{"id":10021382,"date":"2026-06-01T15:49:09","date_gmt":"2026-06-01T07:49:09","guid":{"rendered":"https:\/\/itmax.cn\/?p=10021382"},"modified":"2026-06-01T15:49:09","modified_gmt":"2026-06-01T07:49:09","slug":"%e5%a6%82%e4%bd%95%e4%bb%8e%e9%9b%b6%e5%bc%80%e5%a7%8b%e5%ae%9e%e7%8e%b0%e4%b8%80%e4%b8%aa-ai-agent-cli","status":"publish","type":"post","link":"https:\/\/itmax.cn\/?p=10021382","title":{"rendered":"\u5982\u4f55\u4ece\u96f6\u5f00\u59cb\u5b9e\u73b0\u4e00\u4e2a AI Agent CLI"},"content":{"rendered":"<p>\u51e0\u4e2a\u6708\u524d\u6211\u51b3\u5b9a\u4ece\u96f6\u5f00\u59cb\u9020\u4e00\u4e2a AI Agent CLI\u2014\u2014\u4e00\u4e2a\u80fd\u50cf Claude Code \/ Codex CLI \/ Gemini CLI \u90a3\u6837\u5728\u7ec8\u7aef\u91cc\u8bfb\u4ee3\u7801\u3001\u6267\u884c\u547d\u4ee4\u3001\u4fee\u6539\u6587\u4ef6\u7684\u5de5\u5177\u3002<\/p>\n<p><strong>\u4e00\u4e2a\u80fd\u6f14\u793a\u6838\u5fc3\u5faa\u73af\u5982\u4f55\u8fd0\u4f5c\u7684\u6700\u5c0f demo\uff0c\u53ea\u6709 50 \u884c\u4ee3\u7801<\/strong>\u3002\u5b83\u80fd\u5728\u7ec8\u7aef\u91cc\u8ddf\u7528\u6237\u5bf9\u8bdd\u3001\u6309\u9700\u8c03\u7528\u5de5\u5177\u8bfb\u6587\u4ef6\u3002\u4f46 demo \u4e5f\u4ec5\u9650\u4e8e\u6f14\u793a\u5faa\u73af\u672c\u8eab\u2014\u2014\u8981\u8ba9 agent \u8dd1\u5728\u751f\u4ea7\u73af\u5883\u91cc\uff0c\u5916\u9762\u8fd8\u8981\u5305\u4e00\u5c42\u5de5\u7a0b\u6846\u67b6\uff1a\u4e0a\u4e0b\u6587\u538b\u7f29\u3001\u6743\u9650\u6a21\u578b\u3001\u6d41\u5f0f\u8f93\u51fa\u3001\u9519\u8bef\u6062\u590d\u7b49\u7b49\u3002\u8fd9\u7bc7\u6587\u7ae0\u8bb2\u7684\u5c31\u662f\u5982\u4f55\u628a\u8fd9\u4e00\u5c42\u5916\u56f4\u5de5\u7a0b\u62c6\u5f00\u6765\u770b\u2014\u2014\u4e00\u4e2a AI Agent CLI \u4ece\u300c\u80fd\u8dd1\u300d\u5230\u300c\u80fd\u6258\u4ed8\u4efb\u52a1\u300d\u4e4b\u95f4\uff0c\u5230\u5e95\u8981\u8865\u9f50\u4ec0\u4e48\u3002<\/p>\n<h2>\u4e00\u3001\u5148\u770b\u4e00\u4e2a 50 \u884c\u80fd\u8dd1\u7684\u6700\u5c0f agent<\/h2>\n<p>\u76f4\u63a5\u4e0a\u4ee3\u7801\u3002\u4e0b\u9762\u8fd9\u6bb5 TypeScript \u7528\u4e86 Vercel \u7684 AI SDK \u548c DeepSeek \u7684\u6a21\u578b\uff0c\u4e00\u5171 50 \u884c\u5de6\u53f3\uff0c\u5df2\u7ecf\u662f\u4e00\u4e2a\u80fd\u5728\u7ec8\u7aef\u91cc\u548c\u7528\u6237\u5bf9\u8bdd\u3001\u80fd\u8c03\u7528\u5de5\u5177\u8bfb\u6587\u4ef6\u7684 agent\uff1a<\/p>\n<pre><code class=\"ts\">\/\/ hello-agent.ts\nimport { deepseek } from '@ai-sdk\/deepseek'\nimport { streamText, stepCountIs, tool } from 'ai'\nimport { z } from 'zod'\nimport fs from 'node:fs\/promises'\nimport readline from 'node:readline'\n\nconst readFile = tool({\n  description: '\u8bfb\u53d6\u4e00\u4e2a\u6587\u672c\u6587\u4ef6\uff0c\u8fd4\u56de\u5b8c\u6574\u5185\u5bb9',\n  inputSchema: z.object({\n    path: z.string().describe('\u8981\u8bfb\u53d6\u7684\u6587\u4ef6\u8def\u5f84'),\n  }),\n  execute: async ({ path }) =&gt; {\n    return await fs.readFile(path, 'utf-8')\n  },\n})\n\nasync function main() {\n  const rl = readline.createInterface({ input: process.stdin, output: process.stdout })\n  const ask = (q: string) =&gt; new Promise&lt;string&gt;((r) =&gt; rl.question(q, r))\n  const messages: Array&lt;{ role: 'user' | 'assistant'; content: any }&gt; = []\n\n  for (;;) {\n    const input = (await ask('\/n\u4f60: ')).trim()\n    if (!input || input === 'exit') break\n    messages.push({ role: 'user', content: input })\n\n    const result = streamText({\n      model: deepseek('deepseek-chat'),\n      messages,\n      tools: { readFile },\n      stopWhen: stepCountIs(10),\n    })\n\n    process.stdout.write('\u52a9\u624b: ')\n    for await (const chunk of result.fullStream) {\n      if (chunk.type === 'text-delta') process.stdout.write(chunk.text)\n      else if (chunk.type === 'tool-call') process.stdout.write(`\/n  [\u8c03\u7528 ${chunk.toolName}(${JSON.stringify(chunk.input)})]`)\n      else if (chunk.type === 'tool-result') process.stdout.write(`\/n  [\u8fd4\u56de ${String(chunk.output).length} \u5b57\u8282]\/n\u52a9\u624b: `)\n    }\n\n    const { messages: newMessages } = await result.response\n    messages.push(...(newMessages as any))\n  }\n  rl.close()\n}\n\nmain().catch(console.error)<\/code><\/pre>\n<p>\u8fd0\u884c\u8d77\u6765\u5bf9\u8bdd\u5927\u81f4\u662f\u8fd9\u6837\u7684\uff1a<\/p>\n<pre><code class=\"text\">\u4f60: \u5e2e\u6211\u770b\u770b package.json \u91cc\u6709\u54ea\u4e9b\u4f9d\u8d56\n\u52a9\u624b:\n  [\u8c03\u7528 readFile({&quot;path&quot;:&quot;package.json&quot;})]\n  [\u8fd4\u56de N \u5b57\u8282]\n\u52a9\u624b: \u4f60\u7684 package.json \u91cc\u6709\u4ee5\u4e0b\u4f9d\u8d56\uff1aai\u3001@ai-sdk\/deepseek\u3001zod ...<\/code><\/pre>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000047808469\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" title=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"><\/p>\n<p>\u7559\u610f\u51e0\u4ef6\u4e8b\u3002\u4ee3\u7801\u91cc\u6ca1\u6709\u4efb\u4f55\u5730\u65b9\u5199\u300c\u5982\u679c\u7528\u6237\u95ee package.json \u5c31\u8bfb\u5b83\u300d\u3001\u8981\u4e0d\u8981\u8c03 <code>readFile<\/code>\u3001\u8c03\u4e00\u6b21\u8fd8\u662f\u591a\u6b21\u3001\u4ec0\u4e48\u65f6\u5019\u505c\u4e0b\u6765\u7528\u81ea\u7136\u8bed\u8a00\u56de\u7b54\uff0c\u8fd9\u4e9b\u5168\u90e8\u7531\u6a21\u578b\u81ea\u5df1\u51b3\u5b9a\u3002\u6211\u4eec\u53ea\u662f\u7ed9\u5b83\u4e00\u4e2a\u5de5\u5177\uff0c\u7136\u540e\u5f00\u4e00\u4e2a while \u5faa\u73af\u3002<\/p>\n<p>Agent loop \u7684\u672c\u8d28\u5c31\u662f\u8fd9\u6837\uff1a<code>while \u5faa\u73af + tool use \u534f\u8bae<\/code>\u3002\u4e3b\u6d41 AI CLI \u7684\u5185\u6838\u90fd\u662f\u8fd9\u4e2a\u5f62\u6001\u3002\u533a\u522b\u5728\u4e8e\uff1a\u771f\u6b63\u7684\u4ea7\u54c1\u5728\u8fd9 50 \u884c\u4ee3\u7801\u5916\u9762\uff0c\u5305\u4e86\u51e0\u5343\u884c\u751a\u81f3\u51e0\u4e07\u884c\u7684\u5de5\u7a0b\u4ee3\u7801\u3002<\/p>\n<h2>\u4e8c\u3001demo \u4e0e\u751f\u4ea7\u7ea7\u4ea7\u54c1\u4e4b\u95f4\uff0c\u5dee\u7684\u662f\u4ec0\u4e48<\/h2>\n<p>demo \u548c\u751f\u4ea7\u7ea7\u4ea7\u54c1\u4e4b\u95f4\u7684\u5dee\u8ddd\u975e\u5e38\u5927\uff0c\u5b83\u53ea\u80fd\u7528\u6765\u7406\u89e3 agent loop \u7684\u6982\u5ff5\uff0c\u65e0\u6cd5\u7528\u4e8e\u751f\u4ea7\u73af\u5883\u3002\u6211\u4eec\u53ef\u4ee5\u6311 6 \u4e2a\u5178\u578b\u573a\u666f\u6765\u770b\u770b\u5b83\u4eec\u7684\u5dee\u8ddd\uff1a<\/p>\n<p><strong>\u573a\u666f\u4e00\uff1a\u6a21\u578b\u8bf4\u300c\u6211\u5e2e\u4f60\u5220\u4e00\u4e0b\u8fd9\u51e0\u4e2a\u6587\u4ef6\u300d\uff0c\u7136\u540e\u771f\u7684\u5220\u4e86\u3002<\/strong> demo \u91cc\u7684 <code>execute<\/code> \u6ca1\u6709\u4efb\u4f55\u786e\u8ba4\u73af\u8282\u2014\u2014\u6a21\u578b\u4e00\u53d1\u8d77\u8c03\u7528\uff0c\u5de5\u5177\u5c31\u7acb\u523b\u6267\u884c\u3002\u5047\u5982\u8fd9\u6761\u547d\u4ee4\u6362\u6210 <code>rm -rf node_modules<\/code>\uff0c\u6587\u4ef6\u5c31\u76f4\u63a5\u5168\u5220\u4e86\u3002\u751f\u4ea7\u7ea7\u4ea7\u54c1\u9700\u8981\u6743\u9650\u7cfb\u7edf\uff0c\u533a\u5206\u8bfb\u548c\u5199\uff0c\u8ba9\u7528\u6237\u5728\u5199\u64cd\u4f5c\u4e4b\u524d\u770b\u5230\u5c06\u8981\u6267\u884c\u7684\u547d\u4ee4\u518d\u51b3\u5b9a\u8981\u4e0d\u8981\u653e\u884c\u3002<\/p>\n<p><strong>\u573a\u666f\u4e8c\uff1a\u7528\u6237\u6309 Ctrl+C \u60f3\u505c\u4e0b\u6765\uff0c\u4f46\u662f shell \u5b50\u8fdb\u7a0b\u6ca1\u9000\u51fa\u3002<\/strong> demo \u91cc\u7684 <code>for await<\/code> \u5faa\u73af\u88ab\u5f3a\u884c\u4e2d\u65ad\u540e\uff0cAPI \u8bf7\u6c42\u505c\u4e86\uff0c\u4f46\u5de5\u5177\u53d1\u8d77\u7684\u5b50\u8fdb\u7a0b\uff08\u6bd4\u5982 <code>npm install<\/code>\uff09\u8fd8\u5728\u540e\u53f0\u8fd0\u884c\u3002\u8fd9\u662f\u5e38\u89c1 bug\u2014\u2014\u7528\u6237\u4ee5\u4e3a\u505c\u4e86\uff0c\u4f46 CLI \u8fd8\u5728\u5360\u7528 CPU\u3001\u5360\u7528\u7f51\u7edc\u3001\u5199\u6587\u4ef6\u3002\u8981\u8ba9 Ctrl+C \u771f\u6b63\u4e2d\u65ad\u6574\u6761\u8c03\u7528\u94fe\uff0c\u9700\u8981\u628a <code>AbortSignal<\/code> \u4ece Esc \u6309\u952e\u4e00\u8def\u4e0b\u4f20\u5230 <code>execa<\/code> \u7684 cancelSignal\uff0c\u518d\u5230 shell \u5b50\u8fdb\u7a0b\u7684 SIGKILL\uff0c\u4e2d\u95f4\u4efb\u4f55\u4e00\u5c42\u65ad\u4e86\u90fd\u4e0d\u884c\u3002<\/p>\n<p><strong>\u573a\u666f\u4e09\uff1a\u591a\u8f6e\u5bf9\u8bdd\u5230\u4e86\u7b2c 30 \u8f6e\uff0c\u8bf7\u6c42\u5c31\u5f00\u59cb\u62a5\u9519\u3002<\/strong> messages \u6570\u7ec4\u6bcf\u4e00\u8f6e\u90fd\u8ffd\u52a0\u65b0\u6d88\u606f\uff0c\u6bcf\u6b21\u8bf7\u6c42\u90fd\u8981\u628a\u6240\u6709\u5386\u53f2\u6d88\u606f\u91cd\u53d1\u7ed9\u6a21\u578b\u3002\u53e6\u5916\u5de5\u5177\u7ed3\u679c\u6d88\u8017\u7684 token \u4e5f\u5f88\u591a\u2014\u2014<code>readFile<\/code>\u3001<code>grep<\/code>\u3001shell \u547d\u4ee4\u7684 stdout \u51e0\u8f6e\u7d2f\u79ef\u4e0b\u6765\uff0c\u5bfc\u81f4 200K \u4e0a\u4e0b\u6587\u5f88\u5feb\u88ab\u586b\u6ee1\u3002demo \u65e2\u4e0d\u538b\u7f29\u4e5f\u4e0d\u622a\u65ad\u4e0a\u4e0b\u6587\uff0c\u67d0\u4e00\u8f6e\u8bf7\u6c42\u5c31\u4f1a\u88ab\u4f9b\u5e94\u5546\u4ee5 <code>context length exceeded<\/code> \u62d2\u7edd\uff0c\u5bf9\u8bdd\u53ea\u80fd\u4ece\u5934\u5f00\u59cb\u3002<\/p>\n<p><strong>\u573a\u666f\u56db\uff1a\u6a21\u578b\u9677\u5165 doom-loop\uff08\u53cd\u590d\u91cd\u8bd5\u540c\u4e00\u4e2a\u5931\u8d25\u52a8\u4f5c\u7684\u6b7b\u5faa\u73af\uff09\uff0c\u5bfc\u81f4 token \u8d39\u7528\u4e00\u76f4\u5728\u6da8\u3002<\/strong> demo \u91cc\u90a3\u884c <code>stopWhen: stepCountIs(10)<\/code> \u662f\u7c97\u7c92\u5ea6\u515c\u5e95\u2014\u2014agent loop \u6700\u591a\u8dd1 10 \u6b65\u5c31\u4f1a\u5f3a\u5236\u7ed3\u675f\u3002\u4f46\u6a21\u578b\u5728 10 \u6b65\u5185\u6709\u53ef\u80fd\u53cd\u590d\u5c1d\u8bd5\u540c\u4e00\u4e2a\u5de5\u5177\uff1a\u8c03 <code>readFile('a.txt')<\/code> \u5931\u8d25 \u2192 \u8c03 <code>readFile('.