{
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      "url": "https://www.v2ex.com/t/1217558", 
      "title": "dy \u4e0a\u7ecf\u5e38\u5237\u5230\u7684 ai \u76f4\u63a5\u64cd\u63a7 google Stitch \u50cf\u4eba\u4e00\u6837\u5b8c\u6210\u6574\u4e2a\u524d\u7aef app \u7684\u8bbe\u8ba1\u7684\u89c6\u9891 \u5177\u4f53\u662f\u600e\u4e48\u4f7f\u7528\uff1f", 
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      "content_html": "<p>\u4ee5\u4e0b\u5185\u5bb9\u662f\u6211\u5199\u5728\u7b80\u5386\u4e0a\u7684\u90e8\u5206\u5185\u5bb9\uff0c\u60f3\u627e\u4e2a Agent \u7814\u53d1\u7684\u5de5\u4f5c\u3002</p>\n<ul>\n<li>\u6301\u7eed\u5173\u6ce8 AI \u4e0e Agent \u524d\u6cbf\u6280\u672f\uff0c\u957f\u671f\u6295\u5165\u5927\u6a21\u578b\u5e94\u7528\u67b6\u6784\u3001Agent Runtime \u3001RAG \u4e0e Context Engineering \u7b49\u65b9\u5411\u7684\u7814\u7a76\u4e0e\u5b9e\u8df5\uff0c\u5177\u5907\u8f83\u5f3a\u7684\u81ea\u4e3b\u5b66\u4e60\u4e0e\u6280\u672f\u63a2\u7d22\u80fd\u529b\u3002</li>\n<li>\u5177\u5907\u4ece 0-1 \u72ec\u7acb\u8bbe\u8ba1\u4e0e\u5b9e\u73b0 AI \u7cfb\u7edf\u7684\u80fd\u529b\uff0c\u80fd\u591f\u5feb\u901f\u5b8c\u6210\u6280\u672f\u8c03\u7814\u3001\u67b6\u6784\u8bbe\u8ba1\u3001\u539f\u578b\u9a8c\u8bc1\u4e0e\u5de5\u7a0b\u843d\u5730\u3002</li>\n<li>\u6df1\u5ea6\u4f7f\u7528 Claude Code \u3001Cursor \u7b49 AI Coding \u5de5\u5177\u8f85\u52a9\u7814\u53d1\uff0c\u5177\u5907 AI Native \u5f00\u53d1\u601d\u7ef4\uff0c\u80fd\u591f\u7ed3\u5408 Prompt Engineering \u4e0e\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u63d0\u5347\u7814\u53d1\u6548\u7387\u3002</li>\n<li>\u719f\u6089 Agent \u3001RAG \u3001\u591a\u6a21\u578b\u8c03\u5ea6\u3001\u5411\u91cf\u68c0\u7d22\u3001MCP \uff08 Model Context Protocol \uff09\u7b49 AI \u5e94\u7528\u6838\u5fc3\u6280\u672f\uff0c\u5177\u5907\u5b8c\u6574 AI \u5e94\u7528\u7cfb\u7edf\u5b9e\u8df5\u7ecf\u9a8c\u3002</li>\n<li>\u5bf9\u65b0\u6280\u672f\u4fdd\u6301\u6301\u7eed\u5b66\u4e60\u70ed\u60c5\uff0c\u957f\u671f\u5173\u6ce8 OpenAI \u3001Anthropic \u3001DeepSeek \u3001LangChain \u3001Dify \u3001n8n \u7b49 AI \u751f\u6001\u53d1\u5c55\u4e0e\u5de5\u7a0b\u5b9e\u8df5\u3002</li>\n</ul>\n"
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        "url": "https://www.v2ex.com/member/DiKaErJi", 
        "name": "DiKaErJi", 
        "avatar": "https://cdn.v2ex.com/gravatar/ff8cb7a5e774249e9ddb5fa524361c42?s=73&d=retro"
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      "url": "https://www.v2ex.com/t/1217140", 
      "title": "\u5927\u5bb6\u7528 WSL2 \u8dd1 CodeAgent / Harnss \u7684\u8bdd\uff0c Windows \u684c\u9762\u8fd9\u8fb9\u4e00\u822c\u600e\u4e48\u914d\u5408\uff1f", 
      "id": "https://www.v2ex.com/t/1217140", 
      "date_published": "2026-06-01T14:27:09+00:00", 
      "content_html": "<p>\u6700\u8fd1\u60f3\u8ba4\u771f\u628a WSL2 \u914d\u8d77\u6765\uff0c\u5f53\u6210\u4e3b\u529b\u5f00\u53d1\u73af\u5883\u7528\u3002</p>\n<p>\u4e3b\u8981\u539f\u56e0\u662f\u73b0\u5728\u5f88\u591a CodeAgent \uff0c\u6bd4\u5982 Claude Code \u3001Codex \u3001Gemini CLI \u3001Harnss \u8fd9\u7c7b\u4e1c\u897f\uff0c\u611f\u89c9\u653e\u5728 Linux \u73af\u5883\u91cc\u4f1a\u66f4\u81ea\u7136\u4e00\u70b9\u3002\u8dd1\u547d\u4ee4\u3001\u88c5\u4f9d\u8d56\u3001\u8dd1\u6d4b\u8bd5\u3001\u8bfb\u5199\u9879\u76ee\u6587\u4ef6\uff0c\u5e94\u8be5\u90fd\u6bd4\u5728 Windows \u539f\u751f\u73af\u5883\u4e0b\u5c11\u4e00\u70b9\u5947\u602a\u95ee\u9898\u3002</p>\n<p>\u4f46\u6211\u5e73\u65f6\u53c8\u4e0d\u662f\u7eaf CLI \u5f00\u53d1\uff0c\u6709\u65f6\u5019\u4f1a\u7528 Windows \u4e0a\u7684 desktop \u8f6f\u4ef6\uff0c\u6bd4\u5982 VS Code \u3001Cursor \u3001\u6d4f\u89c8\u5668\u3001\u6587\u4ef6\u7ba1\u7406\u5668\uff0c\u8fd8\u6709\u4e00\u4e9b\u5176\u4ed6 GUI \u5de5\u5177\u3002</p>\n<p>\u6240\u4ee5\u73b0\u5728\u6709\u70b9\u7ea0\u7ed3\uff0c\u60f3\u95ee\u95ee\u5927\u5bb6\u5b9e\u9645\u600e\u4e48\u642d\u5de5\u4f5c\u6d41\u3002\n\u6211\u76ee\u524d\u60f3\u5230\u7684\u65b9\u6848\u662f\uff1a</p>\n<p>\u9879\u76ee\u653e WSL2\uff1a\n/home/me/projects/xxx</p>\n<p>Agent \u4e5f\u5728 WSL2 \u91cc\u8dd1\uff1a\nClaude Code / Codex / Harnss / \u5176\u4ed6 CLI agent</p>\n<p>Windows \u8fd9\u8fb9\u8d1f\u8d23\u56fe\u5f62\u754c\u9762\uff1a\nVS Code / Cursor \u7528 Remote WSL\n\u6587\u4ef6\u7ba1\u7406\u5668\u901a\u8fc7 \\wsl.localhost \u8bbf\u95ee\n\u9700\u8981\u7684\u65f6\u5019\u5728 WSL \u91cc explorer.exe .</p>\n<p>\u8fd9\u6837\u770b\u8d77\u6765\u6bd4\u8f83\u5408\u7406\uff0c\u4f46\u662f\u8fd8\u6709\u51e0\u4e2a\u70b9\u4e0d\u592a\u786e\u5b9a\uff1a</p>\n<p>1.\u5982\u679c Windows desktop \u8f6f\u4ef6\u4e0d\u652f\u6301 Remote WSL \uff0c\u76f4\u63a5\u6253\u5f00 \\wsl.localhost\\Ubuntu\\home\\me\\projects\\xxx \u4f1a\u4e0d\u4f1a\u5f88\u96be\u7528\uff1f\n2.agent \u8dd1\u5728 WSL2 \u91cc\uff0c\u60f3\u6253\u5f00 Windows \u6d4f\u89c8\u5668\u6216\u8005\u63a7\u5236 Chrome \uff0c\u4e00\u822c\u662f\u600e\u4e48\u505a\uff1f Playwright MCP \uff1f Chrome DevTools MCP \uff1f\n3.\u6709\u6ca1\u6709\u4eba\u8bd5\u8fc7 Harnss \u8dd1\u5728 WSL2 \u91cc\uff0c\u7136\u540e GUI \u901a\u8fc7 WSLg \u663e\u793a\u5230 Windows \uff1f\n4.\u9879\u76ee\u5230\u5e95\u5e94\u8be5\u575a\u6301\u653e WSL \u7684 /home \uff0c\u8fd8\u662f\u4e3a\u4e86\u517c\u5bb9 Windows \u8f6f\u4ef6\u653e /mnt/c \uff1f\n5.\u6709\u6ca1\u6709\u4ec0\u4e48\u6bd4\u8f83\u8212\u670d\u7684\u201cWSL2 + Windows desktop + AI coding agent\u201d\u7684\u5b8c\u6574\u65b9\u6848\uff1f</p>\n<p>\u6211\u4e2a\u4eba\u503e\u5411\u662f\u628a WSL2 \u5f53\u4e3b\u5f00\u53d1\u673a\uff0cWindows \u5f53\u56fe\u5f62\u5916\u58f3\u3002\n\u4f46\u8fd8\u6ca1\u5b9e\u6218\u592a\u4e45\uff0c\u60f3\u542c\u542c\u5927\u5bb6\u6709\u6ca1\u6709\u66f4\u6210\u719f\u7684\u65b9\u6848\uff0c\u6216\u8005\u6709\u6ca1\u6709\u4ec0\u4e48\u5751\u9700\u8981\u63d0\u524d\u907f\u5f00\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/duanshiwen", 
