79c1\u6709\u63d2\u4ef6\u5e02\u573a<\/td>\nguardrails \u4e00\u7b49\u516c\u6c11 + \u4eba\u5de5\u4ecb\u5165\u53cc\u89e6\u53d1<\/td>\nAgent Gateway \/ Agent Identity \/ Model Armor \/ \u6ce8\u518c\u8868<\/td>\n<\/tr>\n
      \u5178\u578b\u5165\u53e3\u4eba\u7fa4<\/td>\n\u975e\u5de5\u7a0b\u5e08\u77e5\u8bc6\u5de5\u4f5c\u8005 + \u5f00\u53d1\u8005<\/td>\n\u5de5\u7a0b\u56e2\u961f<\/td>\n\u4ece\u4e1a\u52a1\u5206\u6790\u5e08\u5230\u5e73\u53f0\u5de5\u7a0b\u5168\u8c31<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      \u4e09\u5bb6\u7684\u6a21\u677f\u5c42\u5f62\u6001\u4e0d\u540c，\u4f46\u6709\u4e00\u4e2a\u5171\u540c\u4e8b\u5b9e\u7ed3\u6784：\u6ca1\u6709\u4e00\u5bb6\u628a"\u5148\u9009\u5e73\u53f0"\u5f53\u6210\u7b2c\u4e00\u53e5\u8bdd\u3002Anthropic \u6307\u5357\u7b2c\u4e00\u7ae0\u5148\u8bb2"\u4f60\u56e2\u961f\u7684\u5de5\u4f5c\u662f\u5408\u540c\u3001deck\u3001\u8d22\u52a1\u6a21\u578b"，OpenAI \u6307\u5357\u7b2c\u4e00\u7ae0\u5148\u8bb2"\u4ec0\u4e48\u65f6\u5019\u624d\u503c\u5f97\u5efa\u4ee3\u7406"，Google \u6587\u6863\u5148\u7ed9\u7528\u4f8b\u5206\u7c7b（\u5ba2\u670d\u3001\u4fe1\u606f\u53d1\u73b0\u3001\u4e1a\u52a1\u8fd0\u8425\u3001\u9500\u552e\u8425\u9500\u3001\u8f6f\u4ef6\u5f00\u53d1\u4e94\u7c7b）\u518d\u8bb2\u56db\u652f\u67f1\u3002\u5e73\u53f0\u662f\u6a21\u677f\u7684\u8f7d\u4f53，\u4e0d\u662f\u843d\u5730\u7684\u8d77\u70b9\u3002<\/p>\n

      #mermaid-svg-m2psIH9ToLQXygxK{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-m2psIH9ToLQXygxK .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-m2psIH9ToLQXygxK .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-m2psIH9ToLQXygxK .error-icon{fill:#552222;}#mermaid-svg-m2psIH9ToLQXygxK .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-m2psIH9ToLQXygxK .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-m2psIH9ToLQXygxK .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-m2psIH9ToLQXygxK .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-m2psIH9ToLQXygxK .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-m2psIH9ToLQXygxK .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-m2psIH9ToLQXygxK .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-m2psIH9ToLQXygxK .marker{fill:#333333;stroke:#333333;}#mermaid-svg-m2psIH9ToLQXygxK .marker.cross{stroke:#333333;}#mermaid-svg-m2psIH9ToLQXygxK svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-m2psIH9ToLQXygxK p{margin:0;}#mermaid-svg-m2psIH9ToLQXygxK .label{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;color:#333;}#mermaid-svg-m2psIH9ToLQXygxK .cluster-label text{fill:#333;}#mermaid-svg-m2psIH9ToLQXygxK .cluster-label span{color:#333;}#mermaid-svg-m2psIH9ToLQXygxK .cluster-label span p{background-color:transparent;}#mermaid-svg-m2psIH9ToLQXygxK .label text,#mermaid-svg-m2psIH9ToLQXygxK span{fill:#333;color:#333;}#mermaid-svg-m2psIH9ToLQXygxK .node rect,#mermaid-svg-m2psIH9ToLQXygxK .node circle,#mermaid-svg-m2psIH9ToLQXygxK .node ellipse,#mermaid-svg-m2psIH9ToLQXygxK .node polygon,#mermaid-svg-m2psIH9ToLQXygxK .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-m2psIH9ToLQXygxK .rough-node .label text,#mermaid-svg-m2psIH9ToLQXygxK .node .label text,#mermaid-svg-m2psIH9ToLQXygxK .image-shape .label,#mermaid-svg-m2psIH9ToLQXygxK .icon-shape .label{text-anchor:middle;}#mermaid-svg-m2psIH9ToLQXygxK .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-m2psIH9ToLQXygxK .rough-node .label,#mermaid-svg-m2psIH9ToLQXygxK .node .label,#mermaid-svg-m2psIH9ToLQXygxK .image-shape .label,#mermaid-svg-m2psIH9ToLQXygxK .icon-shape .label{text-align:center;}#mermaid-svg-m2psIH9ToLQXygxK .node.clickable{cursor:pointer;}#mermaid-svg-m2psIH9ToLQXygxK .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-m2psIH9ToLQXygxK .arrowheadPath{fill:#333333;}#mermaid-svg-m2psIH9ToLQXygxK .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-m2psIH9ToLQXygxK .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-m2psIH9ToLQXygxK .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-m2psIH9ToLQXygxK .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-m2psIH9ToLQXygxK .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-m2psIH9ToLQXygxK .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-m2psIH9ToLQXygxK .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-m2psIH9ToLQXygxK .cluster text{fill:#333;}#mermaid-svg-m2psIH9ToLQXygxK .cluster span{color:#333;}#mermaid-svg-m2psIH9ToLQXygxK div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-m2psIH9ToLQXygxK .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-m2psIH9ToLQXygxK rect.text{fill:none;stroke-width:0;}#mermaid-svg-m2psIH9ToLQXygxK .icon-shape,#mermaid-svg-m2psIH9ToLQXygxK .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-m2psIH9ToLQXygxK .icon-shape p,#mermaid-svg-m2psIH9ToLQXygxK .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-m2psIH9ToLQXygxK .icon-shape .label rect,#mermaid-svg-m2psIH9ToLQXygxK .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-m2psIH9ToLQXygxK .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-m2psIH9ToLQXygxK .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-m2psIH9ToLQXygxK :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}<\/p>\n

      <\/span><\/p>\n

      <\/p>\n

      \u77e5\u8bc6\u5de5\u4f5c：\u6587\u6863 \/ \u62a5\u8868 \/ \u5408\u540c \/ \u7b80\u62a5<\/p>\n

      <\/span><\/p>\n

      <\/p>\n

      \u8f6f\u4ef6\u5de5\u7a0b：\u5199\u7801 \/ \u8fc1\u79fb \/ \u8c03\u8bd5<\/p>\n

      <\/span><\/p>\n

      <\/p>\n

      \u9700\u8981\u81ea\u5b9a\u4e49\u7f16\u6392 \/ \u591a\u6a21\u578b \/ \u6df1\u5ea6\u7cfb\u7edf\u96c6\u6210<\/p>\n