\/a.txt')<\/code> \u5931\u8d25 \u2192 \u8c03 <code>readFile('\/a.txt')<\/code> \u7ee7\u7eed\u5931\u8d25&#8230; \u6bcf\u4e00\u6b65\u90fd\u662f\u4e00\u6b21 API \u8c03\u7528\uff0c\u6bcf\u6b21\u90fd\u628a\u8d8a\u6765\u8d8a\u957f\u7684 messages \u53d1\u56de\u53bb\u3002\u8981\u8ba9 loop guard\uff08\u5faa\u73af\u9632\u62a4\uff09\u771f\u6b63\u963b\u65ad\u8fd9\u79cd\u91cd\u590d\uff0c\u9700\u8981\u5728\u66f4\u7ec6\u7684\u7c92\u5ea6\u4e0a\u5de5\u4f5c\u2014\u2014\u8bc6\u522b\u300c\u540c\u4e00\u4e2a\u5de5\u5177\u52a0\u540c\u4e00\u7ec4\u53c2\u6570\u300d\u7684\u91cd\u590d\u8c03\u7528\uff0c\u5230\u8fbe\u9608\u503c\u540e\u5408\u6210\u4e00\u6761\u5f15\u5bfc\u6d88\u606f\u8ba9\u6a21\u578b\u6362\u601d\u8def\u3002<\/p>\n<p><strong>\u573a\u666f\u4e94\uff1a\u8ba9 agent \u5728\u4e00\u4e2a 8000 \u884c\u7684\u4ee3\u7801\u5e93\u91cc\u5de5\u4f5c\uff0c\u5b83\u53ea\u80fd\u9010\u4e2a readFile \u7ffb\u6587\u4ef6\u3002<\/strong> demo \u91cc\u53ea\u6709 <code>readFile<\/code> \u8fd9\u4e00\u4e2a\u5de5\u5177\u3002\u4f46\u5b9e\u9645\u5f00\u53d1\u4e2d\uff0cagent \u8fd8\u9700\u8981\u66f4\u591a\u5de5\u5177\uff1a<code>grep<\/code> \u641c\u7d22\u4ee3\u7801\u5185\u5bb9\u3001<code>glob<\/code> \u6309\u6587\u4ef6\u540d\u627e\u6587\u4ef6\u3001<code>writeFile<\/code> \/ <code>edit<\/code> \u4fee\u6539\u4ee3\u7801\u3001<code>bash<\/code> \u6267\u884c\u6d4b\u8bd5\u3001<code>webFetch<\/code> \u67e5\u6587\u6863\u3002\u6bcf\u52a0\u4e00\u4e2a\u5de5\u5177\uff0c\u90fd\u8981\u5355\u72ec\u6253\u78e8\u5b83\u7684\u63cf\u8ff0\uff08description\uff09\u63aa\u8f9e\u3001\u53c2\u6570 schema \u548c\u9519\u8bef\u8fd4\u56de\u683c\u5f0f\u3002description \u5199\u5f97\u4e0d\u591f\u7cbe\u51c6\uff0c\u6a21\u578b\u5728\u529f\u80fd\u76f8\u8fd1\u7684\u5de5\u5177\u4e4b\u95f4\u5c31\u4f1a\u6df7\u6dc6\u2014\u2014\u6bd4\u5982\u8be5\u8c03 <code>readFile<\/code> \u7684\u65f6\u5019\u53cd\u800c\u8c03\u4e86 <code>grep<\/code>\u3002<\/p>\n<p><strong>\u573a\u666f\u516d\uff1a\u7528\u6237\u95ee\u300c\u6211\u4eec\u4e0a\u6b21\u804a\u5230\u54ea\u91cc\u4e86\u300d\uff0cagent \u6ca1\u6709\u4e0a\u6b21\u4f1a\u8bdd\u7684\u4efb\u4f55\u8bb0\u5fc6\u3002<\/strong> demo \u9000\u51fa\u540e\uff0c messages \u6570\u7ec4\u53ea\u5728\u5185\u5b58\u91cc\uff0c\u6ca1\u6709\u6301\u4e45\u5316\u5230\u78c1\u76d8\uff0c\u4e0b\u6b21\u542f\u52a8\u5c31\u662f\u5168\u65b0\u4f1a\u8bdd\u3002\u8981\u8ba9\u5bf9\u8bdd\u80fd\u8de8\u8fdb\u7a0b\u6062\u590d\uff0c\u9700\u8981\u628a\u5bf9\u8bdd\u5386\u53f2\u6301\u4e45\u5316\uff08JSONL \u5355\u6587\u4ef6 transcript \u662f\u5e38\u89c1\u505a\u6cd5\uff09\uff0c\u5e76\u63d0\u4f9b <code>\/resume<\/code> \u5165\u53e3\u52a0\u8f7d\u5386\u53f2\u3002\u518d\u8fdb\u4e00\u6b65\u8fd8\u9700\u8981\u6784\u5efa\u8bb0\u5fc6\u7cfb\u7edf\u2014\u2014\u540e\u53f0\u63d0\u53d6\u5668\u4ece\u5bf9\u8bdd\u91cc\u81ea\u52a8\u63d0\u70bc\u7528\u6237\u504f\u597d\u548c\u9879\u76ee\u80cc\u666f\uff0c\u6574\u7406\u6210\u7ed3\u6784\u5316\u6761\u76ee\uff0c\u4e0b\u6b21\u542f\u52a8\u6ce8\u5165\u5230 system prompt\u3002<\/p>\n<p>\u6211\u4eec\u8fd8\u53ef\u4ee5\u7ee7\u7eed\u5217\u66f4\u591a\u7684\u573a\u666f\uff1a\u591a\u6a21\u6001\u9644\u4ef6\u600e\u4e48\u5904\u7406\u3001\u5b50\u4efb\u52a1\u600e\u4e48\u59d4\u6d3e\u7ed9\u4e00\u4e2a\u72ec\u7acb context \u7684 sub-agent\u3001Plan Mode \u600e\u4e48\u505a\u300c\u53ea\u8bfb\u63a2\u7d22 \u2192 \u7528\u6237\u5ba1\u6279 \u2192 \u5199\u64cd\u4f5c\u6267\u884c\u300d\u7684\u72b6\u6001\u673a\u3001\u77e5\u8bc6\u7cfb\u7edf\u600e\u4e48\u4ece\u591a\u4e2a <code>AGENTS.md<\/code> \u6587\u4ef6\u5206\u5c42\u5408\u5e76&#8230;<\/p>\n<p>\u4f46\u8fd9\u4e9b\u90fd\u4e0d\u662f LLM \u80fd\u529b\u7684\u95ee\u9898\uff0c\u662f\u5de5\u7a0b\u95ee\u9898\u300250 \u884c demo \u7f3a\u7684\u4e0d\u662f\u66f4\u806a\u660e\u7684\u6a21\u578b\uff0c\u800c\u662f\u5916\u9762\u90a3\u4e00\u5c42\u80fd\u8ba9\u6a21\u578b\u5728\u771f\u5b9e\u73af\u5883\u91cc\u7a33\u5b9a\u8fd0\u884c\u7684\u5de5\u7a0b\u80fd\u529b\u3002<\/p>\n<h2>\u4e09\u3001\u4e00\u4e2a\u65b0\u89c6\u89d2\uff1aAI \u5de5\u7a0b\u7684\u4e09\u4e2a\u5c42\u7ea7<\/h2>\n<p>\u6a21\u578b\u53ea\u662f\u4e2a\u53d1\u52a8\u673a\u3002\u8981\u8ba9\u5b83\u5728\u4ee3\u7801\u5e93\u91cc\u5b8c\u6210\u4efb\u52a1\uff0c\u5916\u9762\u8981\u5957\u4e00\u6574\u5957\u5de5\u7a0b\u3002\u8fd9\u5957\u5de5\u7a0b\u5206\u4e09\u5c42\uff0c\u8ddf\u6700\u8fd1\u51e0\u5e74\u8bdd\u9898\u70ed\u5ea6\u7684\u6b21\u5e8f\u4e00\u81f4\uff1a2022-2023 \u63d0\u793a\u8bcd\u5de5\u7a0b\uff08Prompt Engineering\uff09\u6210\u4e3a\u7814\u7a76\u70ed\u70b9\uff0c2024 \u4e0a\u4e0b\u6587\u5de5\u7a0b\uff08Context Engineering\uff09\u72ec\u7acb\u6210\u6982\u5ff5\uff0c2026 \u9a7e\u9a6d\u5de5\u7a0b\uff08Harness Engineering\uff09\u6b63\u5f0f\u72ec\u7acb\u6210\u672f\u8bed\u3002\u6309\u5de5\u7a0b\u5e08\u4ecb\u5165\u4f4d\u7f6e\u7531\u8fd1\u5230\u8fdc\u6765\u770b\u770b\u5177\u4f53\u7684\u533a\u522b\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u5c42\u7ea7<\/th>\n<th>\u5de5\u7a0b\u5e08\u4ecb\u5165\u4f4d\u7f6e<\/th>\n<th>\u4e3b\u8981\u5de5\u4f5c<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u63d0\u793a\u8bcd\u5de5\u7a0b\uff08Prompt Engineering\uff09<\/td>\n<td>\u5b57\u7b26\u4e32<\/td>\n<td>\u5199 system prompt\u3001tool description\u3001Chain-of-Thought \u5f15\u5bfc<\/td>\n<\/tr>\n<tr>\n<td>\u4e0a\u4e0b\u6587\u5de5\u7a0b\uff08Context Engineering\uff09<\/td>\n<td>\u6570\u636e<\/td>\n<td>\u51b3\u5b9a\u54ea\u4e9b\u5185\u5bb9\u8fdb\u5165 context window\u3001\u600e\u4e48\u538b\u7f29 \/ \u622a\u65ad \/ \u9009\u62e9<\/td>\n<\/tr>\n<tr>\n<td>\u9a7e\u9a6d\u5de5\u7a0b\uff08Harness Engineering\uff09<\/td>\n<td>\u4ee3\u7801<\/td>\n<td>\u642d\u5efa\u8c03\u7528\u6a21\u578b\u7684\u6574\u5957\u7cfb\u7edf\u2014\u2014agent loop\u3001\u5de5\u5177\u3001\u62a4\u680f\u3001\u7528\u6237\u4ea4\u4e92<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8fd9\u4e09\u5c42\u4e0d\u4e92\u65a5\uff0c\u5f88\u591a\u673a\u5236\u90fd\u8de8\u4e24\u5c42\u751a\u81f3\u4e09\u5c42\u2014\u2014\u6bd4\u5982 prompt caching \u540c\u65f6\u6d89\u53ca\u4e0a\u4e0b\u6587\u5de5\u7a0b\u548c\u9a7e\u9a6d\u5de5\u7a0b\uff0cloop guard \u540c\u65f6\u6d89\u53ca\u63d0\u793a\u8bcd\u5de5\u7a0b\u548c\u9a7e\u9a6d\u5de5\u7a0b\u3002\u5224\u65ad\u4e00\u4e2a\u673a\u5236\u300c\u4e3b\u8981\u5728\u54ea\u4e00\u5c42\u300d\uff0c\u5bf9\u7406\u89e3\u5b83\u7684\u8bbe\u8ba1\u53d6\u820d\u6709\u5e2e\u52a9\u3002<\/p>\n<h3>\u63d0\u793a\u8bcd\u5de5\u7a0b\uff1a2022-2023 \u6210\u4e3a\u7814\u7a76\u70ed\u70b9<\/h3>\n<p>\u63d0\u793a\u8bcd\u5de5\u7a0b\u5173\u5fc3\u7684\u662f\u300c\u600e\u4e48\u8bf4\u8bdd\u300d\u2014\u2014\u7528\u4ec0\u4e48\u6837\u7684 prompt \u8ba9\u6a21\u578b\u7406\u89e3\u4efb\u52a1\u8fb9\u754c\u3001\u6309\u4ec0\u4e48\u683c\u5f0f\u8f93\u51fa\u30022022 \u5e74 ChatGPT \u4e0a\u7ebf\u540e\u8fd9\u4e00\u5c42\u8fc5\u901f\u6210\u4e3a\u663e\u5b66\uff0c\u5b66\u672f\u754c\u6d8c\u73b0\u4e86\u4e00\u6279 prompting \u6280\u5de7\uff1a<\/p>\n<ul>\n<li><strong>Chain-of-Thought\uff08CoT\uff09<\/strong>\uff1a\u8ba9\u6a21\u578b\u300c\u5148\u60f3\u518d\u7b54\u300d\uff0c\u5728\u63a8\u7406\u4efb\u52a1\u4e0a\u51c6\u786e\u7387\u663e\u8457\u63d0\u5347<\/li>\n<li><strong>Self-Consistency<\/strong>\uff1a\u591a\u6b21\u91c7\u6837\u53d6\u591a\u6570\uff0c\u8fdb\u4e00\u6b65\u538b\u4f4e\u8bef\u5dee<\/li>\n<li><strong>ReAct<\/strong>\uff1a\u300c\u601d\u8003 &#8211; \u884c\u52a8 &#8211; \u89c2\u5bdf\u300d\u4e09\u6b65\u4ea4\u66ff\u5faa\u73af\uff0c\u7ed9 tool use \u7c7b\u4efb\u52a1\u6253\u4e0b\u8303\u5f0f\u57fa\u7840<\/li>\n<li><strong>Tree of Thoughts<\/strong>\uff1a\u6bcf\u6b65\u63a8\u7406\u751f\u6210\u591a\u4e2a\u5019\u9009\u601d\u7ef4\u6784\u6210\u4e00\u68f5\u6811\uff0c\u7528 BFS \/ DFS \u641c\u51fa\u6700\u4f18\u8def\u5f84\u2014\u2014\u9002\u5408 Game of 24 \u8fd9\u7c7b\u9700\u8981\u9884\u5224\u548c\u56de\u6eaf\u7684\u9898<\/li>\n<\/ul>\n<p>\u8fd9\u80a1 prompting \u7814\u7a76\u70ed\u5728 2023 \u5e74\u5230\u9876\u30022024 \u5e74\u8d77\u8c03 prompt \u7684\u6548\u679c\u5c31\u660e\u663e\u51cf\u5f31\u2014\u2014\u4e3b\u6d41\u6a21\u578b\u7ed9\u4e2a\u7c97\u7565\u63d0\u793a\u4e5f\u80fd\u542c\u61c2\u610f\u56fe\uff0c\u53cd\u590d\u6253\u78e8 prompt \u4e5f\u4e0d\u89c1\u591a\u5c11\u63d0\u5347\u3002\u4f46\u63d0\u793a\u8bcd\u5de5\u7a0b\u6ca1\u6d88\u5931\uff0c\u53ea\u662f\u4ece\u300c\u4e3b\u6218\u573a\u300d\u9000\u5c45\u4e8c\u7ebf\u2014\u2014\u4e00\u4e2a\u5de5\u5177\u7684 description \u5199\u4e0d\u5230\u4f4d\uff0c\u6a21\u578b\u8fd8\u662f\u7528\u4e0d\u8d77\u6765\u3002\u5f53\u5e74\u90a3\u4e9b\u6280\u5de7\u4e5f\u6ca1\u767d\u5b66\u2014\u2014\u90fd\u88ab\u65b0\u4e00\u4ee3\u6a21\u578b\u5728\u8bad\u7ec3\u65f6\u5b66\u4f1a\u4e86\uff0c\u4eca\u5929\u7684\u6a21\u578b\u4e0d\u7528\u518d\u7279\u610f\u63d0\u793a\u300c\u5148\u60f3\u518d\u7b54\u300d\uff0c\u8fd9\u5957\u63a8\u7406\u65e9\u5c31\u5185\u7f6e\u4e86\u3002<\/p>\n<h3>\u4e0a\u4e0b\u6587\u5de5\u7a0b\uff1a2024 \u624d\u72ec\u7acb\u51fa\u6765<\/h3>\n<p>\u4e0a\u4e0b\u6587\u5de5\u7a0b\u5173\u5fc3\u7684\u662f\u300c\u8ba9\u5b83\u770b\u5230\u4ec0\u4e48\u300d\u2014\u2014\u54ea\u4e9b\u5185\u5bb9\u8fdb\u5165 context