        "name": "duanshiwen", 
        "avatar": "https://cdn.v2ex.com/gravatar/14615d048690c3a6cd09af7431315623?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1216958", 
      "date_modified": "2026-06-01T03:32:19+00:00", 
      "content_html": "<p>[\u5f00\u6e90] \u5404\u4f4d\u5927\u4f6c\u597d\uff0c\u5206\u4eab\u4e00\u4e2a\u6211\u6700\u8fd1\u6298\u817e\u7684\u9879\u76ee\u3002</p>\n<p>\u8d77\u56e0\u662f\u6211\u5728\u7528 <a href=\"https://github.com/mrkrsl/web-search-mcp\" rel=\"nofollow\">mrkrsl/web-search-mcp</a>\uff08 TypeScript \uff0c\u2b50 910 \uff09\u7684\u65f6\u5019\uff0c\u53d1\u73b0\u51e0\u4e2a\u4e0d\u592a\u591f\u7528\u7684\u5730\u65b9\uff1a\u6ca1\u6709 Google \u548c\u767e\u5ea6\u3001CAPTCHA \u76f4\u63a5\u6302\u6389\u3001\u9875\u9762\u63d0\u53d6\u7ed1\u6b7b\u5728\u641c\u7d22\u6d41\u7a0b\u91cc\u2026\u2026\u6539\u7740\u6539\u7740\u53d1\u73b0\u6539\u52a8\u91cf\u592a\u5927\u4e86\uff0c\u7d22\u6027\u7528 Python \u4ece\u5934\u91cd\u5199\u4e86\u4e00\u904d\u3002</p>\n<p>GitHub: <a href=\"https://github.com/duanshiwen/seach-mcp-craft-agent\" rel=\"nofollow\">https://github.com/duanshiwen/seach-mcp-craft-agent</a></p>\n<h2>\u548c\u539f\u7248\u7684\u6838\u5fc3\u533a\u522b</h2>\n<table>\n<thead>\n<tr>\n<th></th>\n<th>\u539f\u7248 (TypeScript)</th>\n<th>\u6539\u8fdb\u7248 (Python)</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td><strong>\u8bed\u8a00</strong></td>\n<td>TypeScript + JavaScript</td>\n<td>Python 3.10+</td>\n</tr>\n<tr>\n<td><strong>\u641c\u7d22\u5f15\u64ce</strong></td>\n<td>Bing / Brave / DuckDuckGo</td>\n<td><strong>Google / Bing / \u767e\u5ea6 / DuckDuckGo / Yahoo</strong></td>\n</tr>\n<tr>\n<td><strong>CAPTCHA</strong></td>\n<td>\u274c \u65e0\u5904\u7406</td>\n<td><strong>\u2705 \u81ea\u52a8\u68c0\u6d4b + \u5f39\u7a97\u7b49\u5f85\u624b\u52a8\u9a8c\u8bc1</strong></td>\n</tr>\n<tr>\n<td><strong>\u6d4f\u89c8\u5668\u7ba1\u7406</strong></td>\n<td>\u5171\u4eab\u5b9e\u4f8b</td>\n<td><strong>\u5168\u5c40\u961f\u5217\u9501 + per-engine \u72ec\u7acb profile</strong></td>\n</tr>\n<tr>\n<td><strong>\u7f51\u9875\u63d0\u53d6</strong></td>\n<td>\u7ed1\u5728\u641c\u7d22\u6d41\u7a0b\u91cc</td>\n<td><strong>\u72ec\u7acb <code>web_fetch</code> \u5de5\u5177\uff0cauto/http/js \u4e09\u79cd\u6a21\u5f0f</strong></td>\n</tr>\n<tr>\n<td><strong>\u767e\u5ea6</strong></td>\n<td>\u274c</td>\n<td><strong>\u2705 \u6d4f\u89c8\u5668 + HTTP \u53cc\u4fdd\u9669</strong></td>\n</tr>\n<tr>\n<td><strong>\u76ee\u6807\u7528\u6237</strong></td>\n<td>\u672c\u5730 LLM \uff08 LM Studio / LibreChat \uff09</td>\n<td><strong>\u6240\u6709 MCP \u5ba2\u6237\u7aef</strong></td>\n</tr>\n</tbody></table><h2>\u4e3a\u4ec0\u4e48\u7528 Python \u91cd\u5199\uff1f</h2>\n<p>\u539f\u7248\u7684\u5f15\u64ce\u5c42\u3001\u6d4f\u89c8\u5668\u751f\u547d\u5468\u671f\u3001CAPTCHA \u5904\u7406\u7b49\u6838\u5fc3\u6a21\u5757\u90fd\u7ed1\u5728 JS \u751f\u6001\u91cc\u3002\u6211\u7684\u6539\u52a8\u6d89\u53ca\u8fd9\u4e9b\u5e95\u5c42\uff0c\u4e0e\u5176\u5728\u539f\u7248\u4e0a\u6253\u8865\u4e01\uff0c\u4e0d\u5982\u7528 Python \u91cd\u5199\u2014\u2014httpx + selectolax \u66ff\u4ee3 Axios \uff0c\u4ee3\u7801\u66f4\u7b80\u6d01\uff0c\u540e\u7eed\u52a0\u65b0\u5f15\u64ce\u4e5f\u65b9\u4fbf\u3002</p>\n<h2>\u4e24\u4e2a\u6838\u5fc3\u6539\u8fdb</h2>\n<h3>1. CAPTCHA \u81ea\u52a8\u68c0\u6d4b + \u624b\u52a8\u9a8c\u8bc1</h3>\n<p>\u539f\u7248\u9047\u5230 CAPTCHA \u76f4\u63a5\u6302\u3002\u6211\u7684\u7248\u672c\u7528\u53ef\u89c1\u6d4f\u89c8\u5668\u6a21\u5f0f\u641c\u7d22\uff0c\u89e6\u53d1 CAPTCHA \u65f6\uff1a</p>\n<ul>\n<li>\u81ea\u52a8\u68c0\u6d4b\u5230\u9a8c\u8bc1\u7801\u9875\u9762</li>\n<li>\u7528\u6237\u5728\u540c\u4e00\u4e2a\u6d4f\u89c8\u5668\u7a97\u53e3\u624b\u52a8\u5b8c\u6210\u9a8c\u8bc1</li>\n<li>\u7a0b\u5e8f\u6bcf 2 \u79d2\u8f6e\u8be2\uff0c\u9a8c\u8bc1\u901a\u8fc7\u540e\u81ea\u52a8\u63d0\u53d6\u7ed3\u679c\u5e76\u5173\u95ed\u7a97\u53e3</li>\n<li>\u9ed8\u8ba4\u7b49\u5f85 300 \u79d2\u8d85\u65f6\uff0c\u8d85\u65f6\u8fd4\u56de\u7a7a\u7ed3\u679c\u5e76\u5efa\u8bae\u6362\u5f15\u64ce</li>\n</ul>\n<p>\u6bcf\u4e2a\u5f15\u64ce\u7528\u72ec\u7acb\u7684\u6d4f\u89c8\u5668 profile \uff0c\u4e0d\u4f1a\u6c61\u67d3\u4f60\u7684\u65e5\u5e38 Chrome \u3002</p>\n<h3>2. \u72ec\u7acb\u7684 <code>web_fetch</code> \u7f51\u9875\u5185\u5bb9\u63d0\u53d6</h3>\n<p>\u539f\u7248\u7684\u9875\u9762\u63d0\u53d6\u662f\u7ed1\u5728\u641c\u7d22\u6d41\u7a0b\u91cc\u7684\uff0c\u6211\u628a\u62c6\u6210\u4e86\u72ec\u7acb\u5de5\u5177\uff1a</p>\n<pre><code class=\"language-json\">{\n  \"url\": \"https://example.com/article\",\n  \"render_mode\": \"auto\",\n  \"extract_mode\": \"markdown\"\n}\n</code></pre>\n<ul>\n<li><code>auto</code> \u6a21\u5f0f\u5148\u8d70\u8f7b\u91cf HTTP \uff0c\u68c0\u6d4b\u5230 JS-only \u9875\u9762\u81ea\u52a8 fallback \u5230 Playwright</li>\n<li>\u81ea\u52a8\u53bb\u9664\u5e7f\u544a\u3001\u5bfc\u822a\u680f\u7b49\u5e72\u6270\uff0c\u63d0\u53d6\u6b63\u6587</li>\n<li>\u8d85\u65f6\u4e0a\u9650 12 \u5206\u949f\uff0cSPA \u9875\u9762\u4e5f\u80fd\u641e\u5b9a</li>\n</ul>\n<p>\u641c\u7d22\u5b8c\u76f4\u63a5\u7528 <code>web_fetch</code> \u6293\u5168\u6587\uff0c\u4e0d\u7528\u518d\u63a5\u522b\u7684\u5de5\u5177\u3002</p>\n<h2>\u4e3a\u4ec0\u4e48\u4e0d\u7528 SerpAPI / Brave Search API \uff1f</h2>\n<p>\u8fd9\u662f\u505a\u8fd9\u4e2a\u9879\u76ee\u4e4b\u524d\u6211\u81ea\u5df1\u7ea0\u7ed3\u8fc7\u7684\u95ee\u9898\uff0c\u8bf4\u8bf4\u6211\u7684\u5224\u65ad\uff1a</p>\n<p><strong>SerpAPI</strong>\uff1a\u514d\u8d39\u7248\u6bcf\u6708 100 \u6b21\u641c\u7d22\uff0c\u4ed8\u8d39\u7248 $50/\u6708\u8d77\u3002\u5bf9\u4e2a\u4eba\u5f00\u53d1\u8005\u505a\u4e2a demo \u591f\u4e86\uff0c\u4f46\u8dd1 Agent \u5de5\u4f5c\u6d41\u6bcf\u5929\u53ef\u80fd\u5c31\u8981\u51e0\u767e\u6b21\u641c\u7d22\uff0c\u4e00\u4e2a\u6708\u4e0b\u6765\u6210\u672c\u4e0d\u4f4e\u3002</p>\n<p><strong>Brave Search API</strong>\uff1a$5/1000 \u6b21\u8bf7\u6c42\uff0c\u6bcf\u6708\u9001 $5 \u989d\u5ea6\uff08\u2248 1000 \u6b21\u514d\u8d39\uff09\u3002\u4ef7\u683c\u6bd4 SerpAPI \u53cb\u597d\u5f88\u591a\uff0c\u4f46\u95ee\u9898\u662f\u2014\u2014\u5b83\u53ea\u80fd\u641c Brave \u7684\u7d22\u5f15\uff0c\u7ed3\u679c\u8d28\u91cf\u548c Google \u5dee\u8ddd\u660e\u663e\uff0c\u5c24\u5176\u662f\u4e2d\u6587\u5185\u5bb9\u3002</p>\n<p><strong>Google Custom Search API</strong>\uff1a\u514d\u8d39 100 \u6b21/\u5929\uff0c\u8d85\u51fa $5/1000 \u6b21\u3002\u770b\u4f3c\u4fbf\u5b9c\uff0c\u4f46 100 \u6b21/\u5929\u5bf9 Agent \u6765\u8bf4\u676f\u6c34\u8f66\u85aa\uff0c\u800c\u4e14\u8fd4\u56de\u7684\u7ed3\u679c\u4e0d\u5982\u76f4\u63a5\u6d4f\u89c8\u5668\u641c\u7d22\u4e30\u5bcc\u3002</p>\n<p><strong>\u6211\u7684\u9009\u62e9\uff1a\u76f4\u63a5\u7528\u6d4f\u89c8\u5668\u641c\u7d22\u3002</strong></p>\n<ul>\n<li>\u7ed3\u679c\u6700\u5168\u6700\u5b9e\u65f6\uff0c\u548c\u4f60\u624b\u52a8\u6253\u5f00\u6d4f\u89c8\u5668\u641c\u7684\u4e00\u6837</li>\n<li>\u5b8c\u5168\u514d\u8d39\uff0c\u6ca1\u6709\u8c03\u7528\u9650\u5236</li>\n<li>\u652f\u6301 5 \u4e2a\u5f15\u64ce\uff0c\u4e0d\u662f\u53ea\u641c\u4e00\u4e2a\u7d22\u5f15</li>\n</ul>\n<p>\u4ee3\u4ef7\u662f\u9700\u8981 Playwright \u548c\u771f\u5b9e\u6d4f\u89c8\u5668\uff0c\u6bd4 API \u8c03\u7528\u91cd\u4e00\u4e9b\u3002\u4f46\u5bf9 Agent \u5de5\u4f5c\u6d41\u6765\u8bf4\uff0c\u641c\u7d22\u8d28\u91cf\u6bd4\u901f\u5ea6\u66f4\u91cd\u8981\u2014\u2014\u4f60\u5b81\u53ef\u591a\u7b49 3 \u79d2\u62ff\u5230\u51c6\u786e\u7ed3\u679c\uff0c\u4e5f\u4e0d\u8981\u79d2\u56de\u4e00\u4e2a\u8fc7\u65f6\u7684\u6458\u8981\u3002</p>\n<h2>\u5b89\u88c5</h2>\n<pre><code class=\"language-bash\">git clone https://github.com/duanshiwen/seach-mcp-craft-agent.git\ncd seach-mcp-craft-agent\nuv sync  # \u6216 pip install -e .\nplaywright install chromium\n</code></pre>\n<p>MCP \u5ba2\u6237\u7aef\u914d\u7f6e\uff1a</p>\n<pre><code class=\"language-json\">{\n  \"mcpServers\": {\n    \"search-engine-mcp\": {\n      \"command\": \"python\",\n      \"args\": [\"-m\", \"src.server\"],\n      \"cwd\": \"/path/to/seach-mcp-craft-agent\"\n    }\n  }\n}\n</code></pre>\n<h2>\u4f7f\u7528\u793a\u4f8b</h2>\n<pre><code class=\"language-json\">{\n  \"query\": \"Rust async best practices\",\n  \"engine\": \"google\",\n  \"max_results\": 5\n}\n</code></pre>\n<p>\u5f15\u64ce\u9009\u62e9\u5efa\u8bae\uff1a</p>\n<ul>\n<li><strong>\u5feb\u901f\u67e5\u8be2</strong> \u2192 DuckDuckGo \uff08\u8f7b\u91cf HTTP \uff0c1-3s \uff09</li>\n<li><strong>\u8981\u6700\u5168\u7ed3\u679c</strong> \u2192 Google \uff08\u6d4f\u89c8\u5668\u6a21\u5f0f\uff0c3-10s \uff09</li>\n<li><strong>\u4e2d\u6587\u5185\u5bb9</strong> \u2192 Bing \u6216\u767e\u5ea6</li>\n</ul>\n<h2>\u9879\u76ee\u7ed3\u6784</h2>\n<pre><code>src/\n\u251c\u2500\u2500 server.py            # MCP \u670d\u52a1\u4e3b\u5165\u53e3\n\u251c\u2500\u2500 engines/\n\u2502   \u251c\u2500\u2500 base.py          # HTTP \u5f15\u64ce\u57fa\u7c7b\n\u2502   \u251c\u2500\u2500 browser_base.py  # \u6d4f\u89c8\u5668\u5f15\u64ce\u57fa\u7c7b\uff08 CAPTCHA \u3001\u961f\u5217\u9501\u3001profile \u9694\u79bb\uff09\n\u2502   \u251c\u2500\u2500 google.py\n\u2502   \u251c\u2500\u2500 bing.py          # \u6d4f\u89c8\u5668 + HTTP fallback\n\u2502   \u251c\u2500\u2500 baidu.py         # \u6d4f\u89c8\u5668 + HTTP fallback\n\u2502   \u251c\u2500\u2500 duckduckgo.py\n\u2502   \u2514\u2500\u2500 yahoo.py\n\u251c\u2500\u2500 fetcher.py           # web_fetch \u5b9e\u73b0\n\u2514\u2500\u2500 types.py / utils.py\n</code></pre>\n<p>\u52a0\u65b0\u5f15\u64ce\u53ea\u9700\u8981\u7ee7\u627f\u5bf9\u5e94\u57fa\u7c7b\u3001\u5b9e\u73b0\u51e0\u4e2a\u65b9\u6cd5\u5c31\u884c\uff0cREADME \u91cc\u6709\u8be6\u7ec6\u8bf4\u660e\u3002</p>\n<h2>\u788e\u788e\u5ff5</h2>\n<p>\u505a\u8fd9\u4e2a\u9879\u76ee\u8fc7\u7a0b\u4e2d\u7684\u51e0\u4e2a\u89c2\u5bdf\uff1a</p>\n<ol>\n<li><strong>JS \u6e32\u67d3\u662f 2026 \u5e74\u641c\u7d22\u5de5\u5177\u7684\u95e8\u69db\u4e86</strong>\u3002Google \u7684\u641c\u7d22\u7ed3\u679c\u751a\u81f3\u9700\u8981 JS \u6267\u884c\u5b8c\u624d\u4f1a\u51fa\u73b0\uff0c\u7eaf HTTP \u65b9\u6848\u57fa\u672c\u4e0d\u53ef\u7528</li>\n<li><strong>\u514d\u8d39\u65b9\u6848\u53cd\u800c\u6bd4\u4ed8\u8d39 API \u597d\u7528</strong>\u3002\u76f4\u63a5\u6d4f\u89c8\u5668\u641c\u7ed3\u679c\u6700\u5168\u6700\u5b9e\u65f6\uff0cAPI \u53d7\u9650\u592a\u591a</li>\n<li><strong>\u5931\u8d25\u515c\u5e95\u6bd4\u6210\u529f\u8def\u5f84\u66f4\u91cd\u8981</strong>\u3002CAPTCHA \u3001\u8d85\u65f6\u3001\u9875\u9762\u53d8\u5316\u90fd\u662f\u5e38\u6001\uff0c\u53cc\u8def\u6e32\u67d3+\u961f\u5217\u7ba1\u7406\u8fd9\u4e9b\"\u4e0d\u6027\u611f\"\u7684\u8bbe\u8ba1\u624d\u662f\u7a33\u5b9a\u6027\u7684\u57fa\u77f3</li>\n<li>\u611f\u8c22\u539f\u4f5c\u8005 <a href=\"https://github.com/mrkrsl/web-search-mcp\" rel=\"nofollow\">mrkrsl</a> \u7684\u4f18\u79c0\u5de5\u4f5c</li>\n</ol>\n<p>\u6b22\u8fce\u5404\u4f4d\u5927\u4f6c\u8bd5\u7528\u63d0 PR \uff0c\u6709\u95ee\u9898\u76f4\u63a5\u56de\u590d\u804a~</p>\n", 
      "date_published": "2026-06-01T03:26:53+00:00", 
      "title": "\u7ed9\u5927\u5bb6\u5206\u4eab\u4e00\u4e2a\uff0c\u6211\u7528 Python \u91cd\u5199\u7684\u4e00\u4e2a\u5b8c\u5168\u514d\u8d39\u7684 5 \u5f15\u64ce\u641c\u7d22 MCP", 
      "id": "https://www.v2ex.com/t/1216958"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/Howiee", 
        "name": "Howiee", 
        "avatar": "https://cdn.v2ex.com/gravatar/4a61fc6b912cd102d8b765413d6caa05?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1216537", 
      "title": "AI Agent \u6846\u67b6\u63a5\u91d1\u878d\u884c\u60c5\u6570\u636e\u524d\uff0c\u5148\u68c0\u67e5\u8fd9 7 \u4e2a\u5de5\u7a0b\u98ce\u9669", 
      "id": "https://www.v2ex.com/t/1216537", 
      "date_published": "2026-05-29T09:55:02+00:00", 
      "content_html": "<blockquote>\n<p>\u672c\u6587\u4e0d\u662f\u6846\u67b6\u6392\u540d\uff0c\u800c\u662f\u4e00\u4efd\u91d1\u878d\u884c\u60c5\u6570\u636e\u63a5\u5165\u524d\u7684\u5de5\u7a0b\u98ce\u9669\u6e05\u5355\u3002\u6bcf\u4e2a\u98ce\u9669\u70b9\u90fd\u9644\u4e86\u68c0\u67e5\u65b9\u6cd5\u548c\u4fee\u6b63\u793a\u4f8b\u3002</p>\n</blockquote>\n<hr/>\n<h2>\u4e00\u3001\u4e0d\u540c\u6846\u67b6\uff0c\u540c\u4e00\u4e2a\u5751</h2>\n<p>\u5047\u8bbe\u4f60\u7528\u4e09\u4e2a\u4e0d\u540c\u7684 Agent \u6846\u67b6\u8dd1\u540c\u4e00\u4e2a\u4efb\u52a1\u2014\u2014\u201c\u6bcf 30 \u5206\u949f\u67e5\u4e00\u6b21\u4ef7\u683c\uff0c\u8d85\u8fc7\u9608\u503c\u65f6\u6c47\u603b\u5206\u6790\u201d\u3002</p>\n<p>\u5176\u4e2d\u4e00\u4e2a Agent \u628a ticker \u5feb\u7167\u7684 <code>volume_24h</code>\uff08 24 \u5c0f\u65f6\u6210\u4ea4\u91cf\uff09\u5f53\u6210\u4e86\u5355\u6839 K \u7ebf\u7684\u6210\u4ea4\u91cf\uff0c\u91cf\u7ea7\u5dee\u4e86\u51e0\u5343\u500d\u3002\u53e6\u4e00\u4e2a\u5728 API \u9650\u6d41\u540e\u9677\u5165\u91cd\u8bd5\u6b7b\u5faa\u73af\uff0c\u4e24\u5206\u949f\u70e7\u6389\u4e86\u5e73\u65f6\u4e00\u6574\u5929\u7684 Token \u914d\u989d\u3002\u7b2c\u4e09\u4e2a\u66f4\u9690\u853d\u2014\u2014\u5de5\u5177\u8c03\u7528\u5931\u8d25\u540e\uff0c\u6a21\u578b\u6ca1\u6709\u62a5\u9519\uff0c\u800c\u662f\u57fa\u4e8e\u53c2\u6570\u5316\u8bb0\u5fc6\u7f16\u9020\u4e86\u4e00\u4e2a\u770b\u8d77\u6765\u5408\u7406\u7684\u4ef7\u683c\u3002</p>\n<p>\u95ee\u9898\u4e0d\u5728\u54ea\u4e2a\u6846\u67b6\"\u4e0d\u597d\"\uff0c\u800c\u5728\u4e8e<strong>\u901a\u7528\u6846\u67b6\u7684\u8bc4\u4f30\u7ef4\u5ea6\uff0c\u5728\u91d1\u878d\u6570\u636e\u573a\u666f\u4e0b\u96c6\u4f53\u5931\u6548</strong>\u3002\u4f60\u770b\u7684\u662f Star \u6570\u3001\u793e\u533a\u6d3b\u8dc3\u5ea6\u3001\u4e0a\u624b\u901f\u5ea6\uff0c\u4f46\u771f\u6b63\u8ba9\u751f\u4ea7\u73af\u5883\u51fa\u4e8b\u6545\u7684\uff0c\u662f\u4e0b\u9762\u8fd9\u4e9b\u51e0\u4e4e\u4e0d\u4f1a\u51fa\u73b0\u5728\u4efb\u4f55\u6846\u67b6 README \u91cc\u7684\u4e1c\u897f\u3002</p>\n<table>\n<thead>\n<tr>\n<th>\u98ce\u9669\u70b9</th>\n<th>\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u7684\u8868\u73b0</th>\n<th>\u5e38\u89c4\u6846\u67b6\u8bc4\u4f30\u662f\u5426\u8986\u76d6</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>\u2460 \u5b57\u6bb5\u8bed\u4e49\u6f02\u79fb</td>\n<td>ticker \u63a5\u53e3\u7684 <code>volume_24h</code> \u88ab\u5f53\u6210 kline \u63a5\u53e3\u7684 <code>volume</code>\uff0c\u91cf\u7ea7\u5dee\u51e0\u5343\u500d</td>\n<td>\u274c</td>\n</tr>\n<tr>\n<td>\u2461 \u65f6\u95f4\u5355\u4f4d\u4e0d\u4e00\u81f4</td>\n<td>\u540c\u4e00\u4e2a\u6570\u636e\u6e90\u7684 ticker \u662f\u6beb\u79d2\u3001trades \u5728\u7f8e\u80a1\u662f\u79d2\u7ea7\u5728\u52a0\u5bc6\u8d27\u5e01\u662f\u6beb\u79d2\u2014\u2014\u4e00\u6761\u7ba1\u7ebf\u91cc\u4e09\u79cd\u7c92\u5ea6</td>\n<td>\u274c</td>\n</tr>\n<tr>\n<td>\u2462 \u9650\u6d41\u7b56\u7565\u7f3a\u5931</td>\n<td>\u5185\u7f6e\u91cd\u8bd5\u53ea\u8ba4\u8bc6 HTTP 429 \uff0c\u4e0d\u89e3\u6790 <code>Retry-After</code>\uff0c\u6307\u6570\u9000\u907f\u5e95\u6570\u5199\u6b7b</td>\n<td>\u274c</td>\n</tr>\n<tr>\n<td>\u2463 symbol \u683c\u5f0f\u6821\u9a8c\u7a7a\u767d</td>\n<td>A \u80a1\u540e\u7f00 <code>.SH</code>\u3001\u6e2f\u80a1\u65e0\u524d\u5bfc\u96f6 <code><a href=\"http://700.HK\" rel=\"nofollow\">700.HK</a></code>\u3001\u671f\u8d27\u65e0\u540e\u7f00 <code>IF2606</code>\uff0c\u6846\u67b6\u4e0d\u6821\u9a8c\uff0c\u67e5\u8be2\u9759\u9ed8\u5931\u8d25</td>\n<td>\u274c</td>\n</tr>\n<tr>\n<td>\u2464 \u5de5\u5177\u9009\u62e9\u8fb9\u754c\u6a21\u7cca</td>\n<td><code>get_kline</code> \u548c <code>get_ticker</code> \u7684\u63cf\u8ff0\u90fd\u662f\"\u83b7\u53d6\u5e02\u573a\u6570\u636e\"\uff0cAgent \u7528\u524d\u8005\u67e5\u5b9e\u65f6\u5feb\u7167</td>\n<td>\u274c</td>\n</tr>\n<tr>\n<td>\u2465 \u591a Agent \u95f4\u6570\u636e\u5931\u771f</td>\n<td>\u91c7\u96c6 Agent \u62ff\u5230\u7684 <code>last_price: 308.33</code>\uff0c\u4f20\u7ed9\u5206\u6790 Agent \u53ea\u5269 <code>price: 308</code>\uff0c\u7cbe\u5ea6\u622a\u65ad\u4e14\u65f6\u95f4\u6233\u4e22\u5931</td>\n<td>\u274c</td>\n</tr>\n<tr>\n<td>\u2466 \u5931\u8d25\u540e\u6a21\u578b\"\u7f16\u6570\u5b57\"</td>\n<td>\u5de5\u5177\u8c03\u7528\u8fd4\u56de error \uff0c\u4f46 Agent \u6ca1\u6709\u505c\u6b62\uff0c\u800c\u662f\u57fa\u4e8e\u8bad\u7ec3\u8bb0\u5fc6\u751f\u6210\u4e86\u4e00\u4e2a\u770b\u8d77\u6765\u5408\u7406\u7684\u6570\u503c</td>\n<td>\u274c</td>\n</tr>\n</tbody></table><p>\u8fd9\u4e03\u4e2a\u98ce\u9669\u4e0e\u4f60\u7528\u54ea\u4e2a\u6846\u67b6\u3001\u54ea\u4e2a\u6570\u636e\u6e90\u90fd\u65e0\u5173\u2014\u2014\u5b83\u4eec\u6839\u690d\u4e8e\"\u91d1\u878d\u6570\u636e + AI Agent\"\u8fd9\u4e2a\u7ec4\u5408\u672c\u8eab\u3002<strong>\u5982\u679c\u4f60\u5728\u8bc4\u4f30\u6846\u67b6\u65f6\u6ca1\u6709\u9010\u9879\u68c0\u67e5\u8fd9\u4e03\u6761\uff0c\u4f60\u6311\u51fa\u6765\u7684\u65b9\u6848\u53ef\u80fd\u7b2c\u4e00\u4e2a\u4ea4\u6613\u65e5\u5c31\u5728\u751f\u4ea7\u73af\u5883\u91cc\u7ffb\u8f66\u3002</strong></p>\n<p><img alt=\"image.png\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://res.tickdb.ai/uploads/2026/05/1780020427_image.png\" title=\"image.png\"/>\n\u91d1\u878d\u6570\u636e\u63a5\u5165 Agent \u524d\uff0c\u5148\u68c0\u67e5\u5b57\u6bb5\u3001\u65f6\u95f4\u3001\u9650\u6d41\u3001symbol \u3001\u5de5\u5177\u8fb9\u754c\u3001\u6570\u636e\u5951\u7ea6\u548c\u5931\u8d25\u5904\u7406\u3002</p>\n<blockquote>\n<p>\u4e3a\u4e86\u51cf\u5c11\u6570\u636e\u6e90\u5dee\u5f02\u5bf9\u6846\u67b6\u8bc4\u4f30\u7684\u5e72\u6270\uff0c\u672c\u6587\u4ee5 TickDB \u7684\u7edf\u4e00\u63a5\u53e3\u4f5c\u4e3a\u793a\u4f8b\u6570\u636e\u63a5\u5165\u5c42\uff0c\u5c55\u793a\u7edf\u4e00\u884c\u60c5 API \u5e94\u63d0\u4f9b\u7684\u5b57\u6bb5\u89c4\u8303\u3001\u9519\u8bef\u7801\u7ea6\u5b9a\u548c\u7b26\u53f7\u4f53\u7cfb\u3002\u6587\u4e2d\u7684\u5de5\u7a0b\u98ce\u9669\uff0c\u5373\u4f7f\u66ff\u6362\u4e3a\u5176\u4ed6\u7b26\u5408\u89c4\u8303\u7684\u884c\u60c5 API \uff0c\u4f9d\u7136\u9700\u8981\u9010\u9879\u68c0\u67e5\u3002</p>\n</blockquote>\n<hr/>\n<h2>\u4e8c\u3001\u98ce\u9669\u80cc\u540e\u7684\u6280\u672f\u903b\u8f91</h2>\n<p>\u8fd9\u4e03\u4e2a\u98ce\u9669\u4e0d\u662f\u51ed\u7a7a\u5192\u51fa\u6765\u7684\u3002\u5b83\u4eec\u80cc\u540e\u6709\u4e09\u4e2a\u5728\u901a\u7528\u6846\u67b6\u6559\u7a0b\u91cc\u6781\u5c11\u5c55\u5f00\u7684\u6838\u5fc3\u6982\u5ff5\u3002</p>\n<h3>\u6982\u5ff5\u4e00\uff1a\u5de5\u5177\u8c03\u7528\u673a\u5236\u7684\u4e09\u79cd\u6df1\u5ea6\uff0c\u4ee5\u53ca\u5b83\u4eec\u7684\u5931\u8d25\u8bed\u4e49</h3>\n<p>Agent \u83b7\u53d6\u5916\u90e8\u6570\u636e\uff0c\u6709\u4e09\u79cd\u96c6\u6210\u6df1\u5ea6\uff1a</p>\n<table>\n<thead>\n<tr>\n<th>\u96c6\u6210\u65b9\u5f0f</th>\n<th>\u673a\u5236</th>\n<th>\u8c01\u8d1f\u8d23\u5931\u8d25\u5904\u7406</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td><strong>Function Calling</strong>\uff08\u6846\u67b6\u539f\u751f\uff09</td>\n<td>LLM \u76f4\u63a5\u751f\u6210\u5de5\u5177\u8c03\u7528\u53c2\u6570\uff0c\u6846\u67b6\u5c06\u6267\u884c\u7ed3\u679c\u6ce8\u5165\u4e0a\u4e0b\u6587</td>\n<td>\u6846\u67b6\u9ed8\u8ba4\u884c\u4e3a\u5404\u5f02\u2014\u2014\u6709\u7684\u91cd\u8bd5\u3001\u6709\u7684\u4e2d\u65ad\u3001\u6709\u7684\u8ba9\u6a21\u578b\u81ea\u884c\u4fee\u590d</td>\n</tr>\n<tr>\n<td><strong>MCP \u5de5\u5177</strong>\uff08\u6807\u51c6\u5316\u534f\u8bae\uff09</td>\n<td>\u6846\u67b6\u901a\u8fc7 MCP client \u8c03\u7528\u8fdc\u7a0b\u5de5\u5177\uff0c\u5de5\u5177\u81ea\u5e26 description \u548c\u53c2\u6570 schema</td>\n<td>MCP \u670d\u52a1\u7aef\u8d1f\u8d23\u7ed9\u9519\u8bef\u7801\uff0c\u4f46\u91cd\u8bd5\u7b56\u7565\u4ecd\u5728\u5ba2\u6237\u7aef</td>\n</tr>\n<tr>\n<td><strong>REST Client \u5c01\u88c5</strong>\uff08\u5f00\u53d1\u8005\u624b\u5199\uff09</td>\n<td>\u4f60\u81ea\u5df1\u5199 HTTP \u8c03\u7528\u3001\u89e3\u6790 JSON \u3001\u5904\u7406\u91cd\u8bd5\u548c\u5b57\u6bb5\u6620\u5c04</td>\n<td>\u4f60\u5168\u6743\u8d1f\u8d23\uff0c\u6846\u67b6\u4e0d\u63d2\u624b</td>\n</tr>\n</tbody></table><p>\u5728\u91d1\u878d\u573a\u666f\u4e0b\uff0c\u51b3\u5b9a\"\u9009\u54ea\u79cd\u96c6\u6210\u65b9\u5f0f\"\u7684\u4e0d\u662f\u4f60\u7528\u4ec0\u4e48\u6846\u67b6\uff0c\u800c\u662f<strong>\u4f60\u5bf9\u5931\u8d25\u5904\u7406\u7684\u63a7\u5236\u9700\u6c42</strong>\u3002\u4e00\u4e2a\u7b80\u5355\u7684\u89c4\u5f8b\uff1a</p>\n<ul>\n<li>\u5de5\u5177\u6570\u91cf \u22645 \u4e14\u53c2\u6570\u8fb9\u754c\u6e05\u6670\u65f6\uff0cFunction Calling \u6700\u7701\u4e8b\u2014\u2014\u524d\u63d0\u662f\u4f60\u628a\u6392\u4ed6\u6027\u8fb9\u754c\u5199\u8fdb\u4e86\u5de5\u5177\u63cf\u8ff0\u3002</li>\n<li>\u5de5\u5177\u95f4\u6709\u6392\u4ed6\u6027\u65f6\uff08\"\u67e5\u5b9e\u65f6\u4ef7\u7528 <code>get_ticker</code>\uff0c\u4e0d\u8981\u7528 <code>get_kline</code>\"\uff09\uff0cMCP \u5de5\u5177\u53ef\u4ee5\u5728 description \u7b2c\u4e00\u884c\u5c31\u58f0\u660e\u8fb9\u754c\uff0c\u8ba9\u6a21\u578b\u5728\u9009\u62e9\u9636\u6bb5\u5c31\u505a\u5bf9\u3002</li>\n<li>\u9700\u8981\u7cbe\u7ec6\u63a7\u5236\u8d85\u65f6\u3001\u91cd\u8bd5\u7b56\u7565\u3001\u5b57\u6bb5\u6620\u5c04\uff0c\u6216\u6570\u636e\u6e90\u8fd4\u56de\u7684\u9519\u8bef\u7801\u9700\u8981\u7279\u6b8a\u89e3\u6790\u65f6\uff0c\u53ea\u6709 REST Client \u5c01\u88c5\u80fd\u7ed9\u4f60\u5b8c\u6574\u7684\u63a7\u5236\u529b\u3002</li>\n</ul>\n<p><strong>\u5bf9\u4e03\u4e2a\u98ce\u9669\u7684\u6620\u5c04</strong>\uff1a\u2464\uff08\u5de5\u5177\u9009\u62e9\u8fb9\u754c\u6a21\u7cca\uff09\u548c \u2462\uff08\u9650\u6d41\u7b56\u7565\u7f3a\u5931\uff09\u7684\u76f4\u63a5\u6839\u56e0\uff0c\u5c31\u662f\u96c6\u6210\u6df1\u5ea6\u548c\u5931\u8d25\u5904\u7406\u7b56\u7565\u4e0d\u5339\u914d\u3002\u9009\u4e86 Function Calling \u4f46\u5de5\u5177\u63cf\u8ff0\u91cc\u6ca1\u5199\"\u4e0d\u8981\u7528 X \uff0c\u5e94\u4f7f\u7528 Y\"\uff1b\u9009\u4e86 REST \u5c01\u88c5\u4f46\u6ca1\u89e3\u6790 <code>Retry-After</code> \u800c\u662f\u5199\u6b7b\u4e86 <code>time.sleep(5)</code>\u2014\u2014\u8fd9\u5c31\u662f\u51fa\u4e8b\u7684\u8d77\u70b9\u3002</p>\n<h3>\u6982\u5ff5\u4e8c\uff1a\u591a Agent \u534f\u4f5c\u4e2d\u7684\u7ed3\u6784\u6027\u4fe1\u606f\u635f\u8017</h3>\n<p>\u591a Agent \u6846\u67b6\u8ba9\u591a\u4e2a\u89d2\u8272\u534f\u4f5c\uff0c\u4f46 Agent \u4e4b\u95f4\u4f20\u6570\u636e\u65f6\uff0c\u5b58\u5728\u4e00\u4e2a\u88ab\u4e25\u91cd\u4f4e\u4f30\u7684\u95ee\u9898\uff1a<strong>\u7ed3\u6784\u6027\u4fe1\u606f\u635f\u8017</strong>\u3002</p>\n<p>\u8fd9\u4e2a\u6982\u5ff5\u501f\u7528\u81ea\u901a\u4fe1\u9886\u57df\u7684\"\u7535\u8bdd\u6e38\u620f\u6548\u5e94\"\u2014\u2014\u4fe1\u606f\u5728\u9010\u7ea7\u4f20\u9012\u8fc7\u7a0b\u4e2d\uff0c\u6bcf\u4e00\u6b65\u90fd\u53ef\u80fd\u4e22\u5931\u7ec6\u8282\u3002\u5728 Agent \u8bed\u5883\u4e0b\uff0c\u8fd9\u4e0d\u662f\u6bd4\u55bb\uff1a\u91c7\u96c6 Agent \u62ff\u5230 <code>last_price: 308.33, volume_24h: 52300000, timestamp: 1779825600000</code>\uff0c\u4f20\u7ed9\u5206\u6790 Agent \u65f6\u5982\u679c\u53ea\u7ed9\u4e86 <code>price: 308</code>\uff0c\u7cbe\u5ea6\u622a\u65ad\u3001\u6210\u4ea4\u91cf\u5355\u4f4d\u4e22\u5931\u3001\u65f6\u95f4\u6233\u6d88\u5931\uff0c\u540e\u7eed\u7684\u8d8b\u52bf\u5224\u65ad\u548c\u98ce\u9669\u8bc4\u4f30\u5168\u90e8\u5efa\u7acb\u5728\u5931\u771f\u6570\u636e\u4e0a\u3002</p>\n<p>\u4e0d\u540c\u6846\u67b6\u5bf9\u8fd9\u4ef6\u4e8b\u7684\u9632\u62a4\u80fd\u529b\uff0c\u53d6\u51b3\u4e8e\u5b83\u4eec\u7684<strong>\u6570\u636e\u4f20\u9012\u673a\u5236</strong>\u3002\u4f60\u53ef\u4ee5\u4ece\u8fd9\u51e0\u4e2a\u7ef4\u5ea6\u68c0\u67e5\u4f60\u7528\u7684\u6846\u67b6\uff1a</p>\n<ul>\n<li>\u662f\u5426\u652f\u6301<strong>\u5f3a\u7c7b\u578b State</strong>\uff08\u5982 TypedDict + Pydantic model \uff09\u2014\u2014\u6570\u636e\u5728\u8282\u70b9\u95f4\u4f20\u9012\u65f6\u53d7 schema \u7ea6\u675f\uff0c\u5b57\u6bb5\u7c7b\u578b\u548c\u7cbe\u5ea6\u4e0d\u4f1a\u88ab\u81ea\u52a8\u8f6c\u6362\u3002</li>\n<li>\u8fd8\u662f\u4f9d\u8d56<strong>\u81ea\u7531\u5bf9\u8bdd\u4f20\u9012</strong>\u2014\u2014\u6570\u636e\u6df7\u5728\u81ea\u7136\u8bed\u8a00\u6d88\u606f\u91cc\uff0c\u5bb9\u6613\u5728\u5197\u957f\u4e0a\u4e0b\u6587\u4e2d\u88ab\u622a\u65ad\u3001\"\u5408\u7406\u5316\u91cd\u8ff0\"\u751a\u81f3\u9057\u5fd8\u3002</li>\n<li>\u6216\u662f<strong>\u89d2\u8272\u59d4\u6258\u6a21\u5f0f</strong>\u2014\u2014Agent \u8f93\u51fa\u4e00\u4e2a dict \u7ed9\u4e0b\u4e00\u4e2a Task \uff0c\u5982\u679c\u6ca1\u6709\u5728\u6d41\u7a0b\u5c42\u9762\u5f3a\u5236 schema \u6821\u9a8c\uff0c\u5b57\u6bb5\u540d\u5c31\u53ef\u80fd\u4ece <code>volume_24h</code> \u53d8\u6210 <code>volume</code> \u751a\u81f3 <code>vol</code>\u3002</li>\n</ul>\n<p><strong>\u5bf9\u4e03\u4e2a\u98ce\u9669\u7684\u6620\u5c04</strong>\uff1a\u2465\uff08\u591a Agent \u95f4\u6570\u636e\u5931\u771f\uff09\u7684\u6839\u56e0\u5c31\u5728\u8fd9\u91cc\u3002\u89e3\u6cd5\u4e0d\u662f\"\u6362\u4e00\u4e2a\u6846\u67b6\"\uff0c\u800c\u662f\u5728 Agent \u95f4\u5b9a\u4e49\u6570\u636e\u4f20\u9012\u5951\u7ea6\u2014\u2014\u7528 Pydantic model \uff0c\u4e0d\u7528\u88f8 dict \u3002</p>\n<h3>\u6982\u5ff5\u4e09\uff1a\u91d1\u878d\u6570\u636e\u7684\u65f6\u95f4\u6233\u2014\u2014\u4e0d\u662f\u4e00\u4e2a\u5c5e\u6027\uff0c\u800c\u662f\u4e00\u4e2a\u534f\u8bae</h3>\n<p><img