      <\/span><\/p>\n

      <\/span><\/p>\n

      <\/span><\/p>\n

      <\/span><\/p>\n

      <\/span><\/p>\n

      <\/p>\n

      \u4f01\u4e1a\u5de5\u4f5c\u8d1f\u8f7d<\/p>\n

      <\/span><\/p>\n

      <\/p>\n

      \u5de5\u4f5c\u5f62\u6001\u662f\u4ec0\u4e48?<\/p>\n

      <\/span><\/p>\n

      <\/p>\n

      Cowork \u5f62\u6001skill \u4e0e plugin \u5e02\u573a\u627f\u8f7d\u6a21\u677f\u5c42<\/p>\n

      <\/span><\/p>\n

      <\/p>\n

      Claude Code \u5f62\u6001CLAUDE.md \u5206\u5c42 + hooks + LSP<\/p>\n

      <\/span><\/p>\n

      <\/p>\n

      \u81ea\u5efa harnessAgents SDK \/ ADK + \u6a21\u677f\u8fdb\u4ee3\u7801\u4ed3<\/p>\n

      <\/span><\/p>\n

      <\/p>\n

      \u5171\u540c\u5e95\u5ea7：\u6a21\u677f\u5c42\u5148\u884cSOP \u2192 skill \/ CLAUDE.md \/ prompt \u6a21\u677f<\/p>\n

      <\/span><\/p>\n

      <\/p>\n

      \u6cbb\u7406\u56db\u4ef6\u5957：\u6743\u9650 \/ \u9884\u7b97 \/ \u53ef\u89c2\u6d4b \/ \u5ba1\u8ba1<\/p>\n

      <\/span><\/p>\n

      \n

      \u7b2c\u516d\u5c42：\u751f\u4ea7\u5316\u4e09\u4ef6\u4e8b\u2014\u2014\u6210\u672c\u6570\u5b66\u3001\u5931\u8d25\u6cbb\u7406\u3001\u653e\u6743\u8282\u594f<\/h3>\n

      6.1 \u5148\u628a\u6a21\u677f\u7684\u8d26\u7b97\u51fa\u6765：\u7a33\u5b9a\u524d\u7f00\u5c31\u662f\u7f13\u5b58\u6536\u76ca<\/h4>\n

      "\u6a21\u677f\u5148\u4e8e\u5de5\u5177"\u4e0d\u53ea\u662f\u5de5\u7a0b\u7f8e\u5b66，\u5b83\u76f4\u63a5\u5151\u6362\u6210\u8d26\u5355\u4e0a\u7684\u6298\u6263\u3002\u6a21\u677f\u5316\u7684\u672c\u8d28\u662f\u628a\u6d41\u7a0b\u77e5\u8bc6\u653e\u8fdb\u4e00\u4e2a\u7a33\u5b9a\u524d\u7f00（\u7cfb\u7edf\u63d0\u793a + SOP + \u5de5\u5177\u5b9a\u4e49），Agent \u5faa\u73af\u91cc\u6bcf\u4e00\u8f6e\u8c03\u7528\u90fd\u8981\u91cd\u4f20\u8fd9\u6bb5\u524d\u7f00\u2014\u2014\u800c\u5168\u884c\u4e1a\u7684\u63d0\u793a\u7f13\u5b58\u90fd\u6309"\u547d\u4e2d\u4ef7\u7ea6\u4e00\u6298"\u8bbe\u8ba1（\u7cfb\u5217\u7b2c 17 \u7bc7\u7684\u53e3\u5f84：Gemini\/Claude\/Kimi \u663e\u5f0f\u547d\u4e2d\u5747\u5728 1 \u6298\u9644\u8fd1，DeepSeek \u4f4e\u81f3 0.32 \u6298）\u3002\u7b97\u4e00\u7b14\u53ef\u590d\u7b97\u7684\u8d26（\u57fa\u4e8e\u5b98\u65b9\u724c\u4ef7\u63a8\u7b97，Sonnet 5：\u8f93\u5165 $2\/\u767e\u4e07\u3001\u8f93\u51fa $10\/\u767e\u4e07\u30015 \u5206\u949f\u7f13\u5b58\u5199 1.25 \u500d\u5373 $2.5\/\u767e\u4e07\u3001\u8bfb 0.1 \u500d\u5373 $0.20\/\u767e\u4e07）：<\/p>\n

      \u8bbe\u4e00\u4e2a\u5408\u540c\u521d\u5ba1\u4efb\u52a1\u5faa\u73af 8 \u8f6e，\u7a33\u5b9a\u524d\u7f00 40K token（\u6a21\u677f + \u5de5\u5177\u5b9a\u4e49）：<\/p>\n\n\u65b9\u6848\u7b97\u5f0f\u524d\u7f00\u603b\u6210\u672c<\/tr>\n\n\n\n
      \u4e0d\u5403\u7f13\u5b58（8 \u8f6e\u5168\u91cf\u91cd\u4f20）<\/td>\n8 \u00d7 40,000 \u00d7 $2 \u00f7 1,000,000<\/td>\n$0.64<\/td>\n<\/tr>\n
      \u5403\u7f13\u5b58（\u9996\u8f6e\u5199 + 7 \u8f6e\u547d\u4e2d\u8bfb）<\/td>\n\u5199 40,000 \u00d7 $2.5 \u00f7 1M + \u8bfb 7 \u00d7 40,000 \u00d7 $0.20 \u00f7 1M = $0.10 + $0.056<\/td>\n$0.156<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      \u524d\u7f00\u4fa7\u8282\u7701 75.6%\u3002\u8fd9\u4e0e\u5b98\u65b9\u7ed9\u51fa\u7684 Opus 5 \u56db\u5341\u4e07\u524d\u7f00\u66f2\u7ebf\u5f62\u72b6\u543b\u5408（\u7cfb\u5217\u7b2c 17 \u7bc7\u5f15：N=2 \u7701 27%\u3001N=5 \u7701 65%\u3001N=10 \u7701 78%，N=8 \u843d\u5728 75% \u9644\u8fd1）\u3002\u56de\u672c\u5224\u636e\u7528\u7cfb\u5217\u7b2c 17 \u7bc7\u7684\u516c\u5f0f N > w\/(1\u2212r)：w=1.25\u3001r=0.1 \u65f6 N > 1.39，\u4e5f\u5c31\u662f\u7b2c 2 \u6b21\u8bfb\u53d6\u5c31\u628a\u5199\u5165\u6210\u672c\u8d5a\u56de\u6765\u4e86\u3002\u8fd9\u89e3\u91ca\u4e86\u4e3a\u4ec0\u4e48\u6a21\u677f\u5c42\u7684"\u7a33\u5b9a"\u672c\u8eab\u6709\u7ecf\u6d4e\u4ef7\u503c：SOP \u6bcf\u6539\u4e00\u7248，\u524d\u7f00\u53d8\u5316\u4f1a\u8ba9\u7f13\u5b58\u5931\u6548\u91cd\u5199\u4e00\u6b21；\u6a21\u677f\u6536\u655b\u5f97\u8d8a\u5feb\u3001\u590d\u7528\u8f6e\u6b21\u8d8a\u591a，\u7f13\u5b58\u6536\u76ca\u7387\u8d8a\u9ad8\u3002\u53cd\u8fc7\u6765，\u628a\u6d41\u7a0b\u77e5\u8bc6\u6563\u5728\u5404\u8f6e\u5bf9\u8bdd\u91cc（\u6ca1\u6a21\u677f）\u7684\u7ec4\u7ec7，\u7b49\u4e8e\u6bcf\u8f6e\u90fd\u6309\u5168\u4ef7\u91cd\u4e70\u4e00\u904d\u81ea\u5df1\u7684\u77e5\u8bc6\u3002\u6a21\u677f\u7a33\u5b9a\u6027\u5151\u6362\u7f13\u5b58\u6536\u76ca\u7684\u56e0\u679c\u94fe：<\/p>\n