window\u3001\u6309\u4ec0\u4e48\u987a\u5e8f\u3001\u8981\u4e0d\u8981\u5148\u538b\u7f29\u3002<\/p>\n<p>\u8fd9\u4e00\u5c42\u4ece\u63d0\u793a\u8bcd\u5de5\u7a0b\u91cc\u72ec\u7acb\u51fa\u6765\u6bd4\u8f83\u665a\u30022025 \u5e74 6 \u6708\uff0cShopify CEO Tobi L\u00fctke \u5148\u5728 X \u4e0a\u53d1\u4e86\u4e00\u53e5\u300c\u6211\u66f4\u559c\u6b22 context engineering \u8fd9\u4e2a\u672f\u8bed\u300d\uff086 \u6708 19 \u65e5\uff09\uff0c\u51e0\u5929\u540e Karpathy \u8f6c\u63a8\u80cc\u4e66\u5e76\u8865\u4e86\u4e00\u53e5\u300cLLM \u662f CPU\uff0ccontext window \u662f RAM\u300d\uff086 \u6708 25 \u65e5\uff09\uff0c\u8fd9\u4e24\u6761\u63a8\u6587\u628a context engineering \u5e26\u8fdb\u4e86\u66f4\u591a\u5f00\u53d1\u8005\u7684\u89c6\u91ce\u3002Anthropic \u5de5\u7a0b\u535a\u5ba2\u968f\u540e\u4e13\u95e8\u5199\u4e86\u4e00\u7bc7\u300aEffective context engineering for AI agents\u300b\u3002\u80cc\u666f\u662f context window \u4ece 4k \u6269\u5c55\u5230 200K \u751a\u81f3 1M \u4e4b\u540e\uff0c\u5927\u5bb6\u53d1\u73b0\u4e00\u4e2a\u53cd\u76f4\u89c9\u7684\u4e8b\u5b9e\uff1a\u300c\u653e\u8fdb\u53bb\u66f4\u591a\u300d\u5e76\u4e0d\u7b49\u4e8e\u300c\u6a21\u578b\u8bfb\u5230\u66f4\u591a\u300d\u3002<\/p>\n<p>2023 \u5e74\u7684 <em>Lost in the Middle<\/em> \u8bba\u6587\u63ed\u793a\u4e86\u8fd9\u4ef6\u4e8b\u2014\u2014\u6a21\u578b\u5728\u957f context \u4e0a\u6027\u80fd\u5448 U \u578b\u66f2\u7ebf\uff0c\u4e2d\u6bb5\u6700\u5f31\u3002100K tokens \u5168\u653e\u8fdb context \u540e\uff0c\u6a21\u578b\u5bf9\u5f00\u5934\u548c\u7ed3\u5c3e\u7684\u5185\u5bb9\u8bb0\u5f97\u5f88\u6e05\u695a\uff0c\u4f46\u4e2d\u95f4\u90a3\u4e00\u5927\u6bb5\u7ecf\u5e38\u300c\u5fd8\u8bb0\u300d\u3002\u5149\u653e\u8fdb\u53bb\u4e0d\u591f\uff0c\u5f97\u4e3b\u52a8\u7ba1\u7406\uff1a<\/p>\n<ul>\n<li>\u54ea\u4e9b\u4fe1\u606f\u4fdd\u7559\u5728 context \u91cc\uff0c\u54ea\u4e9b\u8fc7\u6ee4\u6389<\/li>\n<li>\u957f\u5185\u5bb9\u600e\u4e48\u622a\u65ad\uff0c\u4fdd\u7559\u5934\u90e8\u8fd8\u662f\u5c3e\u90e8<\/li>\n<li>\u5386\u53f2\u5bf9\u8bdd\u8d85\u957f\u600e\u4e48\u538b\u7f29<\/li>\n<li>\u600e\u4e48\u8ba9 prompt cache \u547d\u4e2d\uff08\u524d\u7f00\u5b57\u8282\u7a33\u5b9a\u662f\u524d\u63d0\uff09<\/li>\n<\/ul>\n<p>\u518d\u52a0\u4e00\u5c42\u80cc\u666f\uff1atoken \u5728\u591a\u8f6e\u5bf9\u8bdd\u91cc\u6709\u7d2f\u8ba1\u6210\u672c\uff08API \u8ba1\u8d39\u6309 token \u7b97\uff09\uff0c\u6bcf\u4e00\u8f6e\u5bf9\u8bdd\u90fd\u8981\u628a\u6574\u6bb5\u5386\u53f2\u53d1\u51fa\u53bb\uff0c\u5ef6\u8fdf\u548c cache \u547d\u4e2d\u7387\u4e5f\u4f1a\u8ddf\u7740\u6ce2\u52a8\u3002\u4e00\u4e2a\u771f\u5b9e\u8fd0\u884c\u7684 agent\uff0c\u7b2c 10 \u8f6e\u3001\u7b2c 30 \u8f6e\u3001\u7b2c 100 \u8f6e\u7684 context \u5360\u7528\u3001cache \u547d\u4e2d\u7387\u3001\u54cd\u5e94\u5ef6\u8fdf\u53d8\u5316\u8f68\u8ff9\u5b8c\u5168\u4e0d\u540c\u3002\u4e0a\u4e0b\u6587\u5de5\u7a0b\u8981\u7ba1\u7684\u4e0d\u662f\u5355\u8f6e\u7684\u51b3\u7b56\uff0c\u800c\u662f\u8981\u8ba9 context \u5728\u957f\u4f1a\u8bdd\u91cc\u4e0d\u6ea2\u51fa\u3001cache \u4e00\u76f4\u547d\u4e2d\u3001\u5ef6\u8fdf\u4fdd\u6301\u7a33\u5b9a\u3002<\/p>\n<p>\u5230 2024 \u5e74\uff0c\u8fd9\u4e00\u5c42\u5df2\u7ecf\u6709\u4e86\u81ea\u5df1\u7684\u5de5\u5177\u94fe\u2014\u2014\u622a\u65ad\u7b56\u7565\u3001\u538b\u7f29\u6d41\u6c34\u7ebf\u3001cache \u547d\u4e2d\u4fdd\u62a4\u3001\u77e5\u8bc6\u6ce8\u5165\u987a\u5e8f\uff0c\u6bcf\u4e00\u9879\u5404\u6709\u53d6\u820d\u3002<\/p>\n<h3>\u9a7e\u9a6d\u5de5\u7a0b\uff1a2026 \u624d\u6b63\u5f0f\u72ec\u7acb\u6210\u8bdd\u9898<\/h3>\n<p>\u8fd9\u4e2a\u8bcd\u51fa\u73b0\u5f97\u6700\u665a\u2014\u20142026 \u5e74 2 \u6708\u7531 HashiCorp \u8054\u5408\u521b\u59cb\u4eba Mitchell Hashimoto \u5728\u535a\u5ba2\u91cc\u6b63\u5f0f\u72ec\u7acb\u6210\u672f\u8bed\uff08\u6838\u5fc3\u516c\u5f0f\uff1aAgent = Model + Harness\uff09\u3002Anthropic\u3001OpenAI \u7b49\u56e2\u961f\u8ddf\u8fdb\u5f97\u6bd4\u8f83\u591a\u3002<\/p>\n<p>\u300cHarness\u300d\u5b57\u9762\u610f\u601d\u662f\u300c\u633d\u5177\u300d\u2014\u2014\u7ed9\u539f\u672c\u53ea\u4f1a\u9884\u6d4b\u4e0b\u4e00\u4e2a token \u7684\u6a21\u578b\u5957\u4e0a\u4e00\u8eab\u80fd\u5b8c\u6210\u4efb\u52a1\u7684\u9aa8\u67b6\u3002agent loop\u3001\u5de5\u5177\u7cfb\u7edf\u3001\u62a4\u680f\u3001\u9519\u8bef\u6062\u590d\u3001\u7528\u6237\u4ea4\u4e92\u3001\u8bc4\u6d4b\u94a9\u5b50\u2014\u2014\u6240\u6709\u8ba9 LLM \u5728\u751f\u4ea7\u73af\u5883\u91cc\u5b8c\u6210\u4efb\u52a1\u7684\u5916\u56f4\u5de5\u7a0b\uff0c\u90fd\u5f52\u5728\u8fd9\u4e00\u5c42\u3002<\/p>\n<p>\u9a7e\u9a6d\u5de5\u7a0b\u7684\u8fb9\u754c\u5176\u5b9e\u6bd4 agent loop \u5bbd\u5f97\u591a\u3002\u524d\u9762\u7b2c\u4e8c\u8282\u5217\u7684 6 \u4e2a\u573a\u666f\u5168\u90fd\u5c5e\u4e8e\u8fd9\u4e00\u5c42\uff0c\u518d\u52a0\u4e0a\u6d41\u5f0f\u8f93\u51fa\u600e\u4e48\u62c6\u89e3\u6210 UI \u80fd\u6d88\u8d39\u7684\u4e8b\u4ef6\u3001\u7f51\u7edc\u6296\u52a8\u65f6\u600e\u4e48\u91cd\u8bd5\u3001prompt cache \u600e\u4e48\u4fdd\u6301\u547d\u4e2d\u3001\u8de8\u5e73\u53f0\u7ec8\u7aef\u517c\u5bb9\u6027\u7b49\u7b49\u66f4\u7ec6\u7684\u5de5\u7a0b\u2014\u2014\u6bcf\u4e00\u6761\u5355\u72ec\u770b\u90fd\u4e0d\u8d77\u773c\uff0c\u4f46\u52a0\u8d77\u6765\u5c31\u662f\u300c\u80fd\u8dd1\u7684 demo\u300d\u548c\u300c\u80fd\u7528\u7684\u5de5\u5177\u300d\u4e4b\u95f4\u7684\u5dee\u8ddd\u3002\u63d0\u793a\u8bcd\u5de5\u7a0b\u505a\u5355\u70b9\u8d28\u91cf\uff0c\u4e0a\u4e0b\u6587\u5de5\u7a0b\u505a\u4fe1\u606f\u5bc6\u5ea6\uff0c\u9a7e\u9a6d\u5de5\u7a0b\u505a\u6574\u4f53\u53ef\u7528\u6027\u3002<\/p>\n<p>\u56de\u5934\u770b\u90a3 50 \u884c hello-agent\uff0c\u5b83\u5df2\u7ecf\u628a\u63d0\u793a\u8bcd\u5de5\u7a0b\u548c\u4e0a\u4e0b\u6587\u5de5\u7a0b\u7684\u6700\u5c0f\u5f62\u6001\u5b9e\u73b0\u4e86\u2014\u2014\u5de5\u5177\u6709 description\u3001messages \u6570\u7ec4\u7ef4\u62a4\u4e86\u4e0a\u4e0b\u6587\u3002\u5b83\u7f3a\u7684\u51e0\u4e4e\u5168\u662f\u9a7e\u9a6d\u5de5\u7a0b\u7684\u4e1c\u897f\uff1aUI\u3001\u6743\u9650\u3001\u9519\u8bef\u6062\u590d\u3001loop guard\u3001\u538b\u7f29\u3001\u5b50 agent\u3001\u77e5\u8bc6\u7cfb\u7edf\u3002<\/p>\n<h2>\u56db\u3001\u5e94\u7528\u5c42 vs \u6a21\u578b\u5c42\uff1a\u4ef7\u503c\u5728\u5411\u5916\u5c42\u8f6c\u79fb<\/h2>\n<p>\u8fc7\u53bb\u4e09\u5e74\uff0cAI \u9886\u57df\u5927\u90e8\u5206\u94b1\u548c\u6ce8\u610f\u529b\u90fd\u5728\u6a21\u578b\u5c42\u2014\u2014\u8bad\u7ec3\u66f4\u5927\u7684\u6a21\u578b\u3001\u66f4\u5f3a\u7684 reasoning\u3001\u66f4\u957f\u7684 context\u3002\u8fd9\u662f\u5408\u7406\u7684\uff0c\u53d1\u52a8\u673a\u51b3\u5b9a\u8f66\u7684\u4e0a\u9650\u3002\u4f46 2024 \u5e74\u8d77\u8fb9\u9645\u6536\u76ca\u660e\u663e\u9012\u51cf\uff1aGPT-4 \u5230 GPT-5\u3001Claude 3.5 \u5230 Claude 4\uff0c\u6bcf\u4e00\u4ee3\u7684\u63d0\u5347\u4ecd\u7136\u5b58\u5728\uff0c\u4f46\u5df2\u7ecf\u4e0d\u662f\u65e9\u671f\u90a3\u79cd\u300c\u6362\u4e00\u4ee3\u6a21\u578b\u6574\u4e2a\u4ea7\u54c1\u5f62\u6001\u90fd\u8981\u91cd\u505a\u300d\u7684\u8de8\u8d8a\u5f0f\u63d0\u5347\u2014\u2014\u57fa\u7ebf\u80fd\u529b\u5bf9\u5927\u591a\u6570\u5e94\u7528\u5df2\u7ecf\u591f\u7528\u3002<\/p>\n<p>\u53cd\u8fc7\u6765\u5e94\u7528\u5c42\u7684\u5dee\u8ddd\u8d8a\u6765\u8d8a\u660e\u663e\u3002\u540c\u6837\u8c03 Claude API\uff0c\u4e00\u6b3e\u4e13\u95e8\u505a\u7f16\u7a0b\u7684 agent \u8ddf\u81ea\u5df1\u5199\u4e2a\u804a\u5929\u6846\u76f4\u63a5\u8c03 Claude API\uff0c\u4f53\u9a8c\u5b8c\u5168\u4e0d\u540c\u2014\u2014\u533a\u522b\u4e0d\u5728\u6a21\u578b\uff0c\u5728\u5916\u9762\u90a3\u4e00\u5c42\u5de5\u7a0b\u3002\u6a21\u578b\u516c\u53f8\u81ea\u5df1\u4e5f\u610f\u8bc6\u5230\u4e86\u8fd9\u4e00\u70b9\uff0cAnthropic \u505a Claude Code\uff0cOpenAI \u505a Codex CLI\uff0cGoogle \u505a Gemini CLI\uff0c\u90fd\u662f\u5728\u6a21\u578b\u4e4b\u4e0a\u8865\u5de5\u7a0b\u5c42\u3002<\/p>\n<p>\u5bf9\u5f00\u53d1\u8005\u6765\u8bf4\uff0c\u9a7e\u9a6d\u5de5\u7a0b\u662f\u5f53\u524d\u6700\u503c\u5f97\u6295\u5165\u7cbe\u529b\u7684\u65b9\u5411\u3002\u63d0\u793a\u8bcd\u5de5\u7a0b\u5df2\u7ecf\u6709\u5927\u91cf\u535a\u5ba2\u548c\u8bfe\u7a0b\u5728\u8ba8\u8bba\uff0c\u4e0a\u4e0b\u6587\u5de5\u7a0b\u4e5f\u6709\u76f8\u5bf9\u6210\u719f\u7684\u65b9\u6cd5\u8bba\uff0c\u4f46\u9a7e\u9a6d\u5de5\u7a0b\u8fd8\u6ca1\u6709\u300c\u6807\u51c6\u7b54\u6848\u300d\u2014\u2014\u600e\u4e48\u8bbe\u8ba1 agent loop\u3001\u600e\u4e48\u5207\u5de5\u5177\u7c92\u5ea6\u3001\u600e\u4e48\u505a loop guard\uff0c\u6bcf\u5bb6\u4ea7\u54c1\u7684\u505a\u6cd5\u90fd\u4e0d\u4e00\u6837\uff0c\u8fd9\u4e5f\u662f\u4ea7\u54c1\u4e4b\u95f4\u62c9\u5f00\u5dee\u8ddd\u7684\u5730\u65b9\u3002<\/p>\n<h2>\u4e94\u3001\u9a7e\u9a6d\u5de5\u7a0b\u5177\u4f53\u5728\u89e3\u4ec0\u4e48\u95ee\u9898<\/h2>\n<p>\u4e0b\u9762\u8fd9\u51e0\u8282\u6bcf\u4e2a\u90fd\u662f\u4e00\u4e2a\u72ec\u7acb\u7684\u5de5\u7a0b\u9886\u57df\uff0c\u80cc\u540e\u90fd\u6709\u81ea\u5df1\u7684\u8bbe\u8ba1\u53d6\u820d\u3002<\/p>\n<h3>Agent Loop \u5f15\u64ce<\/h3>\n<p>50 \u884c demo \u91cc <code>streamText()<\/code> \u51fd\u6570\u4e00\u884c\u5e26\u8fc7\u7684\u4e8b\uff0c\u5728\u751f\u4ea7\u4ea7\u54c1\u91cc\u4f1a\u5c55\u5f00\u6210\u4e00\u68f5\u51fd\u6570\u6811\u3002\u5e38\u89c1\u7684\u505a\u6cd5\u662f\u6309&#8221;\u4e3b\u5faa\u73af \u2192 \u5355\u8f6e\u5904\u7406 \u2192 \u5de5\u5177\u6267\u884c&#8221;\u4e09\u5c42\u7ec4\u7ec7\uff1a<\/p>\n<pre><code class=\"text\">\u4e3b\u5faa\u73af\n   \u2502\n   \u251c\u2500\u2500\u2500\u2500 \u68c0\u67e5\u4e0a\u4e0b\u6587\u662f\u5426\u9700\u8981\u538b\u7f29\uff08\u63a5\u8fd1\u7a97\u53e3\u4e0a\u9650\u5c31\u89e6\u53d1\uff09\n   \u2502\n   \u251c\u2500\u2500\u25ba \u5355\u8f6e\u5904\u7406\n   \u2502      \u2502\n   \u2502      \u251c\u2500\u2500 \u8c03\u6a21\u578b\u6d41\u5f0f\u8f93\u51fa\uff08streamText\uff09\n   \u2502      \u2502\n   \u2502      \u251c\u2500\u2500 \u628a\u6d41\u5f0f chunk \u5206\u53d1\u7ed9 UI\n   \u2502      \u2502     \u251c\u2500\u2500 text-delta   \u2192 \u6587\u672c\u7247\u6bb5\u5199\u5165\u7ec8\u7aef\n   \u2502      \u2502     \u251c\u2500\u2500 tool-call    \u2192 \u663e\u793a\u300c\u8c03\u7528 readFile(...)