alt=\"image.png\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://res.tickdb.ai/uploads/2026/05/1780020500_image.png\" title=\"image.png\"/>\n\u540c\u6837\u662f timestamp \uff0c\u4e0d\u540c\u63a5\u53e3\u548c\u54c1\u79cd\u6837\u4f8b\u53ef\u80fd\u51fa\u73b0\u79d2\u7ea7\u4e0e\u6beb\u79d2\u7ea7\u5dee\u5f02\uff0c\u63a5\u5165\u524d\u5fc5\u987b\u5148\u9a8c\u8bc1\u3002\n\u5f88\u591a\u4eba\u628a\"\u65f6\u95f4\u6233\"\u5f53\u6210\u4e00\u4e2a\u7b80\u5355\u5b57\u6bb5\uff0c\u770b\u4e00\u773c\u4f4d\u6570\u5c31\u8ba4\u4e3a\"\u8fd9\u662f\u6beb\u79d2\"\u3002</p>\n<p>\u4f46 <strong>2026 \u5e74 5 \u6708 29 \u65e5\u6211\u4eec\u901a\u8fc7 MCP \u5b9e\u6d4b TickDB \u5404\u63a5\u53e3</strong>\uff0c\u53d1\u73b0\u5b9e\u9645\u60c5\u51b5\u8981\u590d\u6742\u5f97\u591a\uff1a</p>\n<p><strong>\u672c\u6b21 MCP \u5b9e\u6d4b\u7ed3\u679c</strong>\uff1a</p>\n<table>\n<thead>\n<tr>\n<th>\u63a5\u53e3</th>\n<th>\u54c1\u79cd</th>\n<th>\u65f6\u95f4\u5b57\u6bb5</th>\n<th>\u5b9e\u9645\u503c\u793a\u4f8b</th>\n<th>\u4f4d\u6570</th>\n<th>\u5355\u4f4d</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td><code>get_ticker</code></td>\n<td><a href=\"http://AAPL.US\" rel=\"nofollow\">AAPL.US</a> / BTCUSDT / <a href=\"http://700.HK\" rel=\"nofollow\">700.HK</a> / <a href=\"http://600519.SH\" rel=\"nofollow\">600519.SH</a></td>\n<td><code>timestamp</code></td>\n<td><code>1779825600000</code></td>\n<td>13 \u4f4d</td>\n<td><strong>\u6beb\u79d2 UTC</strong></td>\n</tr>\n<tr>\n<td><code>get_kline</code></td>\n<td><a href=\"http://AAPL.US\" rel=\"nofollow\">AAPL.US</a> / BTCUSDT \uff08 interval=1d \uff09</td>\n<td><code>time</code></td>\n<td><code>1779782400000</code></td>\n<td>13 \u4f4d</td>\n<td><strong>\u6beb\u79d2 UTC</strong></td>\n</tr>\n<tr>\n<td><code>get_recent_trades</code></td>\n<td><strong><a href=\"http://AAPL.US\" rel=\"nofollow\">AAPL.US</a></strong></td>\n<td><code>timestamp</code></td>\n<td><code>1779825600</code></td>\n<td>10 \u4f4d</td>\n<td><strong>\u79d2\u7ea7</strong></td>\n</tr>\n<tr>\n<td><code>get_recent_trades</code></td>\n<td><strong>BTCUSDT</strong></td>\n<td><code>timestamp</code></td>\n<td><code>1779874554001</code></td>\n<td>13 \u4f4d</td>\n<td><strong>\u6beb\u79d2 UTC</strong></td>\n</tr>\n</tbody></table><blockquote>\n<p>\u26a0\ufe0f \u5b9e\u6d4b\u8bf4\u660e\uff1a</p>\n<ul>\n<li><strong>\u540c\u4e00\u4e2a\u63a5\u53e3\uff08<code>get_recent_trades</code>\uff09\u8fd4\u56de\u7684 <code>timestamp</code> \u5355\u4f4d\uff0c\u56e0\u54c1\u79cd\u4e0d\u540c\u800c\u4e0d\u540c</strong>\u2014\u2014\u7f8e\u80a1 <a href=\"http://AAPL.US\" rel=\"nofollow\">AAPL.US</a> \u662f\u79d2\u7ea7\uff08 10 \u4f4d\uff09\uff0c\u52a0\u5bc6\u8d27\u5e01 BTCUSDT \u662f\u6beb\u79d2\uff08 13 \u4f4d\uff09\u3002</li>\n<li>\u4e0d\u80fd\u6309\u63a5\u53e3\u540d\u4e00\u5200\u5207\uff0c\u4e5f\u4e0d\u80fd\u6309\u8d44\u4ea7\u7c7b\u522b\u731c\u6d4b\u3002<strong>\u53ea\u80fd\u9010\u63a5\u53e3\u3001\u9010\u54c1\u79cd\u6838\u9a8c\u3002</strong></li>\n<li>\u672c\u6b21\u5b9e\u6d4b\u4e2d\uff0c<code>get_available_symbols</code> \u89e6\u53d1 <code>3001 Rate limit exceeded</code>\uff0c\u9a8c\u8bc1\u4e86\u9650\u6d41\u9519\u8bef\u7801\u5b58\u5728\u3002</li>\n</ul>\n</blockquote>\n<p><strong>\u5bf9\u4e03\u4e2a\u98ce\u9669\u7684\u6620\u5c04</strong>\uff1a\u2461\uff08\u65f6\u95f4\u5355\u4f4d\u4e0d\u4e00\u81f4\uff09\u7684\u6839\u56e0\u5c31\u5728\u8fd9\u91cc\u3002\u5982\u679c\u4f60\u7684 Agent \u7ba1\u7ebf\u4e0d\u505a\u533a\u5206\uff0c\u7528\u540c\u4e00\u4e2a <code>datetime.fromtimestamp(ts / 1000)</code> \u5904\u7406\u6240\u6709\u65f6\u95f4\u503c\uff0cBTCUSDT trades \u7684 13 \u4f4d\u6beb\u79d2\u88ab\u6b63\u786e\u8f6c\u6362\uff0c\u4f46 <a href=\"http://AAPL.US\" rel=\"nofollow\">AAPL.US</a> trades \u7684 10 \u4f4d\u79d2\u7ea7\u5c31\u4f1a\u88ab\u9519\u8bef\u5730\u5f53\u6210\u6beb\u79d2\u5904\u7406\uff0c\u6570\u636e\u5bf9\u9f50\u5168\u4e71\u3002</p>\n<hr/>\n<h2>\u4e09\u3001\u4ee3\u7801\u793a\u4f8b\uff1a\u6f14\u793a\u98ce\u9669\u70b9\u7684\u5173\u952e\u4fee\u6b63</h2>\n<p>\u4ee5\u4e0b\u4ee3\u7801\u7247\u6bb5\u7528\u4e8e\u6f14\u793a\u5728\u63a5\u5165\u884c\u60c5 API \u65f6\u9700\u8981\u91cd\u70b9\u5904\u7406\u7684\u5de5\u7a0b\u98ce\u9669\u3002<strong>\u8fd9\u4e9b\u7247\u6bb5\u4e0d\u6784\u6210\u751f\u4ea7\u7ea7\u5b8c\u6574\u5e94\u7528</strong>\uff0c\u8fd0\u884c\u524d\u8bf7\u66ff\u6362 <code>.env</code> \u4e2d\u7684 Key \uff0c\u4e0d\u8981\u5c06 Key \u63d0\u4ea4\u5230\u7248\u672c\u63a7\u5236\u7cfb\u7edf\u3002</p>\n<p>\u73af\u5883\u51c6\u5907\uff1a</p>\n<pre><code class=\"language-bash\">pip install python-dotenv requests\n</code></pre>\n<p><code>.env</code> \u6587\u4ef6\uff1a</p>\n<pre><code>TICKDB_API_KEY=your_api_key_here\nTICKDB_REST_URL=https://api.tickdb.ai\n</code></pre>\n<hr/>\n<h3>\u7247\u6bb5 A\uff1aREST Client \u5c01\u88c5 + \u9650\u6d41\u9000\u907f + \u5b57\u6bb5\u7c7b\u578b\u4fdd\u62a4\uff08\u6f14\u793a\u98ce\u9669 \u2460\u2461\u2462\u2463\u2466\uff09</h3>\n<pre><code class=\"language-python\">import