      #mermaid-svg-oYUCpzSdhRd5fbuO{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-oYUCpzSdhRd5fbuO .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-oYUCpzSdhRd5fbuO .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-oYUCpzSdhRd5fbuO .error-icon{fill:#552222;}#mermaid-svg-oYUCpzSdhRd5fbuO .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-oYUCpzSdhRd5fbuO .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-oYUCpzSdhRd5fbuO .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-oYUCpzSdhRd5fbuO .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-oYUCpzSdhRd5fbuO .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-oYUCpzSdhRd5fbuO .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-oYUCpzSdhRd5fbuO .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-oYUCpzSdhRd5fbuO .marker{fill:#333333;stroke:#333333;}#mermaid-svg-oYUCpzSdhRd5fbuO .marker.cross{stroke:#333333;}#mermaid-svg-oYUCpzSdhRd5fbuO svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-oYUCpzSdhRd5fbuO p{margin:0;}#mermaid-svg-oYUCpzSdhRd5fbuO .label{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;color:#333;}#mermaid-svg-oYUCpzSdhRd5fbuO .cluster-label text{fill:#333;}#mermaid-svg-oYUCpzSdhRd5fbuO .cluster-label span{color:#333;}#mermaid-svg-oYUCpzSdhRd5fbuO .cluster-label span p{background-color:transparent;}#mermaid-svg-oYUCpzSdhRd5fbuO .label text,#mermaid-svg-oYUCpzSdhRd5fbuO span{fill:#333;color:#333;}#mermaid-svg-oYUCpzSdhRd5fbuO .node rect,#mermaid-svg-oYUCpzSdhRd5fbuO .node circle,#mermaid-svg-oYUCpzSdhRd5fbuO .node ellipse,#mermaid-svg-oYUCpzSdhRd5fbuO .node polygon,#mermaid-svg-oYUCpzSdhRd5fbuO .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-oYUCpzSdhRd5fbuO .rough-node .label text,#mermaid-svg-oYUCpzSdhRd5fbuO .node .label text,#mermaid-svg-oYUCpzSdhRd5fbuO .image-shape .label,#mermaid-svg-oYUCpzSdhRd5fbuO .icon-shape .label{text-anchor:middle;}#mermaid-svg-oYUCpzSdhRd5fbuO .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-oYUCpzSdhRd5fbuO .rough-node .label,#mermaid-svg-oYUCpzSdhRd5fbuO .node .label,#mermaid-svg-oYUCpzSdhRd5fbuO .image-shape .label,#mermaid-svg-oYUCpzSdhRd5fbuO .icon-shape .label{text-align:center;}#mermaid-svg-oYUCpzSdhRd5fbuO .node.clickable{cursor:pointer;}#mermaid-svg-oYUCpzSdhRd5fbuO .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-oYUCpzSdhRd5fbuO .arrowheadPath{fill:#333333;}#mermaid-svg-oYUCpzSdhRd5fbuO .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-oYUCpzSdhRd5fbuO .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-oYUCpzSdhRd5fbuO .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-oYUCpzSdhRd5fbuO .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-oYUCpzSdhRd5fbuO .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-oYUCpzSdhRd5fbuO .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-oYUCpzSdhRd5fbuO .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-oYUCpzSdhRd5fbuO .cluster text{fill:#333;}#mermaid-svg-oYUCpzSdhRd5fbuO .cluster span{color:#333;}#mermaid-svg-oYUCpzSdhRd5fbuO div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-oYUCpzSdhRd5fbuO .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-oYUCpzSdhRd5fbuO rect.text{fill:none;stroke-width:0;}#mermaid-svg-oYUCpzSdhRd5fbuO .icon-shape,#mermaid-svg-oYUCpzSdhRd5fbuO .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-oYUCpzSdhRd5fbuO .icon-shape p,#mermaid-svg-oYUCpzSdhRd5fbuO .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-oYUCpzSdhRd5fbuO .icon-shape .label rect,#mermaid-svg-oYUCpzSdhRd5fbuO .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-oYUCpzSdhRd5fbuO .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-oYUCpzSdhRd5fbuO .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-oYUCpzSdhRd5fbuO :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}<\/p>\n

      <\/span><\/p>\n

      <\/p>\n

      \u4e0d\u5403\u7f13\u5b58<\/p>\n

      <\/span><\/p>\n

      <\/p>\n

      \u5403\u7f13\u5b58<\/p>\n

      <\/span><\/p>\n

      <\/span><\/p>\n

      <\/span><\/p>\n

      <\/span><\/p>\n

      <\/span><\/p>\n

      <\/p>\n

      SOP \u6a21\u677f\u52a0\u5de5\u5177\u5b9a\u4e49= \u7a33\u5b9a\u524d\u7f00 40K token<\/p>\n

      <\/span><\/p>\n

      <\/p>\n

      8 \u8f6e\u5faa\u73af\u600e\u4e48\u4ed8\u524d\u7f00\u7684\u94b1<\/p>\n

      <\/span><\/p>\n

      <\/p>\n

      8 \u8f6e\u5168\u91cf\u91cd\u4f20$0.64<\/p>\n

      <\/span><\/p>\n

      <\/p>\n

      \u9996\u8f6e\u5199\u6309 1.25 \u500d\u540e 7 \u8f6e\u8bfb\u6309 0.1 \u500d\u5408\u8ba1 $0.156<\/p>\n

      <\/span><\/p>\n

      <\/p>\n

      \u524d\u7f00\u4fa7\u7701 75.6%\u7b2c 2 \u6b21\u8bfb\u53d6\u5c31\u56de\u672c<\/p>\n

      <\/span><\/p>\n

      <\/p>\n

      SOP \u6bcf\u6539\u4e00\u7248\u524d\u7f00\u53d8\u5316 \u7f13\u5b58\u5931\u6548\u91cd\u5199\u4e00\u6b21<\/p>\n

      <\/span><\/p>\n

      <\/p>\n

      \u6a21\u677f\u6536\u655b\u8d8a\u5feb \u590d\u7528\u8f6e\u6b21\u8d8a\u591a\u7f13\u5b58\u6536\u76ca\u7387\u8d8a\u9ad8<\/p>\n

      <\/span><\/p>\n

      6.2 \u5206\u5c42\u8def\u7531：\u6a21\u677f\u5206\u7ea7\u4e4b\u540e\u6a21\u578b\u624d\u80fd\u5206\u7ea7<\/h4>\n