\u300d\n   \u2502      \u2502     \u2514\u2500\u2500 tool-result  \u2192 \u663e\u793a\u300c\u8fd4\u56de N \u5b57\u8282\u300d\n   \u2502      \u2502\n   \u2502      \u2514\u2500\u2500 \u628a\u8fd9\u4e00\u8f6e\u7684 messages \u7d2f\u79ef\u8fdb\u5bf9\u8bdd\u72b6\u6001\n   \u2502\n   \u251c\u2500\u2500\u25ba \u68c0\u67e5 finishReason\n   \u2502      \u251c\u2500\u2500 'tool-calls'  \u2192 \u6267\u884c\u5de5\u5177 \u2192 \u56de\u586b\u7ed3\u679c \u2192 \u7ee7\u7eed\u4e0b\u4e00\u8f6e\n   \u2502      \u251c\u2500\u2500 'length'      \u2192 \u6ce8\u5165 resume \u63d0\u793a \u2192 \u7ee7\u7eed\n   \u2502      \u2514\u2500\u2500 'stop' \/ \u9519\u8bef \u2192 \u7ed3\u675f\n   \u2502\n   \u2514\u2500\u2500 \u7528\u6237\u6309 Esc \u2192 AbortSignal \u4e00\u8def\u4e0b\u4f20 \u2192 \u6574\u6761\u8c03\u7528\u94fe\u4e2d\u65ad<\/code><\/pre>\n<p>Agent Loop \u5f15\u64ce\u8981\u89e3\u51b3\u7684\u6838\u5fc3\u95ee\u9898\u5305\u62ec\uff1a\u628a\u6a21\u578b\u6d41\u5f0f\u8f93\u51fa\u62c6\u89e3\u6210 UI \u80fd\u6d88\u8d39\u7684\u4e8b\u4ef6\u3001\u628a\u4e0a\u4e00\u8f6e\u7684 tool_result \u914d\u5bf9\u8fd4\u56de\u3001\u5728\u51fa\u9519\u65f6\u5206\u7c7b\u5904\u7406\u3001\u5728\u7528\u6237\u6309 Esc \u65f6\u628a\u6574\u6761\u8c03\u7528\u94fe\u5f7b\u5e95\u4e2d\u65ad\u3002<\/p>\n<p>\u5b9e\u9645\u5de5\u7a0b\u91cc\u9519\u8bef\u6709\u5f88\u591a\u79cd\uff0c\u6309\u5904\u7406\u7b56\u7565\u5927\u81f4\u53ef\u4ee5\u5f52\u6210\u56db\u7c7b\u3002\u4e00\u7c7b\u662f\u53ef\u4ee5\u9759\u9ed8\u91cd\u8bd5\u7684\uff1a429 \u9650\u6d41\u3001503 \u7ef4\u62a4\u3001\u7f51\u7edc\u6296\u52a8\uff0c\u7b49\u51e0\u79d2\u91cd\u8bd5\u5373\u53ef\u3002\u4e00\u7c7b\u662f\u91cd\u8bd5\u4e5f\u662f\u540c\u6837\u7ed3\u679c\uff0c\u8981\u7acb\u523b\u62a5\u7ed9\u7528\u6237\u5e76\u63d0\u793a\u4e0b\u4e00\u6b65\uff1a401 \u9274\u6743\u5931\u8d25\u63d0\u793a\u66f4\u6362 key\u3001402 \u4f59\u989d\u4e0d\u8db3\u63d0\u793a\u5145\u503c\u3001422 \u5185\u5bb9\u5ba1\u6838\u63d0\u793a\u6539\u5199\u5185\u5bb9\u3002\u4e00\u7c7b\u662f\u4e0d\u80fd\u5f53\u9519\u8bef\u5904\u7406\u7684\uff0c\u4f8b\u5982 context \u8d85\u9650\u8981\u538b\u7f29\u4e0a\u4e0b\u6587\uff0c\u4e0d\u80fd\u76f4\u63a5\u4e2d\u65ad\u4f1a\u8bdd\u3002\u8fd8\u6709\u4e00\u7c7b\u662f demo \u6ca1\u6709\u8986\u76d6\u7684\uff1a\u4e0a\u4e00\u8f6e\u5386\u53f2\u91cc\u6709\u5b64\u7acb\u7684 <code>tool_call<\/code> \u7f3a\u5c11\u5bf9\u5e94\u7684 <code>tool_result<\/code>\uff0c\u4e0b\u4e00\u6b21\u53d1\u8bf7\u6c42\u4f9b\u5e94\u5546\u4f1a\u76f4\u63a5\u62d2\u7edd\uff0c\u8981\u5728\u53d1\u9001\u524d\u4e3b\u52a8\u4fee\u590d\u5de5\u5177\u8c03\u7528\u7684\u914d\u5bf9\u5173\u7cfb\u3002<\/p>\n<h3>\u5de5\u5177\u7cfb\u7edf\uff1a\u6a21\u578b\u7684\u300c\u624b\u811a\u300d<\/h3>\n<p>\u6a21\u578b\u4e0d\u4f1a\u81ea\u5df1\u8bfb\u6587\u4ef6\u3001\u6267\u884c\u547d\u4ee4\u3001\u67e5\u8be2\u7f51\u7edc\uff0c\u51e1\u662f\u6d89\u53ca\u78c1\u76d8\u3001\u7f51\u7edc\u3001shell \u7684\u64cd\u4f5c\uff0c\u90fd\u9700\u8981\u5de5\u5177\u7cfb\u7edf\u53bb\u5b8c\u6210\u3002\u6a21\u578b\u5728 messages \u91cc\u53d1\u51fa <code>\u8c03\u7528 readFile('package.json')<\/code> \u8fd9\u6837\u7684\u6307\u4ee4\uff0c\u5de5\u5177\u7cfb\u7edf\u63a5\u6536\u540e\u628a\u6587\u4ef6\u8bfb\u53d6\u51fa\u6765\uff0c\u518d\u628a\u5185\u5bb9\u585e\u56de messages \u8ba9\u6a21\u578b\u8bfb\u5230\u3002<\/p>\n<p>\u6267\u884c\u672c\u8eab\u6ca1\u591a\u5c11\u96be\u5ea6\uff0c\u771f\u6b63\u8d39\u5fc3\u601d\u7684\u662f\u51e0\u5904\u8bbe\u8ba1\u53d6\u820d\uff1a<\/p>\n<p><strong>\u7c92\u5ea6\u5212\u5206\u3002<\/strong> \u7ed9\u6a21\u578b\u4e00\u4e2a <code>bash<\/code> \u5de5\u5177\u8ba9\u5b83\u81ea\u5df1\u5199\u547d\u4ee4\u662f\u6700\u7075\u6d3b\u7684\u65b9\u6848\uff0c\u4f46\u6a21\u578b\u53ef\u80fd\u5199\u51fa\u610f\u60f3\u4e0d\u5230\u7684\u547d\u4ee4\uff0c\u5b89\u5168\u6027\u548c\u53ef\u9884\u6d4b\u6027\u90fd\u5dee\u3002\u6362\u6210 <code>readFile<\/code> \/ <code>writeFile<\/code> \/ <code>grep<\/code> \/ <code>glob<\/code> \u8fd9\u79cd\u7ec6\u7c92\u5ea6\u5de5\u5177\uff0c\u884c\u4e3a\u53ef\u63a7\uff0c\u4f46\u53c8\u8986\u76d6\u4e0d\u5230 bash \u90a3\u6837\u7684\u7075\u6d3b\u64cd\u4f5c\u3002Claude Code\u3001Cursor \u7b49\u4e3b\u6d41\u4ea7\u54c1\u57fa\u672c\u90fd\u505a\u6df7\u5408\uff1a\u7ec6\u7c92\u5ea6\u5de5\u5177\u627f\u62c5\u65e5\u5e38\u64cd\u4f5c\uff0cbash \u7559\u7ed9\u7279\u6b8a\u573a\u666f\u3002<\/p>\n<p><strong>\u9519\u8bef\u8fd4\u56de\u683c\u5f0f\u3002<\/strong> \u5de5\u5177\u5931\u8d25\u65f6\uff0c\u9519\u8bef\u4fe1\u606f\u8981\u5199\u56de messages \u8ba9\u6a21\u578b\u7406\u89e3\u3002\u8fd9\u91cc\u8981\u6ce8\u610f\u4e00\u4e0b\u9519\u8bef\u6d88\u606f\u7684\u5c3a\u5ea6\u2014\u2014\u5982\u679c\u6d88\u606f\u5185\u5bb9\u8fc7\u4e8e\u7b80\u7565\uff0c\u6a21\u578b\u53ef\u80fd\u4e0d\u77e5\u9053\u8be5\u600e\u4e48\u4fee\uff1b\u5982\u679c\u6d88\u606f\u5185\u5bb9\u8fc7\u4e8e\u8be6\u7ec6\uff0c\u53c8\u4f1a\u6d6a\u8d39 token\u3002\u6240\u4ee5\u5b9e\u9645\u5de5\u7a0b\u91cc\u901a\u5e38 error code\u3001\u4e00\u53e5\u89e3\u91ca\u3001\u5173\u952e\u4e0a\u4e0b\u6587\u8fd9\u4e09\u6837\u9f50\u4e86\u5c31\u591f\u7528\u3002<\/p>\n<p><strong>\u7ed3\u679c\u622a\u65ad\u3002<\/strong> <code>grep<\/code> \u4e00\u6b21\u8fd4\u56de 5000 \u884c\u7684\u60c5\u51b5\u5e76\u4e0d\u5c11\u89c1\uff0c\u5b8c\u6574\u585e\u8fdb messages \u4e0d\u73b0\u5b9e\u3002\u53ef\u9009\u7b56\u7565\u5305\u62ec\u6309\u884c\u622a\u65ad\u4fdd\u7559\u5934\u5c3e\u3001\u6309\u5b57\u8282\u622a\u65ad\u4fdd\u7559\u5934\u90e8\u3001\u6216\u5728\u4e2d\u95f4\u63d2\u4e00\u6761 <code>[...truncated, N lines omitted]<\/code> \u8ba9\u6a21\u578b\u77e5\u9053\u7ed3\u679c\u88ab\u5904\u7406\u8fc7\u3002\u5177\u4f53\u600e\u4e48\u9009\u53d6\u51b3\u4e8e\u5de5\u5177\u7279\u6027\u3002<\/p>\n<p><strong>Esc \u4fe1\u53f7\u7684\u4f20\u9012\u8def\u5f84\u3002<\/strong> \u8fd9\u4e00\u9879\u6700\u5bb9\u6613\u51fa\u95ee\u9898\u3002<code>AbortSignal<\/code> \u8981\u4ece\u7528\u6237\u6309\u4e0b Esc \u90a3\u4e00\u523b\u8d77\uff0c\u6cbf\u7740\u300cSDK \u6d41\u5f0f\u63a5\u6536 \u2192 \u5de5\u5177\u6267\u884c \u2192 \u5b50\u8fdb\u7a0b\u5c01\u88c5 \u2192 \u5b9e\u9645\u5b50\u8fdb\u7a0b\u300d\u4e00\u8def\u4e0b\u4f20\uff0c\u6bcf\u4e00\u5c42\u90fd\u8981\u628a\u4fe1\u53f7\u6b63\u786e\u8f6c\u4ea4\u7ed9\u4e0b\u4e00\u5c42\uff1a<\/p>\n<ul>\n<li>\u6d41\u5f0f\u63a5\u6536\u5c42\uff1aSDK \u7684 <code>streamText({ abortSignal })<\/code> \u6536\u5230\u4fe1\u53f7\u505c\u6b62\u8bfb\u53d6\u6a21\u578b\u8f93\u51fa<\/li>\n<li>\u5de5\u5177\u6267\u884c\u5c42\uff1a\u62c9\u8d77\u5b50\u8fdb\u7a0b\u7684\u5de5\u5177\uff08\u6bd4\u5982 shell \u5de5\u5177\uff09\u628a\u4fe1\u53f7\u8f6c\u7ed9\u4e0b\u9762\u7684\u5b50\u8fdb\u7a0b\u5c01\u88c5<\/li>\n<li>\u5b50\u8fdb\u7a0b\u5c01\u88c5\u5c42\uff1a\u901a\u5e38\u7528 <code>execa<\/code> \u4e4b\u7c7b\u7684\u5e93\u5b9e\u73b0\uff0c\u8c03\u7528 <code>spawn({ signal })<\/code> \u628a\u4fe1\u53f7\u6302\u5728 Node child_process \u4e0a<\/li>\n<li>\u5b9e\u9645\u5b50\u8fdb\u7a0b\uff1a\u89e6\u53d1 SIGKILL\uff0c\u628a\u6574\u68f5\u5b50\u8fdb\u7a0b\u6811\u6e05\u7406\u6389<\/li>\n<\/ul>\n<p>\u4e2d\u95f4\u4efb\u610f\u4e00\u5c42\u65ad\u5f00\uff0c\u5b50\u8fdb\u7a0b\u90fd\u4f1a\u7ee7\u7eed\u5728\u540e\u53f0\u8fd0\u884c\u2014\u2014\u7528\u6237\u6309\u4e0b Esc \u4e4b\u540e CLI \u770b\u4f3c\u5df2\u7ecf\u505c\u6b62\u5de5\u4f5c\uff0c\u5b9e\u9645\u4e0a\u5b50\u8fdb\u7a0b\u8fd8\u5728\u5199\u6587\u4ef6\u3001\u67e5\u8be2\u7f51\u7edc\u3001\u6267\u884c\u547d\u4ee4\u3002<\/p>\n<h3>\u5b50 agent\uff1a\u628a\u4e0a\u4e0b\u6587\u5f53\u6210\u7a00\u7f3a\u8d44\u6e90<\/h3>\n<p>\u5b50 agent \u662f\u4e00\u4e2a\u76f8\u5bf9\u65b0\u7684\u8bbe\u8ba1\u70b9\uff0c\u8de8\u5728\u9a7e\u9a6d\u5de5\u7a0b\u548c\u4e0a\u4e0b\u6587\u5de5\u7a0b\u4e4b\u95f4\u3002<\/p>\n<p>\u4e00\u4e2a\u5177\u4f53\u573a\u666f\uff1a\u7528\u6237\u95ee\u300c\u8fd9\u4e2a\u9879\u76ee\u91cc\u6709\u54ea\u4e9b\u5730\u65b9\u5728\u7528 <code>legacy_auth<\/code> \u8fd9\u4e2a\u51fd\u6570\u300d\u3002\u76f4\u89c2\u505a\u6cd5\u662f\u8ba9\u4e3b agent \u8c03\u7528 <code>grep<\/code> \u5de5\u5177\u5728\u4ee3\u7801\u5e93\u91cc\u641c\u51fa\u6240\u6709\u5305\u542b <code>legacy_auth<\/code> \u7684\u6587\u4ef6\uff0c\u7136\u540e\u5bf9\u6bcf\u4e2a\u547d\u4e2d\u7684\u6587\u4ef6\u8c03\u7528 <code>readFile<\/code> \u8bfb\u51fa\u5168\u6587\uff0c\u518d\u9010\u4e2a\u5224\u65ad\u8be5\u51fd\u6570\u5728\u90a3\u91cc\u7684\u5177\u4f53\u7528\u6cd5\u3002\u95ee\u9898\u662f\uff0c\u8fd9\u79cd\u63a2\u7d22\u6027\u64cd\u4f5c\u4f1a\u628a\u5927\u91cf\u5de5\u5177\u8c03\u7528\u8bb0\u5f55\u548c\u6587\u4ef6\u5185\u5bb9\u7559\u5728\u7236\u5bf9\u8bdd\u91cc\uff0c\u628a\u540e\u7eed\u505a\u4fee\u6539\u65f6\u9700\u8981\u7684 context \u63d0\u524d\u5360\u6ee1\u3002<\/p>\n<p>\u5b50 agent \u7684\u601d\u8def\u662f\uff1a\u628a\u63a2\u7d22\u6027\u5b50\u4efb\u52a1\u4ea4\u7ed9\u4e00\u4e2a\u8dd1\u5728\u72ec\u7acb context \u91cc\u7684 sub-agent\uff0c\u5b50 agent \u81ea\u5df1\u5b8c\u6210 <code>grep + \u9605\u8bfb + \u5224\u65ad<\/code> \u7684\u6574\u4e2a\u6d41\u7a0b\uff0c\u53ea\u628a\u6700\u7ec8\u7ed3\u8bba\u56de\u4f20\u7ed9\u7236\u5bf9\u8bdd\u3002\u4ece\u7236\u5bf9\u8bdd\u89c6\u89d2\u770b\uff0c\u76f8\u5f53\u4e8e\u300c\u95ee\u4e86\u4e00\u4e2a\u95ee\u9898\uff0c\u5f97\u5230\u4e86\u4e00\u6bb5\u603b\u7ed3\u300d\uff0c\u4e2d\u95f4\u51e0\u5341\u6b21\u5de5\u5177\u8c03\u7528\u4e0d\u8fdb\u5165\u4e3b\u4e0a\u4e0b\u6587\u3002<\/p>\n<p>\u8fd9\u4e48\u505a\u7684\u597d\u5904\u9996\u5148\u662f\u4e0a\u4e0b\u6587\u9694\u79bb\u2014\u2014\u63a2\u7d22\u8fc7\u7a0b\u4e2d\u90a3\u4e9b\u5927\u91cf\u7684\u5de5\u5177\u8c03\u7528\u548c\u6587\u4ef6\u5185\u5bb9\u7559\u5728\u5b50 agent \u5185\u90e8\uff0c\u4e0d\u6324\u5360\u4e3b\u5bf9\u8bdd\u7684 context\u3002\u5176\u6b21\u662f\u89d2\u8272\u53ef\u4ee5\u4e13\u7cbe\uff0c\u63a2\u7d22\u578b\u3001\u89c4\u5212\u578b\u3001\u5ba1\u67e5\u578b\u7684 sub-agent \u5404\u81ea\u6709\u81ea\u5df1\u7684\u7cfb\u7edf\u63d0\u793a\u8bcd\u548c\u5de5\u5177\u767d\u540d\u5355\u3002\u53e6\u5916\u7236\u5b50 agent \u5171\u4eab\u540c\u4e00\u4e2a abort signal\uff0c\u7528\u6237 Esc \u4e00\u6b21\u6574\u68f5\u4efb\u52a1\u6811\u4e00\u8d77\u505c\u3002<\/p>\n<p>\u8bbe\u8ba1\u5b50 agent \u8981\u89e3\u51b3\u7684\u95ee\u9898\u5305\u62ec\uff1a\u7236\u5b50\u4e4b\u95f4\u7528\u4ec0\u4e48\u534f\u8bae\u4f20\u9012\u4efb\u52a1\u548c\u7ed3\u8bba\u3001token \u7528\u91cf\u548c\u6743\u9650\u4fe1\u53f7\u600e\u4e48\u56de\u6d41\u7ed9\u7236\u7ea7\u3001\u5b50 agent \u5728 Plan Mode \u4e0b\u8981\u4e0d\u8981\u4e5f\u5f3a\u5236\u53ea\u8bfb\u3001\u9012\u5f52\u8c03\u7528\u8981\u4e0d\u8981\u7981\u6b62\u3002\u591a\u6570\u5b9e\u73b0\u9009\u62e9\u7981\u6b62\u5b50 agent \u518d\u542f\u5b50 agent\uff0c\u907f\u514d\u65e0\u9650\u5206\u88c2\u3002<\/p>\n<p>\u4ece token \u6210\u672c\u770b\uff0c\u5b50 agent \u8dd1\u63a2\u7d22\u4efb\u52a1\u65f6\uff0c\u5185\u90e8\u53ef\u80fd\u8c03\u51e0\u5341\u6b21\u5de5\u5177\u3001\u4ea7\u751f\u6570\u4e07 token \u7684\u5de5\u5177\u7ed3\u679c\uff0c\u4f46\u56de\u4f20\u7ed9\u7236\u5bf9\u8bdd\u7684\u53ea\u6709\u6700\u7ec8\u4e00\u6bb5\u6458\u8981\u2014\u2014\u53ef\u80fd\u5c31\u51e0\u767e token\u3002\u7236\u5bf9\u8bdd\u91cc\u76f8\u5f53\u4e8e\u300c\u82b1\u4e86\u51e0\u767e token \u6362\u5230\u4e00\u4e2a\u7ed3\u8bba\u300d\uff0c\u5b50 agent \u5185\u90e8\u90a3\u51e0\u5341\u6b21\u8c03\u7528\u90fd\u5c01\u95ed\u5728\u81ea\u5df1\u7684\u72ec\u7acb context \u91cc\u3002\u5728\u591a\u8f6e\u957f\u4f1a\u8bdd\u91cc\u8fd9\u79cd\u300c\u63a2\u7d22\u6210\u672c\u4e0d\u6c61\u67d3\u4e3b\u5bf9\u8bdd\u300d\u7684\u590d\u5229\u6548\u679c\u5f88\u660e\u663e\uff0c\u5355\u7eaf\u7684\u51fd\u6570\u5c01\u88c5\u505a\u4e0d\u5230\u3002<\/p>\n<h3>\u7ec8\u7aef UI\uff1a\u6700\u5bb9\u6613\u88ab\u4f4e\u4f30\u7684\u4e00\u5c42<\/h3>\n<p>AI CLI \u7684\u7ec8\u7aef UI \u9700\u8981\u540c\u65f6\u627f\u8f7d\u82e5\u5e72\u4ea4\u4e92\u5f62\u6001\uff1a\u4e0a\u65b9\u662f\u6eda\u52a8\u7684\u5bf9\u8bdd\u5386\u53f2\uff0c\u4e0b\u65b9\u662f\u56fa\u5b9a\u7684\u8f93\u5165\u6846\uff0c\u4e2d\u95f4\u662f\u6d41\u5f0f\u6253\u5b57\u6548\u679c\u3002\u6a21\u578b\u56de\u590d\u9700\u8981\u6e32\u67d3 Markdown\uff0c\u6743\u9650\u654f\u611f\u64cd\u4f5c\u4f1a\u89e6\u53d1\u786e\u8ba4\u5bf9\u8bdd\u6846\uff0cCJK \u5b57\u7b26\u3001emoji\u3001\u7ec4\u5408\u5b57\u7b26\u8fd9\u4e9b\u5bbd\u5b57\u7b26\u4f53\u7cfb\u4e5f\u90fd\u8981\u652f\u6301\u3002\u5355\u72ec\u6765\u770b\uff0c\u6bcf\u4e00\u9879\u7684\u5b9e\u73b0\u96be\u5ea6\u90fd\u4e0d\u5927\uff0c\u4f46\u53e0\u52a0\u8d77\u6765\u5c31\u4f1a\u53d1\u73b0\u6709\u51e0\u5904\u660e\u663e\u7684\u96be\u70b9\uff1a<\/p>\n<p><strong>\u5e03\u5c40\u91cd\u6392\u3002<\/strong> \u73b0\u4ee3 TUI \u6846\u67b6\u91cc Ink \u76f4\u63a5\u590d\u7528\u4e86 React Native \u7684 Yoga \u5e03\u5c40\u5f15\u64ce\uff0c\u95ee\u9898\u662f Yoga \u5bf9\u5bbd\u5b57\u7b26\uff08CJK\u3001emoji\u3001\u7ec4\u5408\u5b57\u7b26\uff09\u7684\u5217\u5bbd\u6d4b\u7b97\u4e0e\u7ec8\u7aef\u5b9e\u9645\u6e32\u67d3\u5e76\u4e0d\u4e00\u81f4\u2014\u2014\u4e00\u4e2a\u6c49\u5b57\u5728\u7ec8\u7aef\u91cc\u5360 2 \u5217\uff0cYoga \u9ed8\u8ba4\u6309 1 \u5217\u8ba1\u5165\uff0c\u6574\u5c42 layout \u8ba1\u7b97\u90fd\u504f\u79bb\u5b9e\u9645\u5217\u6570\u3002\u4e2d\u6587\u73af\u5883\u4e0b\u6d41\u5f0f\u8f93\u51fa\u6bcf\u63a5\u6536\u4e00\u4e2a chunk \u90fd\u8981\u91cd\u65b0\u8dd1\u4e00\u6b21\u5e03\u5c40\uff0c\u6bcf\u6b21\u7ed3\u679c\u90fd\u5e26\u7740\u7d2f\u79ef\u504f\u5dee\uff0c\u5177\u4f53\u8868\u73b0\u4e3a\uff1a\u4e0a\u534a\u5c4f\u6587\u672c\u7684\u6362\u884c\u4f4d\u7f6e\u5728\u6bcf\u4e00\u5e27\u4e4b\u95f4\u8df3\u52a8\uff0c\u4e0b\u65b9\u56fa\u5b9a\u8f93\u5165\u6846\u56e0\u4e3a\u524d\u9762\u6587\u672c\u7684\u884c\u6570\u88ab\u7b97\u9519\u800c\u4e0a\u4e0b\u6f02\u79fb\uff0c\u5149\u6807\u4e5f\u4f1a\u5728\u65b0\u65e7\u4e24\u4e2a\u5019\u9009\u4f4d\u7f6e\u4e4b\u95f4\u95ea\u70c1\u3002\u4e00\u6bb5\u51e0\u767e\u5b57\u7684\u4e2d\u6587\u56de\u590d\u6d41\u5f0f\u8f93\u51fa\u5b8c\uff0c\u6574\u4e2a UI \u7ed9\u7528\u6237\u7684\u89c2\u611f\u5c31\u662f\u6301\u7eed\u6296\u52a8\u3002<\/p>\n<p><strong>dynamic region \u951a\u70b9\u51b2\u7a81\u3002<\/strong> \u6846\u67b6\u7684\u5c40\u90e8\u91cd\u7ed8\u673a\u5236\u4f9d\u8d56\u7ec8\u7aef\u7684 cursor save \u5bc4\u5b58\u5668\u8bb0\u5f55\u8d77\u59cb\u4f4d\u7f6e\u3002\u4e00\u65e6\u4ee3\u7801\u4e2d\u6709\u5176\u4ed6\u8def\u5f84\u76f4\u63a5\u8c03\u7528 <code>process.stdout.write<\/code>\uff0c\u8be5\u5bc4\u5b58\u5668\u4f1a\u88ab\u8986\u76d6\uff0c\u91cd\u7ed8\u951a\u70b9\u968f\u4e4b\u9519\u4f4d\u3002<\/p>\n<p><strong>\u540c\u6b65\u66f4\u65b0\u534f\u8bae\u7684\u517c\u5bb9\u6027\u3002<\/strong> DEC private mode 2026 \/ BSU \/ ESU \u8fd9\u4e00\u7ec4\u540c\u6b65\u66f4\u65b0\u534f\u8bae\u5728\u65b0\u7248 iTerm2\u3001WezTerm\u3001Windows Terminal \u4e2d\u5df2\u652f\u6301\uff0c\u4f46\u65e7\u7248 PowerShell\u3001cmd \u4ee5\u53ca\u4f4e\u7248\u672c SSH \u5ba2\u6237\u7aef\u5c1a\u672a\u5b9e\u73b0\uff0c\u9700\u8981\u5728\u6846\u67b6\u5c42\u63d0\u4f9b fallback\u3002<\/p>\n<p><strong>emoji \u5bbd\u5ea6\u5bf9\u9f50\u3002<\/strong> \u540c\u4e00\u4e2a emoji \u5728\u4e0d\u540c\u7ec8\u7aef\u4e2d\u7684\u5217\u5bbd\u6d4b\u7b97\u5b58\u5728\u5dee\u5f02\u2014\u2014\u90e8\u5206\u6309 2 \u5217\u8ba1\u7b97\uff0c\u90e8\u5206\u6309 1 \u5217\u8ba1\u7b97\u3002\u8fd9\u4f1a\u5bfc\u81f4\u7248\u9762\u5bf9\u9f50\u5931\u6548\uff0c\u9700\u8981\u7ef4\u62a4\u4e00\u4efd glyph \u5bbd\u5ea6\u8868\u4f5c\u4e3a\u56de\u9000\u57fa\u51c6\u3002<\/p>\n<p>\u5b9e\u9645\u5de5\u7a0b\u4e2d\uff0c\u591a\u6570\u4ea7\u54c1\u6700\u7ec8\u4f1a\u7ed5\u5f00 Ink \u7b49\u9ad8\u5c42\u6846\u67b6\uff0c\u76f4\u63a5\u64cd\u4f5c ANSI \u8f6c\u4e49\u5e8f\u5217\uff0c\u81ea\u884c\u5b9e\u73b0 cell-level diff \u6e32\u67d3\u3002Claude Code\u3001Codex CLI\u3001Gemini CLI \u7684\u7ec8\u7aef\u5c42\u90fd\u505a\u4e86\u7c7b\u4f3c\u7684\u5de5\u7a0b\u53d6\u820d\u3002<\/p>\n<h3>Prompt caching\uff1a\u5355 session \u91cc\u6700\u5927\u7684\u6210\u672c\u6760\u6746<\/h3>\n<p>\u8bbe\u60f3\u4e00\u4e2a\u5177\u4f53\u573a\u666f\uff1a\u4f60\u5728\u7528\u4e00\u4e2a AI \u7f16\u7a0b\u52a9\u624b\uff0c\u5b83\u7684 system prompt \u6709 8000 \u5b57\uff0c\u91cc\u9762\u5199\u7740\u5de5\u4f5c\u98ce\u683c\u3001\u53ef\u7528\u5de5\u5177\u3001\u5b89\u5168\u89c4\u5219\u3002\u6bcf\u8f93\u5165\u4e00\u53e5\u8bdd\uff0c\u540e\u7aef\u53d1\u7ed9\u6a21\u578b\u7684\u8bf7\u6c42\u90fd\u8981\u5e26\u4e0a\u8fd9 8000 \u5b57 + \u4e4b\u524d\u51e0\u8f6e\u5bf9\u8bdd + \u4f60\u8fd9\u4e00\u53e5\u65b0\u8f93\u5165\u3002<\/p>\n<p>\u95ee\u9898\u662f\uff1a\u8fd9 8000 \u5b57 system prompt \u4ece\u7b2c\u4e00\u8f6e\u5230\u7b2c\u4e09\u5341\u8f6e\u4e00\u5b57\u6ca1\u53d8\u3002\u6a21\u578b\u6bcf\u6536\u5230\u4e00\u6b21\u8bf7\u6c42\u90fd\u8981\u628a\u5b83\u4ece\u5934\u8bfb\u4e00\u904d\u3001\u7b97\u4e00\u904d\uff0c\u7b2c\u4e8c\u8f6e\u3001\u7b2c\u4e09\u8f6e\u505a\u7684\u5de5\u4f5c\u8ddf\u7b2c\u4e00\u8f6e\u5b8c\u5168\u91cd\u590d\uff0c\u8fd9\u90e8\u5206\u91cd\u590d\u8ba1\u7b97\u6700\u7ec8\u4f1a\u6309 input token \u5168\u989d\u7ed3\u7b97\u5230\u7528\u6237\u5934\u4e0a\u3002<\/p>\n<p>Prompt caching \u5c31\u662f\u9488\u5bf9\u8fd9\u79cd\u6d6a\u8d39\u7684\u670d\u52a1\u7aef\u7f13\u5b58\u65b9\u6848\u3002\u7b2c\u4e00\u6b21\u6536\u5230\u8fd9 8000 \u5b57 system prompt \u65f6\uff0c\u4f9b\u5e94\u5546\u628a\u6a21\u578b\u5904\u7406\u5b83\u65f6\u7b97\u51fa\u7684\u4e2d\u95f4\u7ed3\u679c\uff08\u5177\u4f53\u662f Transformer \u6ce8\u610f\u529b\u5c42\u4ea7\u751f\u7684 Key\/Value \u77e9\u9635\uff0c\u884c\u4e1a\u91cc\u7b80\u79f0 K\/V\uff09\u5b58\u8fdb\u7f13\u5b58\uff1b\u4e0b\u4e00\u6b21\u540c\u6837\u7684\u524d\u7f00\u8fdb\u6765\uff0c\u8df3\u8fc7\u8fd9\u6bb5\u8ba1\u7b97\uff0c\u53ea\u7b97\u65b0\u52a0\u7684\u90a3\u53e5\u8bdd\u3002\u8df3\u8fc7\u7684 token \u6309\u547d\u4e2d\u4ef7\u7ed3\u7b97\uff0cAnthropic \/ Google \/ Alibaba \u663e\u5f0f\u7f13\u5b58\u90fd\u5728 input \u4ef7\u683c\u7684 <strong>10%<\/strong> \u5de6\u53f3\uff0cDeepSeek \u66f4\u6fc0\u8fdb\u53ea\u6536 <strong>2%-3%<\/strong>\uff0cMoonshot \u5728 <strong>17%<\/strong> \u4e0a\u4e0b\u2014\u2014\u4e00\u6bb5\u957f system prompt \u5728\u51e0\u5341\u8f6e\u5bf9\u8bdd\u91cc\u53cd\u590d\u590d\u7528\uff0cinput \u8ba1\u8d39\u53ef\u4ee5\u4ece 100% \u538b\u5230 30% \u751a\u81f3\u66f4\u4f4e\uff0c\u8fd9\u662f\u5355\u4e2a session \u91cc\u6700\u5927\u7684\u6210\u672c\u6760\u6746\u3002<\/p>\n<p>\u547d\u4e2d\u89c4\u5219\u4e25\u683c\uff1a<strong>\u524d\u7f00\u5fc5\u987b\u5b57\u8282\u7ea7\u4e00\u81f4<\/strong>\u3002\u5047\u5982\u5728 