      \u6a21\u677f\u5316\u7684\u7b2c\u4e8c\u4e2a\u8d26\u9762\u540e\u679c：\u6d41\u7a0b\u88ab\u62c6\u6210"\u6807\u51c6\u6b65\u9aa4 \/ \u7591\u96be\u6b65\u9aa4 \/ \u7eaf\u683c\u5f0f\u6b65\u9aa4"\u4e4b\u540e，\u6a21\u578b\u624d\u6709\u6761\u4ef6\u5206\u5c42（\u7cfb\u5217\u7b2c 19 \u7bc7\u8be6\u62c6\u67b6\u6784）\u3002\u5355\u4ef7\u5dee\u8ddd\u7684\u91cf\u7ea7\u7528\u4e24\u4e2a\u5b98\u65b9\u53e3\u5f84\u951a\u5b9a（\u5747\u57fa\u4e8e\u5b98\u65b9\u724c\u4ef7）：\u6807\u51c6\u8d1f\u8f7d（50 \u4e07\u8f93\u5165 + 5 \u4e07\u8f93\u51fa token）\u4e0b Opus 5 \u4e3a $3.75\u3001Sonnet 5 \u4e3a $1.50\u3001Gemini 3.7 Flash（\u4ecb\u7ecd\u4ef7）\u4e3a $0.5625\u3001DeepSeek V4 Flash \u5cf0\u65f6 $0.29 \/ \u8c37\u65f6 $0.14（\u7cfb\u5217\u7b2c 18 \u7bc7\u951a\u70b9）；DeepSWE \u7edf\u4e00\u699c\u4e0a"\u6bcf\u89e3\u4e00\u9898\u6210\u672c"Opus 5 \u662f $16.00\u3001glm-5.3-flash \u662f $0.38，\u76f8\u5dee\u7ea6 42 \u500d（\u7cfb\u5217\u7b2c 13 \u7bc7\u53e3\u5f84\u699c）\u3002\u4e00\u4e2a\u73b0\u5b9e\u7684\u5408\u540c\u521d\u5ba1\u7ba1\u7ebf：\u683c\u5f0f\u62bd\u53d6\u4e0e\u6761\u6b3e\u7f16\u53f7\u8d70\u8f7b\u91cf\u6863\u3001\u6807\u51c6\u6761\u6b3e\u6bd4\u5bf9\u8d70\u4e3b\u529b\u6863\u3001\u53ea\u628a Playbook \u672a\u8986\u76d6\u4e0e\u9ad8\u4e25\u91cd\u5ea6\u7684\u6761\u6b3e\u5347\u7ea7\u7ed9\u65d7\u8230\u6863\u590d\u6838\u2014\u2014\u540c\u6837\u7684\u4ea4\u4ed8\u8d28\u91cf，\u6210\u672c\u7ed3\u6784\u5b8c\u5168\u4e0d\u540c\u3002\u5f02\u6b65\u53ef\u5bb9\u5fcd\u7684\u73af\u8282（\u591c\u95f4\u6279\u91cf\u5f52\u6863\u3001\u5468\u62a5\u751f\u6210）\u518d\u8d70 Batch \u4e94\u6298（OpenAI\u3001Anthropic\u3001Gemini \u6279\u5904\u7406\u5747\u7ea6\u4e94\u6298，\u7cfb\u5217\u7b2c 18 \u7bc7），Gemini Flex \u4e94\u6298\u7684\u5b98\u65b9\u63a8\u8350\u573a\u666f\u751a\u81f3\u5c31\u662f"\u591a\u6b65 Agent \u5de5\u4f5c\u6d41，\u7b2c N+1 \u6b21\u8c03\u7528\u4f9d\u8d56\u7b2c N \u6b21\u8f93\u51fa"\u3002\u9884\u7b97\u4fa7\u7684\u951a\u70b9：Claude Code \u4f01\u4e1a\u90e8\u7f72\u5b98\u65b9\u6587\u6863\u53e3\u5f84\u7ea6\u4e3a $13\/\u5f00\u53d1\u8005\/\u6d3b\u8dc3\u65e5（90% \u573a\u666f\u4f4e\u4e8e $30，\u7cfb\u5217\u7b2c 15 \u7bc7\u5f15），\u62ff\u8fd9\u4e2a\u6570\u8ddf\u5e2d\u4f4d\u8ba2\u9605\u4ef7\u5bf9\u6bd4\u5c31\u80fd\u6821\u51c6\u91c7\u8d2d\u7ed3\u6784\u3002<\/p>\n

      #mermaid-svg-0mtDfQlxP3E3qUC9{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-0mtDfQlxP3E3qUC9 .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-0mtDfQlxP3E3qUC9 .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-0mtDfQlxP3E3qUC9 .error-icon{fill:#552222;}#mermaid-svg-0mtDfQlxP3E3qUC9 .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-0mtDfQlxP3E3qUC9 .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-0mtDfQlxP3E3qUC9 .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-0mtDfQlxP3E3qUC9 .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-0mtDfQlxP3E3qUC9 .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-0mtDfQlxP3E3qUC9 .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-0mtDfQlxP3E3qUC9 .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-0mtDfQlxP3E3qUC9 .marker{fill:#333333;stroke:#333333;}#mermaid-svg-0mtDfQlxP3E3qUC9 .marker.cross{stroke:#333333;}#mermaid-svg-0mtDfQlxP3E3qUC9 svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-0mtDfQlxP3E3qUC9 p{margin:0;}#mermaid-svg-0mtDfQlxP3E3qUC9 .label{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;color:#333;}#mermaid-svg-0mtDfQlxP3E3qUC9 .cluster-label text{fill:#333;}#mermaid-svg-0mtDfQlxP3E3qUC9 .cluster-label span{color:#333;}#mermaid-svg-0mtDfQlxP3E3qUC9 .cluster-label span p{background-color:transparent;}#mermaid-svg-0mtDfQlxP3E3qUC9 .label text,#mermaid-svg-0mtDfQlxP3E3qUC9 span{fill:#333;color:#333;}#mermaid-svg-0mtDfQlxP3E3qUC9 .node rect,#mermaid-svg-0mtDfQlxP3E3qUC9 .node circle,#mermaid-svg-0mtDfQlxP3E3qUC9 .node ellipse,#mermaid-svg-0mtDfQlxP3E3qUC9 .node polygon,#mermaid-svg-0mtDfQlxP3E3qUC9 .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-0mtDfQlxP3E3qUC9 .rough-node .label text,#mermaid-svg-0mtDfQlxP3E3qUC9 .node .label text,#mermaid-svg-0mtDfQlxP3E3qUC9 .image-shape .label,#mermaid-svg-0mtDfQlxP3E3qUC9 .icon-shape .label{text-anchor:middle;}#mermaid-svg-0mtDfQlxP3E3qUC9 .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-0mtDfQlxP3E3qUC9 .rough-node .label,#mermaid-svg-0mtDfQlxP3E3qUC9 .node .label,#mermaid-svg-0mtDfQlxP3E3qUC9 .image-shape .label,#mermaid-svg-0mtDfQlxP3E3qUC9 .icon-shape .label{text-align:center;}#mermaid-svg-0mtDfQlxP3E3qUC9 .node.clickable{cursor:pointer;}#mermaid-svg-0mtDfQlxP3E3qUC9 .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-0mtDfQlxP3E3qUC9 .arrowheadPath{fill:#333333;}#mermaid-svg-0mtDfQlxP3E3qUC9 .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-0mtDfQlxP3E3qUC9 .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-0mtDfQlxP3E3qUC9 .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-0mtDfQlxP3E3qUC9 .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-0mtDfQlxP3E3qUC9 .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-0mtDfQlxP3E3qUC9 .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-0mtDfQlxP3E3qUC9 .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-0mtDfQlxP3E3qUC9 .cluster text{fill:#333;}#mermaid-svg-0mtDfQlxP3E3qUC9 .cluster span{color:#333;}#mermaid-svg-0mtDfQlxP3E3qUC9 div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-0mtDfQlxP3E3qUC9 .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-0mtDfQlxP3E3qUC9 rect.text{fill:none;stroke-width:0;}#mermaid-svg-0mtDfQlxP3E3qUC9 .icon-shape,#mermaid-svg-0mtDfQlxP3E3qUC9 .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-0mtDfQlxP3E3qUC9 .icon-shape p,#mermaid-svg-0mtDfQlxP3E3qUC9 .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-0mtDfQlxP3E3qUC9 .icon-shape .label rect,#mermaid-svg-0mtDfQlxP3E3qUC9 .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-0mtDfQlxP3E3qUC9 .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-0mtDfQlxP3E3qUC9 .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-0mtDfQlxP3E3qUC9 :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}<\/p>\n

      <\/span><\/p>\n

      <\/p>\n

      \u7eaf\u683c\u5f0f \/ \u62bd\u53d6 \/ \u5206\u7c7b<\/p>\n

      <\/span><\/p>\n

      <\/p>\n

      \u6807\u51c6\u6d41\u7a0b\u6b65\u9aa4<\/p>\n

      <\/span><\/p>\n

      <\/p>\n

      NEEDS_HUMAN \u4e0e\u9ad8\u4e25\u91cd\u5ea6<\/p>\n

      <\/span><\/p>\n

      <\/p>\n

      \u53ef\u5f02\u6b65\u6279\u91cf<\/p>\n

      <\/span><\/p>\n

      <\/span><\/p>\n

      <\/span><\/p>\n

      <\/span><\/p>\n

      <\/span><\/p>\n

      <\/span><\/p>\n

      <\/p>\n

      \u4efb\u52a1\u8fdb\u5165\u6a21\u677f\u5df2\u5b9a\u4e49\u6b65\u9aa4\u7c7b\u578b<\/p>\n

      <\/span><\/p>\n

      <\/p>\n

      \u6b65\u9aa4\u5206\u7ea7<\/p>\n

      <\/span><\/p>\n

      <\/p>\n

      \u8f7b\u91cf\u6863Flash \u7ea7\u6a21\u578b \/ \u5c0f\u6a21\u578b\u62a4\u680f\u5206\u7c7b\u5668<\/p>\n

      <\/span><\/p>\n

      <\/p>\n

      \u4e3b\u529b\u6863Sonnet \u7ea7\u6a21\u578b + \u7a33\u5b9a\u524d\u7f00\u5403\u7f13\u5b58<\/p>\n

      <\/span><\/p>\n

      <\/p>\n

      \u65d7\u8230\u6863\u590d\u6838 + \u4eba\u5de5\u4ecb\u5165<\/p>\n

      <\/span><\/p>\n

      <\/p>\n

      Batch \u4e94\u6298\u591c\u95f4\u8dd1\u6279 \/ \u5468\u62a5<\/p>\n

      <\/span><\/p>\n

      <\/p>\n

      \u9884\u7b97\u62a4\u680fmaxBudgetUsd + \u7ec4\u7ec7 spend limits<\/p>\n

      <\/span><\/p>\n

      <\/p>\n

      \u53ef\u89c2\u6d4b：OTel \u5bfc\u51fatoken \/ \u6210\u672c \/ \u5de5\u5177\u884c\u4e3a<\/p>\n

      <\/span><\/p>\n

      6.3 \u5931\u8d25\u6cbb\u7406：\u6307\u4ee4\u53ea\u80fd\u5f15\u5bfc，\u9650\u989d\u5fc5\u987b\u53e6\u8bbe<\/h4>\n

      \u751f\u4ea7\u5316\u7684\u6700\u540e\u4e00\u5173\u662f\u5931\u8d25\u5faa\u73af\u6cbb\u7406，\u7cfb\u5217\u7b2c 15 \u7bc7（Agent \u5931\u8d25\u5faa\u73af\u6cbb\u7406）\u662f\u672c\u7cfb\u5217\u7684\u5b8c\u6574\u53c2\u8003，\u8fd9\u91cc\u6536\u62e2\u6210\u4e0e\u843d\u5730\u6b21\u5e8f\u76f4\u63a5\u76f8\u5173\u7684\u56db\u6761：<\/p>\n

        \n
      • \u9650\u989d\u72ec\u7acb\u4e8e\u6307\u4ee4\u5b58\u5728\u3002 Anthropic Agent SDK \u7684\u7194\u65ad\u662f\u4e94\u7ea7\u7ed3\u6784：maxTurns（\u56de\u5408\u4e0a\u9650）\u3001SPAWN_DEPTH（\u5b50\u4ee3\u7406\u6df1\u5ea6）\u3001CONCURRENT_SUBAGENTS（\u5e76\u53d1\u4e0a\u9650，\u8d85\u9650\u56de\u4f20\u7ed9\u6a21\u578b\u53ef\u611f\u77e5）\u3001maxBudgetUsd（\u9884\u7b97\u7194\u65ad）\u3001\u7ec4\u7ec7\u7ea7 spend limits\u3002\u5b98\u65b9\u5de5\u7a0b\u535a\u5ba2\u7684\u539f\u8bdd：\u201c\u6307\u4ee4\u53ea\u80fd\u5f15\u5bfc，\u9650\u989d\u5fc5\u987b\u53e6\u8bbe\u201d\u2014\u2014Opus 5 \u8fd9\u7c7b\u6a21\u578b\u5c24\u5176\u559c\u6b22 spawn \u5b50\u4ee3\u7406，\u5199\u5f97\u518d\u597d\u7684 SOP \u4e5f\u62e6\u4e0d\u4f4f\u5b83\u5728\u5931\u8d25\u65f6\u81ea\u6211\u590d\u5236\u91cd\u8bd5\u3002\u6a21\u677f\u7ba1\u884c\u4e3a，\u9650\u989d\u7ba1\u7206\u70b8\u534a\u5f84，\u4e24\u5c42\u7f3a\u4e00\u4e0d\u53ef\u3002<\/li>\n
      • \u4eba\u5de5\u4ecb\u5165\u901a\u9053\u662f\u8bbe\u8ba1\u51fa\u6765\u7684，\u4e0d\u662f\u9760\u8fd0\u6c14\u3002 OpenAI \u6307\u5357\u7684\u4e24\u79cd\u89e6\u53d1（\u8d85\u8fc7\u5931\u8d25\u9608\u503c\u3001\u9ad8\u98ce\u9669\u4e0d\u53ef\u9006\u52a8\u4f5c）\u8981\u5199\u8fdb\u6d41\u7a0b\u6a21\u677f\u7684\u5347\u7ea7\u8def\u5f84\u4e00\u8282，\u4e0e NEEDS_HUMAN \u6761\u6b3e\u5408\u5e76\u6210\u540c\u4e00\u5f20\u8868\u3002<\/li>\n
      • \u5de5\u5177\u9762\u6309\u91cd\u53e0\u5ea6\u6cbb\u7406，\u4e0d\u6309\u6570\u91cf\u3002 15 \u4e2a\u8fb9\u754c\u6e05\u6670\u7684\u5de5\u5177\u80fd\u8dd1\u300110 \u4e2a\u91cd\u53e0\u7684\u4f1a\u6302（OpenAI \u53e3\u5f84）；\u8d85\u8fc7 30-50 \u4e2a\u5de5\u5177\u9009\u62e9\u51c6\u786e\u7387\u4e0b\u964d（Anthropic Tool Search，\u7cfb\u5217\u7b2c 07 \u7bc7）\u3002\u6a21\u677f\u5c42\u628a"\u54ea\u4e00\u6b65\u7528\u54ea\u4e2a\u5de5\u5177"\u5199\u6b7b，\u5929\u7136\u538b\u4f4f\u4e86\u5de5\u5177\u9762\u7684\u91cd\u53e0\u5ea6；\u5de5\u5177\u6e05\u5355\u5e94\u8be5\u5728 10-20 \u4e2a\u4ee5\u5185（Gemini \u51fd\u6570\u8c03\u7528\u5b98\u65b9\u6700\u4f73\u5b9e\u8df5\u7684\u6d3b\u8dc3\u5de5\u5177\u96c6\u53e3\u5f84，\u7cfb\u5217\u7b2c 29 \u7bc7\u5f15）\u3002<\/li>\n
      • \u6a21\u677f\u6709\u4fdd\u8d28\u671f\u3002 \u6bcf 3-6 \u4e2a\u6708\u590d\u5ba1\u4e00\u6b21，\u5927\u7248\u672c\u6a21\u578b\u53d1\u5e03\u540e\u52a0\u5ba1\u4e00\u6b21（\u5b98\u65b9\u53e3\u5f84）；\u5ba1\u7684\u4e0d\u662f\u6587\u91c7，\u662f"\u54ea\u4e9b\u89c4\u5219\u5728\u8865\u507f\u65e7\u6a21\u578b\u7684\u7f3a\u9677\u3001\u73b0\u5728\u8be5\u5220\u4e86"\u3002<\/li>\n<\/ul>\n