system prompt \u91cc\u63d2\u5165\u4e00\u6bb5 <code>Current time: 2026-04-26 16:30:42<\/code> \u8fd9\u6837\u7684\u65f6\u95f4\u6233\uff0c\u4f1a\u5bfc\u81f4\u6574\u6bb5\u7f13\u5b58\u4f5c\u5e9f\uff0c\u5df2\u79ef\u7d2f\u7684\u6240\u6709\u5386\u53f2\u524d\u7f00\u4e5f\u8ddf\u7740\u6309 100% \u91cd\u65b0\u8ba1\u8d39\u3002<\/p>\n<p>\u5404\u5bb6\u4f9b\u5e94\u5546\u7684\u63a5\u5165\u534f\u8bae\u5b58\u5728\u5dee\u5f02\uff1a<\/p>\n<ul>\n<li><strong>Anthropic<\/strong>\uff1a\u8bf7\u6c42\u91cc\u663e\u5f0f\u8bbe\u7f6e <code>cache_control<\/code> breakpoint\uff0c\u7f13\u5b58\u547d\u4e2d\u8303\u56f4\u8986\u76d6 breakpoint \u4e4b\u524d\u7684\u5b8c\u6574\u524d\u7f00\u3002<\/li>\n<li><strong>OpenAI \u517c\u5bb9\u7aef\u70b9<\/strong>\uff08DeepSeek \/ Moonshot \/ Alibaba \u7b49\uff09\uff1a\u670d\u52a1\u7aef\u81ea\u52a8\u7ef4\u62a4\u524d\u7f00\u7f13\u5b58\uff0c\u8bc6\u522b\u5230\u7a33\u5b9a\u524d\u7f00\u5373\u81ea\u52a8\u547d\u4e2d\uff08\u4ecd\u6309\u547d\u4e2d\u8d39\u7387\u7ed3\u7b97\uff0c\u53ea\u662f\u4e0d\u9700\u8981\u5728\u8bf7\u6c42\u91cc\u989d\u5916\u58f0\u660e\uff09\u3002<\/li>\n<li><strong>Google<\/strong>\uff1a\u901a\u8fc7\u72ec\u7acb\u7684 <code>cachedContent<\/code> API \u63a5\u5165\uff0c\u6309\u5b58\u50a8\u65f6\u957f\u548c\u547d\u4e2d\u91cf\u5206\u522b\u8ba1\u8d39\u3002<\/li>\n<\/ul>\n<p>\u8de8\u4f9b\u5e94\u5546\u8fd0\u884c\u7684 agent \u9700\u8981\u5728\u8bf7\u6c42\u53d1\u9001\u5c42\u5c4f\u853d\u8fd9\u4e9b\u5dee\u5f02\uff0c\u8ba9\u4e0a\u5c42 agent loop \u4e0d\u5fc5\u611f\u77e5\u5f53\u524d\u5bf9\u63a5\u7684\u662f\u54ea\u4e00\u5bb6\u3002<\/p>\n<p>\u53e6\u4e00\u5904\u5dee\u5f02\u5728\u6700\u5c0f\u7f13\u5b58\u7c92\u5ea6\uff1aAnthropic \u5728 Claude 4.x \u7cfb\u5217\uff08Sonnet 4.5 \/ Opus 4.5 \/ Haiku 4.5\uff09\u4e0a\u628a\u8d77\u7b97\u7ebf\u7edf\u4e00\u63d0\u5230\u4e86 4,096 token\uff0c\u8001\u7248\u672c Claude 3.5 Sonnet \u548c Opus 3 \u662f 1,024\uff0cClaude 3.5 Haiku \u662f 2,048\u3002\u524d\u7f00\u957f\u5ea6\u4e0d\u8fbe\u6807\u5219\u65e0\u6cd5\u5199\u5165\u7f13\u5b58\u3002\u8fd9\u4e00\u7ea6\u675f\u8ba9 system prompt \u7684\u957f\u5ea6\u672c\u8eab\u6210\u4e3a\u4e00\u4e2a\u5de5\u7a0b\u53d6\u820d\u70b9\u2014\u2014\u592a\u77ed\u89e6\u53d1\u4e0d\u4e86\u7f13\u5b58\uff0c\u8fc7\u957f\u5219\u589e\u52a0\u9996\u6b21\u5199\u5165\u6210\u672c\uff08Anthropic \u9ed8\u8ba4 5 \u5206\u949f\u7f13\u5b58\u7684\u5199\u5165\u8d39\u7387\u6bd4\u5e38\u89c4\u8c03\u7528\u9ad8\u7ea6 25%\uff0c\u53ef\u9009\u7684 1 \u5c0f\u65f6\u7f13\u5b58\u9ad8\u7ea6 100%\uff09\u3002<\/p>\n<h3>\u77e5\u8bc6\u4e0e\u8bb0\u5fc6\uff1a\u8de8\u4f1a\u8bdd\u7684\u4e0a\u4e0b\u6587\u5ef6\u7eed<\/h3>\n<p>agent \u9ed8\u8ba4\u662f\u65e0\u72b6\u6001\u7684\u2014\u2014\u6bcf\u6b21\u542f\u52a8\u90fd\u662f\u4e00\u4e2a\u7a7a\u767d\u4f1a\u8bdd\uff0c\u5bf9\u9879\u76ee\u80cc\u666f\u548c\u7528\u6237\u504f\u597d\u4e00\u65e0\u6240\u77e5\u3002\u8981\u8ba9\u5b83\u5728\u957f\u671f\u4f7f\u7528\u4e2d\u6301\u7eed\u7d2f\u79ef\u9879\u76ee\u8ba4\u77e5\uff0c\u9700\u8981\u628a\u8fd9\u4e24\u7c7b\u4fe1\u606f\u4ece\u5355\u6b21 session \u91cc\u62bd\u51fa\u6765\u505a\u6301\u4e45\u5316\u5b58\u50a8\u3002\u5b9e\u9645\u505a\u6cd5\u901a\u5e38\u5206\u4e24\u6761\u7ebf\uff1a\u4e00\u6761\u662f\u5f00\u53d1\u8005\u4e3b\u52a8\u7ef4\u62a4\u7684\u663e\u5f0f\u77e5\u8bc6\uff0c\u53e6\u4e00\u6761\u662f agent \u5728\u540e\u53f0\u81ea\u52a8\u63d0\u70bc\u7684\u9690\u5f0f\u8bb0\u5fc6\u3002<\/p>\n<p><strong>\u663e\u5f0f\u77e5\u8bc6\uff1aAGENTS.md \u7ea6\u5b9a\u3002<\/strong> \u8fd9\u662f\u5f00\u6e90\u793e\u533a\u5728 2025 \u5e74\u9010\u6b65\u5f62\u6210\u7684\u516c\u5f00\u89c4\u8303\uff0c\u76ee\u524d\u7531 Linux Foundation \u4e0b\u7684 Agentic AI Foundation \u6258\u7ba1\uff0c\u5df2\u88ab OpenAI Codex\u3001Cursor\u3001Aider\u3001Windsurf\u3001Devin \u7b49\u591a\u5bb6\u4ea7\u54c1\u539f\u751f\u652f\u6301\u3002\u5f00\u53d1\u8005\u5728\u9879\u76ee\u6839\u76ee\u5f55\u7684 <code>AGENTS.md<\/code> \u91cc\u5199\u660e\u4ee3\u7801\u98ce\u683c\u3001\u6280\u672f\u6808\u3001\u6a21\u5757\u5212\u5206\u3001\u5e38\u7528\u547d\u4ee4\u7b49\u9879\u76ee\u7ea7\u80cc\u666f\uff0cagent \u542f\u52a8\u65f6\u628a\u5b83\u6ce8\u5165\u5230 system prompt \u7684\u56fa\u5b9a\u4f4d\u7f6e\uff0c\u6548\u679c\u4e0a\u7b49\u540c\u4e8e\u8ba9 agent \u5728\u52a8\u624b\u524d\u5148\u8bfb\u4e00\u904d\u9879\u76ee\u8bf4\u660e\u4e66\u3002<\/p>\n<p><strong>\u591a\u5c42\u5408\u5e76\u3002<\/strong> \u5b9e\u9645\u5de5\u7a0b\u91cc\u8fd9\u4e2a\u6ce8\u5165\u8981\u6309\u5c42\u7ea7\u7ec4\u5408\uff1a\u7528\u6237\u4e3b\u76ee\u5f55\u4e0b\u7684\u5168\u5c40\u504f\u597d\uff08\u4e2a\u4eba\u98ce\u683c\uff0c\u8de8\u6240\u6709\u9879\u76ee\u751f\u6548\uff09\u2192 \u9879\u76ee\u6839\u76ee\u5f55\u7684\u56e2\u961f\u7ea6\u5b9a\uff08\u5171\u4eab\u7ed9\u6240\u6709\u534f\u4f5c\u8005\uff09\u2192 \u5b50\u76ee\u5f55\u7684\u5c40\u90e8\u8986\u76d6\uff08monorepo \u91cc\u67d0\u4e2a\u5b50\u5305\u53ef\u4ee5\u5355\u72ec\u8986\u76d6\u7236\u76ee\u5f55\u7684\u8bbe\u7f6e\uff09\uff0c\u5b50\u5c42\u7ea7\u4f18\u5148\u7ea7\u9ad8\u4e8e\u7236\u5c42\u7ea7\u3002\u518d\u989d\u5916\u52a0\u4e00\u5c42 <code>.local<\/code> \u6587\u4ef6\uff08\u88ab <code>.gitignore<\/code> \u6392\u9664\uff09\u627f\u8f7d\u4e2a\u4eba\u5728\u672c\u4ed3\u5e93\u7684\u79c1\u6709\u504f\u597d\uff0c\u4e0d\u6c61\u67d3\u56e2\u961f\u5171\u4eab\u914d\u7f6e\u3002\u540c\u4e00\u4efd agent \u5b9e\u73b0\u5728\u4e0d\u540c\u9879\u76ee\u3001\u4e0d\u540c\u5f00\u53d1\u8005\u624b\u4e0a\u80fd\u5448\u73b0\u51fa\u5b8c\u5168\u4e0d\u540c\u7684\u5de5\u4f5c\u65b9\u5f0f\uff0c\u4e0d\u9700\u8981\u6bcf\u6b21\u542f\u52a8\u65f6\u91cd\u65b0\u58f0\u660e\u4e0a\u4e0b\u6587\u3002<\/p>\n<p><strong>\u81ea\u52a8\u8bb0\u5fc6\uff1a\u540e\u53f0 extractor\u3002<\/strong> \u6bcf\u8f6e\u5bf9\u8bdd\u7ed3\u675f\u540e\uff0c\u540e\u53f0\u8dd1\u4e00\u4e2a\u8f7b\u91cf\u63d0\u53d6\u5668\uff0c\u4ece\u5bf9\u8bdd\u5185\u5bb9\u91cc\u8bc6\u522b\u53ef\u590d\u7528\u7684\u4e8b\u5b9e\u5e76\u6309\u7c7b\u522b\u5f52\u6863\u3002\u5e38\u89c1\u7684\u5206\u7c7b\u7ef4\u5ea6\u5305\u62ec\u7528\u6237\u504f\u597d\uff08\u300c\u6ce8\u91ca\u5199\u7b80\u7565\u4e00\u70b9\u300d\uff09\u3001\u9879\u76ee\u80cc\u666f\uff08\u300c\u8fd9\u4e2a\u4ed3\u5e93\u7528 vitest \u8dd1\u6d4b\u8bd5\u300d\uff09\u3001\u534f\u4f5c\u4e60\u60ef\uff08\u300c\u6d89\u53ca\u6570\u636e\u5e93\u6539\u52a8\u524d\u5148\u8ba9\u6211\u786e\u8ba4\u300d\uff09\u3001\u5916\u90e8\u5f15\u7528\uff08\u300c\u76d1\u63a7\u9762\u677f\u5728 grafana.internal\/&#8230;\u300d\uff09\u7b49\u3002\u63d0\u53d6\u51fa\u6765\u7684\u6761\u76ee\u6309\u4e00\u5b9a\u7684\u683c\u5f0f\u6301\u4e45\u5316\u5230\u672c\u5730\u5b58\u50a8\uff0c\u4e0b\u6b21\u542f\u52a8\u65f6\u8ddf\u663e\u5f0f\u77e5\u8bc6\u4e00\u8d77\u6ce8\u5165 system prompt\u3002<\/p>\n<p>\u4e24\u5957\u673a\u5236\u914d\u5408\u4f7f\u7528\u4e4b\u540e\uff0cagent \u5728\u540c\u4e00\u4e2a\u9879\u76ee\u4e0a\u8dd1\u5f97\u8d8a\u4e45\uff0c\u5bf9\u9879\u76ee\u7ed3\u6784\u548c\u7528\u6237\u4e60\u60ef\u7684\u4e86\u89e3\u5c31\u8d8a\u51c6\u786e\u3002\u90a3\u4e9b\u8ba9\u4eba\u611f\u89c9\u7e41\u7410\u7684\u4e8b\u60c5\u2014\u2014\u53cd\u590d\u95ee\u5df2\u7ecf\u8bf4\u8fc7\u7684\u80cc\u666f\u3001\u518d\u6b21\u5efa\u8bae\u5df2\u7ecf\u88ab\u5426\u51b3\u8fc7\u7684\u65b9\u6848\u2014\u2014\u4f1a\u968f\u7740\u4f7f\u7528\u65f6\u95f4\u62c9\u957f\u9010\u6e10\u6d88\u5931\u3002<\/p>\n<h3>\u751f\u4ea7\u5316\u62a4\u680f<\/h3>\n<p>\u6700\u540e\u4e00\u7ec4\u662f\u51b3\u5b9a agent \u4e0a\u751f\u4ea7\u73af\u5883\u540e\u80fd\u4e0d\u80fd\u7a33\u5b9a\u8fd0\u884c\u7684\u62a4\u680f\u673a\u5236\u3002\u4e0b\u9762\u4e09\u9053\u5206\u522b\u5bf9\u5e94\u4e09\u7c7b\u5178\u578b\u6545\u969c\u2014\u2014\u8bef\u5220\u6587\u4ef6\u3001token \u6210\u672c\u5931\u63a7\u3001\u5bf9\u8bdd\u9677\u5165\u6b7b\u5faa\u73af\u3002<\/p>\n<p><strong>\u6743\u9650\u6a21\u578b\u3002<\/strong> \u6838\u5fc3\u601d\u8def\u662f\u628a\u8bfb\u548c\u5199\u5206\u5f00\u7ba1\u63a7\u3002\u4e00\u79cd\u5e38\u89c1\u7684\u4e09\u6863\u8bbe\u8ba1\u662f\uff1a<code>default<\/code>\uff08\u8bfb\u64cd\u4f5c\u76f4\u63a5\u653e\u884c\u3001\u5199\u64cd\u4f5c\u5f39\u786e\u8ba4\u5bf9\u8bdd\u6846\uff09\u3001<code>plan<\/code>\uff08\u5f3a\u5236\u53ea\u8bfb\uff0cagent \u53ea\u80fd\u63a2\u7d22\u4ee3\u7801\u3001\u4ea7\u51fa\u65b9\u6848\uff0c\u6240\u6709\u5199\u64cd\u4f5c\u5b8c\u5168\u7981\u7528\uff09\u3001<code>acceptEdits<\/code>\uff08\u4fe1\u4efb\u6a21\u5f0f\uff0c\u6240\u6709\u5199\u64cd\u4f5c\u81ea\u52a8\u653e\u884c\u4e0d\u518d\u786e\u8ba4\uff09\u3002<code>plan<\/code> \u8fd9\u4e00\u6863\u5bf9\u5e94\u7684\u5de5\u4f5c\u6d41\u662f\u300c\u63a2\u7d22 \u2192 \u51fa\u65b9\u6848 \u2192 \u7528\u6237\u5ba1\u6279 \u2192 \u6267\u884c\u300d\uff0c\u628a\u6a21\u578b\u7684\u4e0d\u786e\u5b9a\u6027\u6321\u5728\u5199\u64cd\u4f5c\u4e4b\u524d\u3002<\/p>\n<p><strong>\u4e0a\u4e0b\u6587\u538b\u7f29\u3002<\/strong> context \u5360\u7528\u5728\u591a\u8f6e\u5bf9\u8bdd\u91cc\u4f1a\u6301\u7eed\u7d2f\u79ef\uff0c\u6ea2\u51fa\u4e4b\u524d\u5fc5\u987b\u4e3b\u52a8\u7ba1\u7406\u3002\u4e00\u79cd\u5e38\u89c1\u7684\u5206\u7ea7\u505a\u6cd5\u662f\uff1a<\/p>\n<ul>\n<li>\u8f7b\u91cf\u538b\u7f29\uff1aO(n) \u9884\u6e05\u7406\uff0c\u5220\u9664\u4e00\u4e9b\u5df2\u7ecf\u4e0d\u518d\u627f\u8f7d\u4fe1\u606f\u7684\u4e2d\u95f4\u6d88\u606f\uff08\u4f8b\u5982\u88ab\u622a\u65ad\u540e\u53ea\u5269\u5916\u58f3\u7684\u5de5\u5177\u7ed3\u679c\uff09\u3002<\/li>\n<li>\u4e3b\u52a8\u538b\u7f29\uff1acontext \u5360\u7528\u5230 70-80% \u65f6\uff0c\u628a\u65e7\u8f6e\u5bf9\u8bdd\u5408\u5e76\u6210\u4e00\u6bb5\u6458\u8981\uff0c\u817e\u51fa\u7a7a\u95f4\u7ee7\u7eed\u3002<\/li>\n<li>\u7d27\u6025\u538b\u7f29\uff1acontext \u5373\u5c06\u6ea2\u51fa\u65f6\u5f3a\u5236\u622a\u65ad\u65e7\u6d88\u606f\u3002<\/li>\n<li>\u624b\u52a8 <code>\/compact<\/code>\uff1a\u7528\u6237\u5728\u5408\u9002\u7684\u5bf9\u8bdd\u8282\u70b9\u4e3b\u52a8\u89e6\u53d1\u3002<\/li>\n<\/ul>\n<p>\u6bcf\u4e00\u7ea7\u89e6\u53d1\u7684\u9608\u503c\u3001\u4fdd\u7559\u8303\u56f4\u3001\u5bf9 prompt cache \u547d\u4e2d\u7684\u5f71\u54cd\u90fd\u8981\u7cbe\u7ec6\u8bbe\u8ba1\u2014\u2014\u4e00\u6b21\u8fc7\u65e9\u7684\u4e3b\u52a8\u538b\u7f29\u4f1a\u8ba9\u672c\u53ef\u4ee5\u547d\u4e2d\u7684 cache \u5931\u6548\uff0c\u53cd\u800c\u52a0\u91cd token \u6210\u672c\u3002\u8fd9\u91cc\u8fd8\u6709\u4e00\u9053\u9690\u6027\u7ea6\u675f\uff1a\u88ab\u538b\u7f29\u8fdb\u6458\u8981\u7684 <code>tool_call<\/code> \/ <code>tool_result<\/code> \u5fc5\u987b\u914d\u5bf9\u6e05\u7406\u5e72\u51c0\uff0c\u5426\u5219\u4e0b\u4e00\u8f6e\u8bf7\u6c42\u91cc\u51fa\u73b0\u4e00\u4e2a\u5b64\u7acb\u7684 <code>tool_call<\/code> \u5f15\u7528\uff0c\u4f9b\u5e94\u5546\u4f1a\u76f4\u63a5\u4ee5 4xx \u62d2\u7edd\u3002<\/p>\n<p><strong>Loop guard\u3002<\/strong> \u6a21\u578b\u9677\u5165\u6b7b\u5faa\u73af\u662f\u771f\u5b9e\u53d1\u751f\u7684\u6545\u969c\uff0c\u4e0d\u662f\u5047\u8bbe\u573a\u666f\u3002\u4e00\u4e2a\u5178\u578b\u573a\u666f\u662f PowerShell \u4e0b\u7684 shell \u547d\u4ee4\u5f15\u53f7\u8f6c\u4e49\u95ee\u9898\u2014\u2014\u6a21\u578b\u8bd5\u4e00\u904d\u5931\u8d25\uff0c\u8bfb\u4e86 stderr \u4e4b\u540e\u91cd\u8bd5\u540c\u6837\u7684\u547d\u4ee4\uff0c\u53c8\u5931\u8d25\uff0c\u518d\u8bfb stderr \u518d\u91cd\u8bd5 \u2026\u2026 \u6bcf\u4e00\u8f6e\u90fd\u6d88\u8017 token\u3001\u5360\u7528 context\uff0c\u6c38\u8fdc\u62ff\u4e0d\u5230\u6b63\u786e\u7b54\u6848\u3002\u5f53\u524d LLM \u5728\u81ea\u56de\u5f52\u751f\u6210 + \u4f4e\u6e29\u5ea6\u91c7\u6837\u4e0b\u5bb9\u6613\u9677\u8fdb\u8fd9\u79cd\u5faa\u73af\uff1aprompt \u91cc\u53cd\u590d\u51fa\u73b0\u300c\u8c03 X \u5931\u8d25 \u2192 \u6211\u518d\u8c03 X\u300d\u4f1a\u5f3a\u5316\u300c\u8c03 X\u300d\u8fd9\u4e2a pattern\uff0c\u800c\u6a21\u578b\u672c\u8eab\u6ca1\u6709\u5143\u8ba4\u77e5\uff0c\u5e76\u4e0d\u77e5\u9053\u81ea\u5df1\u4e0a\u4e00\u8f6e\u505a\u7684\u662f\u540c\u4e00\u4ef6\u4e8b\u3002<\/p>\n<p>\u5de5\u7a0b\u4e0a\u7684\u5e94\u5bf9\u662f\u7ed9\u6bcf\u6b21\u5de5\u5177\u8c03\u7528\u7b97\u4e00\u4e2a\u7a33\u5b9a\u7684\u6307\u7eb9\uff08\u5178\u578b\u505a\u6cd5\u662f\u5bf9\u5de5\u5177\u540d\u548c\u53c2\u6570\u505a\u54c8\u5e0c\uff09\uff0c\u8ffd\u52a0\u5230\u4e00\u4e2a\u56fa\u5b9a\u7684\u6ed1\u52a8\u7a97\u53e3\u91cc\u3002\u6bcf\u6b21\u65b0\u8c03\u7528\u8fdb\u6765\uff0c\u6570\u4e00\u904d\u7a97\u53e3\u91cc\u540c\u6307\u7eb9\u51fa\u73b0\u7684\u6b21\u6570\uff0c\u8fbe\u5230\u4e0d\u540c\u9608\u503c\u89e6\u53d1\u4e0d\u540c\u52a8\u4f5c\u3002\u5e38\u89c1\u7684\u53cc\u9608\u503c\u8bbe\u8ba1\u662f\uff1a\u8f6f\u9608\u503c\uff08\u6bd4\u5982 3 \u6b21\uff09\u6ce8\u5165\u4e00\u6761\u5408\u6210 <code>tool-result<\/code>\u300c\u8fd9\u4e2a\u8c03\u7528\u5df2\u7ecf\u5931\u8d25\u8fc7\u591a\u6b21\uff0c\u6362\u6761\u601d\u8def\u300d\uff0c\u8ba9\u6a21\u578b\u5728 prompt \u5c42\u9762\u81ea\u5df1\u9009\u62e9\u6362\u6761\u8def\u5f84\uff1b\u786c\u9608\u503c\uff08\u6bd4\u5982 5 \u6b21\uff09\u624d\u5f39\u5bf9\u8bdd\u6846\u4e2d\u65ad\u6d41\u7a0b\uff0c\u7531\u7528\u6237\u63a5\u7ba1\u51b3\u7b56\u3002\u53cc\u9608\u503c\u7ed9\u6a21\u578b\u7559\u4e00\u6b21\u81ea\u6211\u7ea0\u6b63\u7684\u673a\u4f1a\uff0c\u907f\u514d\u4e00\u6b21\u91cd\u590d\u5c31\u786c\u5207\u6253\u65ad\u7528\u6237\u4f53\u9a8c\u3002<\/p>\n<p>\u5408\u6210\u6d88\u606f\u672c\u8eab\u7684\u63aa\u8f9e\u4e5f\u662f\u63d0\u793a\u8bcd\u5de5\u7a0b\u2014\u2014\u540c\u6837\u8868\u8fbe\u300c\u6362\u6761\u601d\u8def\u300d\uff0c\u63aa\u8f9e\u5230\u4e0d\u5230\u4f4d\u51b3\u5b9a\u6a21\u578b\u662f\u7ee7\u7eed\u786c\u8bd5\u540c\u6837\u7684\u53c2\u6570\uff0c\u8fd8\u662f\u771f\u6b63\u6362\u4e00\u6761\u8def\u5f84\u3002<\/p>\n<p>\u8fd9\u4e09\u9053\u62a4\u680f\u5206\u522b\u5bf9\u5e94\u4e00\u7c7b\u5178\u578b\u6545\u969c\uff1a\u8bef\u5220\u6587\u4ef6\u3001token \u6210\u672c\u5931\u63a7\u3001\u5bf9\u8bdd\u9677\u5165\u6b7b\u5faa\u73af\u3002\u751f\u4ea7\u7ea7 agent \u4e09\u9879\u7f3a\u4e00\u4e0d\u53ef\u3002<\/p>\n<h2>\u516d\u3001\u6574\u4f53\u5de5\u7a0b\u91cf<\/h2>\n<p>\u56de\u5934\u770b\u6574\u5f20\u6e05\u5355\uff1a<\/p>\n<pre><code class=\"text\">50 \u884c hello-agent\n  \u2192 agent loop \u5f15\u64ce\uff08\u9519\u8bef\u5206\u7c7b \/ \u6d41\u5f0f\u5206\u53d1 \/ \u914d\u5bf9\u4fee\u590d\uff09\n  \u2192 \u5de5\u5177\u7cfb\u7edf\uff0810+ \u5de5\u5177 + \u7c92\u5ea6\u8bbe\u8ba1 + \u622a\u65ad\u7b56\u7565 + abort \u4f20\u9012\uff09\n  \u2192 \u5b50 agent\uff08\u72ec\u7acb context + \u5de5\u5177\u767d\u540d\u5355 + abort \u7ea7\u8054\uff09\n  \u2192 \u7ec8\u7aef UI\uff08cell-level diff + \u6d41\u5f0f + Markdown + \u8de8\u7ec8\u7aef\u517c\u5bb9\uff09\n  \u2192 \u6743\u9650\u6a21\u578b\uff08\u4e09\u6863 + plan mode \u72b6\u6001\u673a\uff09\n  \u2192 \u4e0a\u4e0b\u6587\u538b\u7f29\uff08\u4e09\u7ea7 + cache \u547d\u4e2d\u4fdd\u62a4\uff09\n  \u2192 Loop guard\uff08\u6307\u7eb9\u68c0\u6d4b + \u5408\u6210\u6d88\u606f\uff09\n  \u2192 \u77e5\u8bc6\u4e0e\u8bb0\u5fc6\uff08AGENTS.md \u591a\u5c42\u5408\u5e76 + auto-memory\uff09\n  \u2192 \u4f1a\u8bdd\u6301\u4e45\u5316\uff08JSONL transcript + \/resume\uff09\n  \u2192 \u601d\u8003\u6a21\u5f0f\u62bd\u8c61 \/ \u591a\u6a21\u6001\u9644\u4ef6 \/ Plan Mode \u72b6\u6001\u673a \/ ...<\/code><\/pre>\n<p>\u8fd9\u5c31\u662f\u4ece\u4e00\u4e2a 50 \u884c demo \u5230\u4e00\u4e2a\u80fd\u5728\u771f\u5b9e\u5de5\u4f5c\u6d41\u91cc\u8dd1\u8d77\u6765\u7684 AI CLI \u4e4b\u95f4\u9700\u8981\u8865\u9f50\u7684\u5de5\u7a0b\u7f3a\u53e3\u3002\u6838\u5fc3\u4ee3\u7801\u91cf\u5728\u4e24\u4e07\u884c TypeScript \u91cf\u7ea7\u3002\u5bf9\u6bd4\u4e00\u4e2a\u6210\u719f IDE \u6216\u4e00\u5957\u4e91\u539f\u751f\u5e73\u53f0\uff0c\u8fd9\u4e2a\u4f53\u91cf\u5e76\u4e0d\u5927\u2014\u2014\u4e00\u4f4d\u6709\u7ecf\u9a8c\u7684\u5de5\u7a0b\u5e08\u5e26 3-5 \u4eba\u7684\u5c0f\u56e2\u961f\uff0c\u51e0\u4e2a\u6708\u53ef\u4ee5\u505a\u51fa\u7b2c\u4e00\u7248\u80fd\u7528\u7684\u4ea7\u54c1\u3002<\/p>\n<p>\u4e24\u4e07\u884c\u7684\u5de5\u4f5c\u91cf\u5206\u5e03\u5e76\u4e0d\u5747\u5300\u3002\u4ee5\u6211\u4eec\u505a\u7684\u8fd9\u4e2a\u5f00\u6e90\u5b9e\u73b0\u4e3a\u53c2\u8003\uff1aAgent loop \u672c\u4f53\u52a0\u9519\u8bef\u6062\u590d\u5728 1,000 \u884c\u91cf\u7ea7\uff1b\u5de5\u5177\u7cfb\u7edf\u548c\u5177\u4f53\u5de5\u5177\u5b9e\u73b0\u5408\u8d77\u6765 3,000-4,000 \u884c\uff1b\u7ec8\u7aef UI\uff08cell-level diff\u3001Markdown \u6e32\u67d3\u3001\u8de8\u7ec8\u7aef\u517c\u5bb9\u3001\u6d41\u5f0f\u8f93\u51fa\u8282\u6d41\uff09\u5355\u72ec\u5360 2,000-3,000 \u884c\uff0c\u662f\u591a\u6570\u5b9e\u73b0\u91cc\u88ab\u4e25\u91cd\u4f4e\u4f30\u7684\u4e00\u5757\u3002\u5269\u4e0b\u7684\u4e0a\u4e0b\u6587\u538b\u7f29\u3001\u6743\u9650\u6a21\u578b\u3001loop guard\u3001\u77e5\u8bc6\u7cfb\u7edf\u3001\u5b50 agent\u3001\u4f1a\u8bdd\u6301\u4e45\u5316\u5404\u81ea\u76f8\u5bf9\u72ec\u7acb\uff0c\u4f46\u90fd\u8981\u5728\u4e3b\u5faa\u73af\u4e0a\u6302\u8f7d\u660e\u786e\u7684\u5bf9\u63a5\u70b9\u3002<\/p>\n<p>2025 \u5e74\u5f00\u59cb\u8fdb\u5165\u8fd9\u6761\u8d5b\u9053\u7684\u5c0f\u56e2\u961f\u660e\u663e\u589e\u591a\u2014\u2014\u6a21\u578b\u5c42\u7684\u6838\u5fc3\u80fd\u529b\u5df2\u7ecf\u591f\u4e86\uff0c\u5269\u4e0b\u7684\u74f6\u9888\u57fa\u672c\u90fd\u5728\u5de5\u7a0b\u5c42\u3002\u8fd9\u4e00\u5c42\u7684\u6210\u719f\u5ea6\u8fd8\u5728\u5feb\u901f\u8fed\u4ee3\uff0c\u6bd4\u5982 AGENTS.md \u8fd9\u79cd\u8de8\u4ea7\u54c1\u7684\u793e\u533a\u7ea6\u5b9a\u5c31\u662f 2025 \u5e74\u624d\u7a33\u5b9a\u4e0b\u6765\u7684\uff0c\u518d\u5f80\u524d\u4e00\u5e74\u5404\u5bb6\u5382\u5546\u8fd8\u5404\u81ea\u7528 <code>CLAUDE.md<\/code> \/ <code>.cursorrules<\/code> \/ <code>.aider.conf.yml<\/code> \u8fd9\u4e9b\u547d\u540d\uff0c\u4e92\u4e0d\u517c\u5bb9\u3002<\/p>\n<h2>\u4e03\u3001\u5982\u679c\u4f60\u60f3\u81ea\u5df1\u52a8\u624b<\/h2>\n<p>\u5982\u679c\u4f60\u4e5f\u60f3\u81ea\u5df1\u9020\u4e00\u4e2a agent CLI\uff1a<\/p>\n<p><strong>\u5148\u628a hello-agent \u8dd1\u8d77\u6765\u3002<\/strong> demo \u4ee3\u7801\u653e\u5728 <a href=\"https:\/\/link.segmentfault.com\/?enc=70GeL5%2F%2FnQuefKZWAYfU7w%3D%3D.gn3RN8mnTAZeUWPsqY5ZSF1K97phWaA3VmNc%2FqafjEFXniFJxn0zqtSoJF2JBpZi\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">github.com\/woai3c\/hello-agent<\/a>\u3002\u4eb2\u624b\u8dd1\u4e00\u904d\u5c31\u80fd\u770b\u6e05 agent \u7684\u6838\u5fc3\u7ed3\u6784\u2014\u2014\u4e00\u4e2a while \u5faa\u73af\u3001\u4e00\u7ec4\u5de5\u5177\uff0c\u6a21\u578b\u81ea\u5df1\u51b3\u5b9a\u8c03\u4ec0\u4e48\u3001\u8c03\u51e0\u6b21\u3001\u4ec0\u4e48\u65f6\u5019\u505c\u4e0b\u6765\u56de\u7b54\u3002\u672c\u6587\u8ba8\u8bba\u7684\u6240\u6709\u5de5\u7a0b\u95ee\u9898\uff0c\u90fd\u662f\u5728\u8fd9\u4e2a\u6700\u5c0f\u5faa\u73af\u5916\u9762\u4e00\u5c42\u4e00\u5c42\u52a0\u51fa\u6765\u7684\u3002<\/p>\n<p><strong>\u6311\u4e00\u4e2a\u4f60\u6700\u5173\u5fc3\u7684\u95ee\u9898\u6df1\u5165\u3002<\/strong> \u4e0d\u5fc5\u4ece\u5934\u8bfb\u5230\u5c3e\uff0c\u627e\u4e00\u4e2a\u6700\u5177\u4f53\u7684\u95ee\u9898\u5148\u5207\u8fdb\u53bb\u3002\u5982\u679c\u4f60\u6700\u5173\u5fc3\u6a21\u578b\u7684\u8fb9\u754c\u5728\u54ea\u91cc\uff0c\u5c31\u4ece