        \u4e0a\u7ebf\u524d\u6700\u540e\u4e00\u904d\u81ea\u67e5：<\/p>\n

          \n
        • \u9009\u6848\u8fc7\u4e86 OpenAI \u4e09\u5224\u636e\u5426\u51b3\u7ebf，\u8bc4\u5206\u5361 \u2265 9 \u5206（\u672c\u6587\u65b9\u6cd5\u8bba）<\/li>\n
        • SOP \u6a21\u677f\u4eba\u8089\u8dd1\u8fc7\u4e09\u904d，\u6bcf\u6b65\u5bf9\u5e94\u4e00\u4e2a\u5177\u4f53\u52a8\u4f5c，\u542b NEEDS_HUMAN \u6761\u6b3e<\/li>\n
        • \u6a21\u677f\u6587\u4ef6\u8fdb\u7248\u672c\u5e93，\u6709 owner\u3001\u6709\u590d\u5ba1\u5468\u671f（3-6 \u4e2a\u6708）<\/li>\n
        • \u5b89\u5168\u5ba1\u67e5\u5148\u4e8e\u8bd5\u70b9：\u6570\u636e\u8fb9\u754c\u3001\u8fde\u63a5\u5668\u6743\u9650\u3001\u5ba1\u8ba1\u3001OTel \u5bfc\u51fa\u5168\u90e8\u843d\u4f4d<\/li>\n
        • 2-3 \u4e2a champion \u56e2\u961f，\u6210\u529f\u6807\u51c6\u5728\u5f00\u59cb\u524d\u5199\u6210\u53ef\u6d4b\u91cf\u6307\u6807<\/li>\n
        • \u63d2\u4ef6\u4e0e skill \u7ba1\u7406\u5458\u7edf\u4e00\u4f9b\u7ed9，\u65e0 shadow AI<\/li>\n
        • \u7a33\u5b9a\u524d\u7f00\u5403\u7f13\u5b58\u5df2\u9a8c\u8bc1（\u7b2c 2 \u6b21\u8bfb\u53d6\u56de\u672c），\u6a21\u677f\u7248\u672c\u53d8\u66f4\u89e6\u53d1\u7f13\u5b58\u91cd\u5199\u7684\u6210\u672c\u5df2\u8ba1\u5165<\/li>\n
        • \u6a21\u578b\u5206\u5c42\u8def\u7531\u5c31\u4f4d：\u8f7b\u91cf\/\u4e3b\u529b\/\u65d7\u8230\u4e09\u6863\u4e0e Batch\/Flex \u6863\u5404\u6709\u660e\u786e\u6b65\u9aa4\u7c7b\u578b\u5f52\u5c5e<\/li>\n
        • \u4e94\u7ea7\u7194\u65ad\u5168\u90e8\u914d\u7f6e：maxTurns \/ \u6df1\u5ea6 \/ \u5e76\u53d1 \/ maxBudgetUsd \/ \u7ec4\u7ec7\u9650\u989d<\/li>\n
        • \u653e\u6743\u8282\u594f\u6210\u6587：\u5148\u76d1\u7763\u8dd1\u3001\u9a8c\u8bc1\u6837\u672c\u8db3\u591f\u540e\u624d\u5b9a\u65f6\u8dd1，\u5347\u7ea7\u8def\u5f84\u8868\u6709\u552f\u4e00 owner<\/li>\n<\/ul>\n
          \n

          \u5199\u5728\u6700\u540e<\/h3>\n

          \u516d\u5c42\u4e32\u8d77\u6765：\u4e00\u4e2a\u75db\u70b9\u6d41\u7a0b\u52a0\u4e00\u4efd SOP \u6a21\u677f\u8dd1\u901a\u6700\u5c0f\u5355\u5143（\u8dd1\u901a）\u2192 \u4e24\u5f20\u5b98\u65b9\u5224\u636e\u8868\u5408\u6210\u9009\u6848\u8bc4\u5206\u5361（\u65cb\u94ae）\u2192 \u6a21\u677f\u5c42\u538b\u7740\u5de5\u5177\u5c42\u548c\u6a21\u578b\u5c42\u7684\u4e09\u5c42\u5806\u6808（\u673a\u5236）\u2192 \u4e94\u7ea7\u6210\u719f\u5ea6\u914d\u516d\u4e2a\u6708\u4e09\u9636\u6bb5\u3001\u9886\u5148\u6307\u6807\u662f champion \u5f00\u59cb\u81ea\u5efa skill（\u6838\u5fc3\u5faa\u73af）\u2192 \u4e09\u5bb6\u5b98\u65b9\u6808\u91cc\u6a21\u677f\u5c42\u7684\u4e09\u79cd\u5f62\u6001\u5bf9\u7167（\u751f\u6001\u4f4d）\u2192 \u7f13\u5b58\u6570\u5b66\u3001\u5206\u5c42\u8def\u7531\u3001\u4e94\u7ea7\u7194\u65ad\u4e0e\u653e\u6743\u8282\u594f（\u751f\u4ea7\u5316）\u3002\u6574\u6761\u4e3b\u7ebf\u7684\u5224\u65ad\u53ea\u6709\u4e00\u4e2a：\u6a21\u677f\u662f\u7ec4\u7ec7\u8d44\u4ea7\u91cc\u552f\u4e00\u4f1a\u590d\u5229\u7684\u5c42，\u5de5\u5177\u548c\u6a21\u578b\u90fd\u662f\u5b83\u7684\u79df\u5ba2\u3002<\/p>\n