agent loop \u5f15\u64ce\u548c\u5de5\u5177\u7c92\u5ea6\u5165\u624b\uff1b\u5982\u679c\u6700\u62c5\u5fc3 agent \u5931\u63a7\uff08\u8bef\u5220\u6587\u4ef6\u3001token \u8d26\u5355\u7206\u70b8\uff09\uff0c\u5c31\u4ece\u6743\u9650\u6a21\u578b\u548c loop guard \u5165\u624b\u3002<\/p>\n<p><strong>\u8bfb\u771f\u5b9e\u7684\u5f00\u6e90\u5b9e\u73b0\u3002<\/strong> Aider\u3001OpenHands \u90fd\u5f00\u6e90\uff0c\u6bcf\u5bb6\u5728 UI\u3001\u5de5\u5177\u96c6\u3001\u5de5\u4f5c\u6d41\u4e0a\u7684\u53d6\u820d\u4e0d\u4e00\u6837\uff0c\u5bf9\u7167\u7740\u8bfb\u6e90\u7801\u80fd\u770b\u51fa\u4e0d\u540c\u8bbe\u8ba1\u601d\u8def\u3002\u63d0\u9192\u4e00\u53e5\uff1a\u8fd9\u4e9b\u9879\u76ee\u4ee3\u7801\u91cf\u5728\u6570\u4e07\u884c\u7ea7\u522b\uff0cUI\u3001\u5de5\u5177\u3001\u914d\u7f6e\u5c42\u4e92\u76f8\u7275\u626f\uff0c\u5efa\u8bae\u5148\u9009\u597d\u4e00\u4e2a\u5177\u4f53\u95ee\u9898\uff08\u6bd4\u5982\u300cEsc \u662f\u600e\u4e48\u628a shell \u5b50\u8fdb\u7a0b\u4e00\u5e76\u6740\u6389\u7684\u300d\uff09\uff0c\u987a\u7740\u8fd9\u6761\u4e3b\u7ebf\u4ece\u7528\u6237\u8f93\u5165\u4e00\u8def\u8bfb\u5230\u5b50\u8fdb\u7a0b\u9000\u51fa\uff0c\u8bfb\u5b8c\u518d\u6362\u4e0b\u4e00\u4e2a\u95ee\u9898\u3002\u6bd4\u4ece <code>main<\/code> \u51fd\u6570\u4e00\u884c\u884c\u8bfb\u4e0b\u53bb\u9ad8\u6548\u5f97\u591a\u3002<\/p>\n<p>\u60f3\u770b\u6bcf\u4e2a\u673a\u5236\u5728\u4ee3\u7801\u91cc\u5177\u4f53\u600e\u4e48\u843d\u5730\uff0c\u53ef\u4ee5\u770b\u6211\u5199\u7684\u4e00\u672c\u5c0f\u518c\uff1a<a href=\"https:\/\/link.segmentfault.com\/?enc=j4dsNhKBhs3o%2FOtwdVZE9g%3D%3D.I5pGKUMi2Q80Z72A%2F0KgTl3uA8k07PN4M5CceXM7%2B5y0cg%2B9mZbC6ECw7%2F61KVgz\" rel=\"nofollow noopener noreferrer\" target=\"_blank\"><strong>\u300a\u4ece\u96f6\u6253\u9020\u4e00\u4e2a AI Agent CLI\u300b<\/strong><\/a>\u3002\u8fd9\u672c\u4e66\u4ee5\u5f00\u6e90\u9879\u76ee <a href=\"https:\/\/link.segmentfault.com\/?enc=rvutTD0r7i1Qimdhw1jKdQ%3D%3D.4d9Nllr8EZSe5TP8%2BHTj4t1dTxtdAOYr6wFFDdGenjey6hV01Fn9Uzboga26QT5Z\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">X-Code CLI<\/a> \u4e3a\u4e3b\u7ebf\uff0c\u6309\u672c\u6587\u300c\u63d0\u793a\u8bcd\u5de5\u7a0b \/ \u4e0a\u4e0b\u6587\u5de5\u7a0b \/ \u9a7e\u9a6d\u5de5\u7a0b\u300d\u7684\u5206\u6cd5\u9010\u8282\u5c55\u5f00\u3002\u672c\u6587\u53d7\u7bc7\u5e45\u6240\u9650\u53ea\u80fd\u8bb2\u5230\u673a\u5236\u5c42\uff0c\u4e66\u91cc\u5219\u628a\u6bcf\u4e2a\u673a\u5236\u5177\u4f53\u600e\u4e48\u5728\u4ee3\u7801\u91cc\u843d\u5730\u5c55\u5f00\u6765\u8bb2\u2014\u2014agent loop \u5f15\u64ce\u3001cell-level diff \u6e32\u67d3\u3001\u5b50 agent \u4e0a\u4e0b\u6587\u9694\u79bb\u3001loop guard \u6307\u7eb9\u7b97\u6cd5\u3001AGENTS.md \u591a\u5c42\u5408\u5e76\u90fd\u5404\u5360\u4e00\u8282\u3002<\/p>\n<h2>\u53c2\u8003\u8d44\u6599<\/h2>\n<ul>\n<li>Vercel AI SDK \u6587\u6863\uff08<code>streamText<\/code> \/ <code>tool<\/code> \/ <code>stepCountIs<\/code>\uff09\uff1a<a href=\"https:\/\/link.segmentfault.com\/?enc=Ot2ZcuuTI076nJdspnuGsg%3D%3D.7LpvB8RRNW0usulvhxKJXIXvRORRbHjKRrs1W98KfozXO%2FfdnHCYrFUAI1g19MYexJYqL39MGdNbNerYC%2BN%2Few%3D%3D\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">ai-sdk.dev\/docs\/reference\/ai-sdk-core\/step-count-is<\/a><\/li>\n<li>DeepSeek \u5f00\u653e\u5e73\u53f0\uff1a<a href=\"https:\/\/link.segmentfault.com\/?enc=9wuKijgk1dDV41d6BF0%2B7g%3D%3D.nq1jfaDN5XJ8GkQjtIu%2F52Q%2Bfpez%2B6A17CvtlNj0MWA%3D\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">platform.deepseek.com<\/a><\/li>\n<li>Liu et al, <em>Lost in the Middle: How Language Models Use Long Contexts<\/em>\uff082023\uff09\uff1a<a href=\"https:\/\/link.segmentfault.com\/?enc=%2BZzB3w1HJtwiMmScgu%2F9Tg%3D%3D.QxO6%2Bv5CgC%2Fa0WKzy3%2BmJIt4ggVU3WGkgkPMGJUNsMCQN1oDd4phSQPvs3oZtrj5\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">arxiv.org\/abs\/2307.03172<\/a><\/li>\n<li>Anthropic \u5de5\u7a0b\u535a\u5ba2 \u00b7 <em>Effective context engineering for AI agents<\/em>\uff1a<a href=\"https:\/\/link.segmentfault.com\/?enc=y3QT4y53DjCGItKgD54muw%3D%3D.boQpVQ0NtwYIwKSQBp0QjpsBe%2F2oFf2Vxn4cq6Q33siPiiRdtyFMjg5nZqt1arPPMiHM1YKDFs6us2cLfmTWUXPESpCuZrnv%2FENfp0OpStCrnA%2BYHe2Xs5Ea4ukMpCnD\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">anthropic.com\/engineering\/effective-context-engineering-for-ai-agents<\/a><\/li>\n<li>Anthropic \u5de5\u7a0b\u535a\u5ba2 \u00b7 <em>Building Effective Agents<\/em>\uff1a<a href=\"https:\/\/link.segmentfault.com\/?enc=4VBgvUAjZxRSLklsaeuKDA%3D%3D.%2FswjqMP8gjWS3Ypd8LbyN8hXbUUj4kMm%2BVr0QRXd7uQxi%2BnSnid%2F8%2BrmKDgTJakDBygb7hFJ0FREddhUrmMahg%3D%3D\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">anthropic.com\/engineering\/building-effective-agents<\/a><\/li>\n<li>Tobi L\u00fctke \u5173\u4e8e context engineering \u7684\u63a8\u6587\uff082025-06-19\uff09\uff1a<a href=\"https:\/\/link.segmentfault.com\/?enc=2BzbykMrcUCGZwKcS%2FCLPw%3D%3D.ErGHuidPOhJoifwHz6freW2nswfqnQtRzBmnGSnvSlgUgynuafrSZfPWljcTjssb\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">x.com\/tobi\/status\/1935533422589399127<\/a><\/li>\n<li>Andrej Karpathy \u8ddf\u8fdb context engineering \u7684\u63a8\u6587\uff082025-06-25\uff09\uff1a<a href=\"https:\/\/link.segmentfault.com\/?enc=FuORTC%2F2VNYq%2BhDZiRwcSw%3D%3D.cBAVXYbwP3qZiKXS6bzHR3BZbbn%2FI6s7DEMpq%2Bl%2FfF1PYAfK2H2gIQFup67yRSAcViuPWUv1yJw9rSuOoorsLg%3D%3D\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">x.com\/karpathy\/status\/1937902205765607626<\/a><\/li>\n<li>Mitchell Hashimoto \u00b7 <em>My AI Adoption Journey<\/em>\uff082026-02-05\uff0cHarness Engineering \u672f\u8bed\u9996\u6b21\u63d0\u51fa\uff09\uff1a<a href=\"https:\/\/link.segmentfault.com\/?enc=CLJPaOrboz2anAqKoUkzVw%3D%3D.ctyD7i8eOSIFKzpMylBj%2BAZoetiWI2zejKLCPMaHRVHE8J1Jp2VQ6dCCC2lFR0bG9vW4w1%2BjwDp1pxvvFUFK3g%3D%3D\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">mitchellh.com\/writing\/my-ai-adoption-journey<\/a><\/li>\n<li>METR \u00b7 <em>Measuring AI Ability to Complete Long Software Tasks<\/em>\uff082025\uff09\uff1a<a href=\"https:\/\/link.segmentfault.com\/?enc=wGB%2F94Q7jSOnGJOBCu%2BuTQ%3D%3D.T2hWW2wHDpHDy2aujoVmNb0SSPvljOaK9TUkVT9iNSRLZCU909zW0sJxpQFvrUDR\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">arxiv.org\/abs\/2503.14499<\/a><\/li>\n<li>Wei et al, <em>Chain-of-Thought Prompting Elicits Reasoning in Large Language Models<\/em>\uff082022\uff09\uff1a<a href=\"https:\/\/link.segmentfault.com\/?enc=Idl3tZiV7YwaTfUlhHwdqg%3D%3D.sNMSrxgFtau9Vi4wz2P9i3%2F9YdGRC%2Bmg9hH04OtgJIwgtEBuzaBrvW2ri7MDUH5p\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">arxiv.org\/abs\/2201.11903<\/a><\/li>\n<li>Wang et al, <em>Self-Consistency Improves Chain of Thought Reasoning<\/em>\uff082022\uff09\uff1a<a href=\"https:\/\/link.segmentfault.com\/?enc=CFKBDkmZ2lB3qPc7qAsr5g%3D%3D.fIpFafoeWeLYFD%2FrgZxs2XmkVjDfWbDMFy7ZRE2usLNc7ExAXsUMzMS3%2FZR7yg36\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">arxiv.org\/abs\/2203.11171<\/a><\/li>\n<li>Yao et al, <em>ReAct: Synergizing Reasoning and Acting in Language Models<\/em>\uff082022\uff09\uff1a<a href=\"https:\/\/link.segmentfault.com\/?enc=bKRMcJfqBkMafxlsaMm3Kg%3D%3D.qpm8es%2FhT%2FOqvBPeAB8OhyJppEWY4PtozmzuBboLoBAg0OqIuvZUexFDckoOgd4f\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">arxiv.org\/abs\/2210.03629<\/a><\/li>\n<li>Yao et al, <em>Tree of Thoughts: Deliberate Problem Solving with Large Language Models<\/em>\uff082023\uff09\uff1a<a href=\"https:\/\/link.segmentfault.com\/?enc=nUfUs%2FmcuH7RtzwPoORjlA%3D%3D.C7Wa%2F5ql1nDlJ3%2F7B30VpHxfNyhsQSo%2Fawab1HBN2TLzB9gBJrq1%2BNmJeVlQkOr0\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">arxiv.org\/abs\/2305.10601<\/a><\/li>\n<li>Christian Parpart \u00b7 Terminal Synchronized Output\uff08DEC private mode 2026\uff09\uff1a<a href=\"https:\/\/gist.github.com\/christianparpart\/d8a62cc1ab659194337d73e399004036\" target=\"_blank\" rel=\"noopener noreferrer\">gist.github.com\/christianparpart\/d8a62cc1ab659194337d73e399004036<\/a><\/li>\n<li>AGENTS.md \u793e\u533a\u89c4\u8303\uff1a<a href=\"https:\/\/link.segmentfault.com\/?enc=ZVHpb4MQFisituMhKSj4WQ%3D%3D.p%2Fa0l0zjDlTd1xVcz2P9JUeZWZQWXVxAao3%2F8nwQosM%3D\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">agents.md<\/a><\/li>\n<\/ul>\n<p><a href=\"https:\/\/segmentfault.com\/a\/1190000047808457\">https:\/\/segmentfault.com\/a\/1190000047808457<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u51e0\u4e2a\u6708\u524d\u6211\u51b3\u5b9a\u4ece\u96f6\u5f00\u59cb\u9020\u4e00\u4e2a AI Agent CLI\u2014\u2014\u4e00\u4e2a\u80fd\u50cf Claude Code \/ Codex C [&hellip;]<\/p>\n","protected":false},"author":8,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[4],"tags":[],"class_list":["post-10021382","post","type-post","status-publish","format-standard","hentry","category-share"],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10021382","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=10021382"}],"version-history":[{"count":0,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10021382\/revisions"}],"wp:attachment":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=10021382"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=10021382"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=10021382"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}