          \u672c\u5468\u5c31\u80fd\u505a\u7684\u4e00\u4ef6\u4e8b：\u6311\u4e00\u6761\u6700\u75db\u7684\u6d41\u7a0b，\u6309\u7b2c\u4e00\u5c42\u7684\u6a21\u677f\u7ed3\u6784\u628a\u5b83\u5199\u6210 markdown，\u4eba\u8089\u8dd1\u4e09\u904d\u3002\u4e09\u904d\u4e4b\u540e\u4f60\u4f1a\u5f97\u5230\u4e24\u7c7b\u4ea7\u51fa\u2014\u2014\u4e00\u4efd\u53ef\u7248\u672c\u5316\u7684 SOP，\u548c\u4e00\u5f20"\u54ea\u4e9b\u73af\u8282\u5176\u5b9e\u8be5\u5148\u7528\u786e\u5b9a\u6027\u65b9\u6848\u89e3\u51b3"\u7684\u6e05\u5355\u3002\u524d\u8005\u662f Agent \u843d\u5730\u7684\u5730\u57fa，\u540e\u8005\u5e2e\u4f60\u7701\u6389\u4e00\u4e2a\u6ce8\u5b9a\u5931\u8d25\u7684\u91c7\u8d2d\u3002<\/p>\n

          \n

          \u53c2\u8003<\/h3>\n
            \n
          • Deploying Claude across your organization: How Anthropic uses Claude Cowork \u2014 Anthropic \u5b98\u65b9\u90e8\u7f72\u6307\u5357 PDF（24 \u9875，\u4e94\u7ea7\u6210\u719f\u5ea6\u6a21\u578b\u3001\u9009\u6848\u5224\u636e\u3001\u516d\u4e2a\u6708\u8def\u7ebf\u56fe\u3001\u56db\u56e2\u961f\u6848\u4f8b），2026-04-29<\/li>\n
          • Deploying agentic AI across the enterprise with Claude Cowork \u2014 Anthropic \u5b98\u65b9\u535a\u5ba2（\u6307\u5357\u53d1\u5e03\u901a\u544a），2026-04-29<\/li>\n
          • Claude Cowork \u4ea7\u54c1\u9875 \u2014 Anthropic \u5b98\u65b9（\u5408\u540c\u5ba1\u67e5\u5bf9\u7167 Playbook \u793a\u4f8b\u3001plugins\/skills\/connectors\u3001\u4f01\u4e1a\u6cbb\u7406\u4e0e\u4ef7\u683c）<\/li>\n
          • Claude Code for Enterprise \u4ea7\u54c1\u9875 \u2014 Anthropic \u5b98\u65b9（\u7ba1\u7406\u5458\u8bbe\u7f6e\u3001OTel\u3001SCIM\u3001\u5e2d\u4f4d\u4ef7）<\/li>\n
          • Enterprise deployment overview \u2014 Claude Code \u5b98\u65b9\u6587\u6863（\u90e8\u7f72\u8def\u5f84\u5bf9\u7167\u8868\u3001CLAUDE.md \u5206\u5c42\u90e8\u7f72\u3001\u5f15\u5bfc\u5f0f\u4f7f\u7528\u3001\u6a21\u578b\u7248\u672c\u9489\u4f4f）<\/li>\n
          • How Claude Code works in large codebases \u2014 Claude \u5b98\u65b9\u5de5\u7a0b\u5b9e\u8df5\u535a\u5ba2（harness \u8bba\u3001\u4e94\u6269\u5c55\u70b9\u987a\u5e8f\u3001\u5e38\u89c1\u8bef\u533a\u8868\u3001\u914d\u7f6e\u590d\u5ba1\u5468\u671f\u3001DRI），2026-05-14<\/li>\n
          • A practical guide to building agents \u2014 OpenAI \u5b98\u65b9\u6307\u5357 PDF（\u4e09\u5224\u636e\u3001\u4e09\u4ef6\u5957\u3001\u6307\u4ee4\u6765\u81ea\u73b0\u6709\u6587\u6863\u3001\u6a21\u677f\u53d8\u91cf\u5316\u3001\u5355\u4ee3\u7406\u4f18\u5148\u3001\u62a4\u680f\u4e0e\u4eba\u5de5\u4ecb\u5165）<\/li>\n
          • Gemini Enterprise Agent Platform \u6982\u89c8 \u2014 Google Cloud \u5b98\u65b9\u6587\u6863（\u56db\u652f\u67f1\u3001Agent Garden \u9884\u7f6e\u6a21\u677f\u3001200+ \u6a21\u578b），2026-08-08 \u66f4\u65b0<\/li>\n
          • Agents overview \u2014 Google Cloud \u5b98\u65b9\u6587\u6863（\u5f00\u53d1\u8def\u5f84\u4e09\u5206\u3001Agent Identity\u3001Agent Gateway\u3001\u4e94\u7c7b\u5e38\u89c1\u7528\u4f8b\u3001App Design Center \u6a21\u677f），2026-08-28 \u66f4\u65b0<\/li>\n
          • The Enterprise AI Transformation Guide \u2014 Anthropic \u5b98\u65b9（\u4e09\u6b65\u84dd\u56fe\u300130-60 \u5929\u8bd5\u70b9\u7a97\u53e3\u3001NBIM\/Thomson Reuters\/Cox Automotive \u6848\u4f8b）<\/li>\n
          • The 2026 State of AI Agents Report \u2014 Anthropic \u5b98\u65b9\u62a5\u544a\u9875（80% \u53ef\u6d4b\u91cf ROI\u3001500+ \u6280\u672f\u8d1f\u8d23\u4eba\u6837\u672c）<\/li>\n<\/ul>\n

            \u7cfb\u5217\u5185\u5f15\u7528：\u7b2c 07 \u7bc7（Tool Search \u5de5\u7a0b\u7ec6\u8282）\u3001\u7b2c 13 \u7bc7（DeepSWE \u7edf\u4e00\u53e3\u5f84\u699c）\u3001\u7b2c 15 \u7bc7（Agent \u5931\u8d25\u5faa\u73af\u6cbb\u7406）\u3001\u7b2c 17 \u7bc7（\u9690\u5f0f\u7f13\u5b58 vs \u663e\u5f0f\u7f13\u5b58）\u3001\u7b2c 18 \u7bc7（Batch\/Flex\/Priority \u63a8\u7406\u6863\u4f4d）\u3001\u7b2c 19 \u7bc7（\u5206\u5c42\u8def\u7531\u67b6\u6784）\u3001\u7b2c 29 \u7bc7（\u51fd\u6570\u8c03\u7528\u6700\u4f73\u5b9e\u8df5）\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

            \u4f01\u4e1a Agent \u843d\u5730：\u75db\u70b9\u5207\u5165\u4e0e\u6a21\u677f\u5148\u4e8e\u5de5\u5177
            \n\u4f01\u4e1a Agent \u9879\u76ee\u6700\u5e38\u89c1\u7684\u6b7b\u6cd5，\u4e0d\u662f\u6a21\u578b\u80fd\u529b\u4e0d\u591f，\u800c\u662f\u843d\u5730\u6b21\u5e8f\u9519\u4e86：\u5148\u9009\u5e73\u53f0\u3001\u518d\u914d\u5de5\u5177\u3001\u6700\u540e\u624d\u53d1\u73b0\u6ca1\u6709\u4e00\u6761\u5199\u5f97\u4e0b\u6765\u7684\u6d41\u7a0b\u30022026 \u5e74\u4e09\u5bb6\u5382\u5546\u7684\u5b98\u65b9\u90e8\u7f72\u6587\u6863\u5df2\u7ecf\u6536\u655b\u5230\u540c\u4e00\u4e2a\u76f8\u53cd\u7684\u6b21\u5e8f\u2014\u2014\u5148\u9501\u5b9a\u4e00\u6761\u6700\u75db\u7684\u5355\u70b9\u6d41\u7a0b，\u628a\u8fd9\u6761\u6d41\u7a0b\u5199\u6210\u53ef\u6267\u884c\u7684\u6a21\u677f，\u7136\u540e\u624d\u8ba9\u5de5\u5177\u548c\u5e73\u53f0\u8fdb\u573a\u3002OpenAI \u5728\u300aA practical guide to building <\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[11653,66],"topic":[],"class_list":["post-109350","post","type-post","status-publish","format-standard","hentry","category-server","tag-11653","tag-ai"],"yoast_head":"\n\u4f01\u4e1a Agent \u843d\u5730\uff1a\u75db\u70b9\u5207\u5165\u4e0e\u6a21\u677f\u5148\u4e8e\u5de5\u5177 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/109350.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u4f01\u4e1a Agent \u843d\u5730\uff1a\u75db\u70b9\u5207\u5165\u4e0e\u6a21\u677f\u5148\u4e8e\u5de5\u5177 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u4f01\u4e1a Agent \u843d\u5730：\u75db\u70b9\u5207\u5165\u4e0e\u6a21\u677f\u5148\u4e8e\u5de5\u5177 \u4f01\u4e1a Agent \u9879\u76ee\u6700\u5e38\u89c1\u7684\u6b7b\u6cd5，\u4e0d\u662f\u6a21\u578b\u80fd\u529b\u4e0d\u591f，\u800c\u662f\u843d\u5730\u6b21\u5e8f\u9519\u4e86：\u5148\u9009\u5e73\u53f0\u3001\u518d\u914d\u5de5\u5177\u3001\u6700\u540e\u624d\u53d1\u73b0\u6ca1\u6709\u4e00\u6761\u5199\u5f97\u4e0b\u6765\u7684\u6d41\u7a0b\u30022026 \u5e74\u4e09\u5bb6\u5382\u5546\u7684\u5b98\u65b9\u90e8\u7f72\u6587\u6863\u5df2\u7ecf\u6536\u655b\u5230\u540c\u4e00\u4e2a\u76f8\u53cd\u7684\u6b21\u5e8f\u2014\u2014\u5148\u9501\u5b9a\u4e00\u6761\u6700\u75db\u7684\u5355\u70b9\u6d41\u7a0b，\u628a\u8fd9\u6761\u6d41\u7a0b\u5199\u6210\u53ef\u6267\u884c\u7684\u6a21\u677f，\u7136\u540e\u624d\u8ba9\u5de5\u5177\u548c\u5e73\u53f0\u8fdb\u573a\u3002OpenAI \u5728\u300aA practical guide to building\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/109350.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-09-23T16:08:42+00:00\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"30 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/109350.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/109350.html\",\"name\":\"\u4f01\u4e1a Agent \u843d\u5730\uff1a\u75db\u70b9\u5207\u5165\u4e0e\u6a21\u677f\u5148\u4e8e\u5de5\u5177 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2026-09-23T16:08:42+00:00\",\"dateModified\":\"2026-09-23T16:08:42+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/109350.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/109350.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/109350.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u4f01\u4e1a Agent \u843d\u5730\uff1a\u75db\u70b9\u5207\u5165\u4e0e\u6a21\u677f\u5148\u4e8e\u5de5\u5177\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u4f01\u4e1a Agent \u843d\u5730\uff1a\u75db\u70b9\u5207\u5165\u4e0e\u6a21\u677f\u5148\u4e8e\u5de5\u5177 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/109350.html","og_locale":"zh_CN","og_type":"article","og_title":"\u4f01\u4e1a Agent \u843d\u5730\uff1a\u75db\u70b9\u5207\u5165\u4e0e\u6a21\u677f\u5148\u4e8e\u5de5\u5177 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"\u4f01\u4e1a Agent \u843d\u5730：\u75db\u70b9\u5207\u5165\u4e0e\u6a21\u677f\u5148\u4e8e\u5de5\u5177 \u4f01\u4e1a Agent \u9879\u76ee\u6700\u5e38\u89c1\u7684\u6b7b\u6cd5，\u4e0d\u662f\u6a21\u578b\u80fd\u529b\u4e0d\u591f，\u800c\u662f\u843d\u5730\u6b21\u5e8f\u9519\u4e86：\u5148\u9009\u5e73\u53f0\u3001\u518d\u914d\u5de5\u5177\u3001\u6700\u540e\u624d\u53d1\u73b0\u6ca1\u6709\u4e00\u6761\u5199\u5f97\u4e0b\u6765\u7684\u6d41\u7a0b\u30022026 \u5e74\u4e09\u5bb6\u5382\u5546\u7684\u5b98\u65b9\u90e8\u7f72\u6587\u6863\u5df2\u7ecf\u6536\u655b\u5230\u540c\u4e00\u4e2a\u76f8\u53cd\u7684\u6b21\u5e8f\u2014\u2014\u5148\u9501\u5b9a\u4e00\u6761\u6700\u75db\u7684\u5355\u70b9\u6d41\u7a0b，\u628a\u8fd9\u6761\u6d41\u7a0b\u5199\u6210\u53ef\u6267\u884c\u7684\u6a21\u677f，\u7136\u540e\u624d\u8ba9\u5de5\u5177\u548c\u5e73\u53f0\u8fdb\u573a\u3002OpenAI \u5728\u300aA practical guide to building","og_url":"https:\/\/www.wsisp.com\/helps\/109350.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2026-09-23T16:08:42+00:00","author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"30 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/109350.html","url":"https:\/\/www.wsisp.com\/helps\/109350.html","name":"\u4f01\u4e1a Agent \u843d\u5730\uff1a\u75db\u70b9\u5207\u5165\u4e0e\u6a21\u677f\u5148\u4e8e\u5de5\u5177 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2026-09-23T16:08:42+00:00","dateModified":"2026-09-23T16:08:42+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/109350.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/109350.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/109350.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"\u4f01\u4e1a Agent \u843d\u5730\uff1a\u75db\u70b9\u5207\u5165\u4e0e\u6a21\u677f\u5148\u4e8e\u5de5\u5177"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/109350","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=109350"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/109350\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=109350"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=109350"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=109350"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=109350"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}