os\nimport time\nimport requests\nfrom dotenv import load_dotenv\nfrom decimal import Decimal, InvalidOperation\n\nload_dotenv()\n\nTICKDB_API_KEY = os.getenv(\"TICKDB_API_KEY\")\nTICKDB_REST_URL = os.getenv(\"TICKDB_REST_URL\", \"https://api.tickdb.ai\")\nMAX_RETRIES = 3\n\ndef get_ticker(symbols_str: str, retry_count: int = 0):\n    \"\"\"\n    \u83b7\u53d6\u5b9e\u65f6\u884c\u60c5\u5feb\u7167\u3002\n    \u4e0d\u8981\u4f7f\u7528\u6b64\u51fd\u6570\u83b7\u53d6\u5386\u53f2 K \u7ebf\u2014\u2014\u5386\u53f2 K \u7ebf\u5e94\u4f7f\u7528 get_kline \u51fd\u6570\u3002\n    \n    \u53c2\u6570:\n        symbols_str: \u9017\u53f7\u5206\u9694\u7684\u54c1\u79cd\u4ee3\u7801\uff0c\u5982 \"600519.SH,700.HK,AAPL.US\"\n        retry_count: \u5185\u90e8\u91cd\u8bd5\u8ba1\u6570\u5668\uff0c\u8c03\u7528\u65b9\u4e0d\u8981\u4f20\u5165\n    \n    \u8fd4\u56de:\n        list[dict]: \u6bcf\u4e2a\u54c1\u79cd\u7684\u884c\u60c5\u6570\u636e\uff0c\u4ef7\u683c\u5b57\u6bb5\u4f7f\u7528 Decimal \u7c7b\u578b\n    \"\"\"\n    if retry_count &gt; MAX_RETRIES:\n        raise Exception(f\"\u91cd\u8bd5 {MAX_RETRIES} \u6b21\u540e\u4ecd\u5931\u8d25\uff0c\u8bf7\u7a0d\u540e\u91cd\u8bd5\")\n\n    # \u2463 symbol \u683c\u5f0f\u6821\u9a8c\uff1aA \u80a1.SH/.SZ/.BJ \uff0c\u6e2f\u80a1.HK \u65e0\u524d\u5bfc\u96f6\uff0c\u7f8e\u80a1.US \uff0c\u671f\u8d27\u65e0\u540e\u7f00\n    valid_patterns = (\".SH\", \".SZ\", \".BJ\", \".HK\", \".US\")\n    for sym in symbols_str.split(\",\"):\n        sym = sym.strip()\n        if not (sym.endswith(valid_patterns) or sym.isupper() and sym.isalpha()):\n            raise ValueError(f\"symbol \u683c\u5f0f\u53ef\u80fd\u6709\u8bef: {sym}\")\n\n    headers = {\"X-API-Key\": TICKDB_API_KEY}\n    params = {\"symbols\": symbols_str}\n    \n    try:\n        resp = requests.get(\n            f\"{TICKDB_REST_URL}/v1/market/ticker\",\n            headers=headers, params=params, timeout=10\n        )\n    except requests.exceptions.Timeout:\n        raise Exception(\"\u8bf7\u6c42\u8d85\u65f6\uff0c\u8bf7\u68c0\u67e5\u7f51\u7edc\u8fde\u63a5\")\n    except requests.exceptions.ConnectionError:\n        raise Exception(\"\u65e0\u6cd5\u8fde\u63a5\u5230\u884c\u60c5\u670d\u52a1\uff0c\u8bf7\u68c0\u67e5\u7f51\u7edc\")\n\n    # \u2462 \u9650\u6d41\u5904\u7406\uff1a\u89e3\u6790 Retry-After \uff0c\u6307\u6570\u9000\u907f\uff0c\u4fdd\u62a4\u975e\u6574\u6570\u60c5\u51b5\n    if resp.status_code == 429 or (resp.json().get(\"code\") == 3001):\n        retry_after = resp.headers.get(\"Retry-After\", \"5\")\n        try:\n            wait_seconds = float(retry_after)\n        except (ValueError, TypeError):\n            wait_seconds = 5  # Retry-After \u975e\u6574\u6570\u65f6\u4f7f\u7528\u9ed8\u8ba4\u503c\n        print(f\"\u89e6\u53d1\u9650\u6d41\uff0c\u7b49\u5f85 {wait_seconds} \u79d2\u540e\u91cd\u8bd5...\")\n        time.sleep(wait_seconds)\n        return get_ticker(symbols_str, retry_count + 1)\n\n    data = resp.json()\n    if data[\"code\"] not in (0, 3001):  # 3001 \u5df2\u5728\u4e0a\u65b9\u5904\u7406\n        raise Exception(f\"API \u9519\u8bef code={data['code']}: {data.get('message', '\u672a\u77e5\u9519\u8bef')}\")\n    if data[\"code\"] == 1001:\n        raise Exception(\"API Key \u65e0\u6548\uff0c\u8bf7\u68c0\u67e5 .env \u4e2d\u7684 TICKDB_API_KEY\")\n    if data[\"code\"] == 1002:\n        raise Exception(\"\u672a\u63d0\u4f9b API Key \uff0c\u8bf7\u68c0\u67e5\u8bf7\u6c42\u5934 X-API-Key\")\n    if data[\"code\"] == 1004:\n        raise Exception(\"API Key \u6743\u9650\u4e0d\u8db3\uff0c\u8bf7\u786e\u8ba4\u8d26\u6237\u6743\u9650\")\n\n    # \u2460 \u5b57\u6bb5\u8bed\u4e49\u9694\u79bb + \u7c7b\u578b\u4fdd\u62a4\n    results = []\n    for d in data.get(\"data\", []):\n        # volume_24h \u53ef\u80fd\u4e3a\u6574\u6570\u6216\u6d6e\u70b9\u6570\u5b57\u7b26\u4e32\uff08\u5982\u52a0\u5bc6\u8d27\u5e01\u7684 \"21288.36808000\"\uff09\uff0c\n        # \u4f7f\u7528 Decimal \u4fdd\u7559\u7cbe\u5ea6\uff0c\u907f\u514d int(\"21288.36808000\") \u629b\u51fa ValueError\n        try:\n            vol = Decimal(str(d.get(\"volume_24h\", \"0\")))\n            price = Decimal(str(d.get(\"last_price\", \"0\")))\n        except (InvalidOperation, ValueError) as e:\n            raise Exception(f\"\u65e0\u6cd5\u89e3\u6790 {d.get('symbol')} \u7684\u6570\u503c\u5b57\u6bb5: {e}\")\n\n        results.append({\n            \"symbol\": d[\"symbol\"],\n            \"last_price\": price,\n            \"volume_24h\": vol,\n            # \u2461 \u65f6\u95f4\u5355\u4f4d\uff1aticker \u63a5\u53e3\u5728\u672c\u6b21 MCP \u5b9e\u6d4b\u4e2d\u8fd4\u56de 13 \u4f4d\u6beb\u79d2 UTC \u3002\n            # \u5982\u679c\u672a\u6765\u63a5\u5165\u5176\u4ed6\u63a5\u53e3\uff0c\u5fc5\u987b\u9010\u63a5\u53e3\u6838\u9a8c\u2014\u2014\u4e0d\u8981\u5047\u8bbe\u4e00\u81f4\u3002\n            \"timestamp_ms\": d[\"timestamp\"],\n            \"timestamp_unit_note\": \"\u6beb\u79d2 UTC (ticker)\"\n        })\n\n    # \u2466 \u5982\u679c\u8fd4\u56de\u7684 data \u4e3a\u7a7a\uff0c\u629b\u51fa\u5f02\u5e38\u800c\u975e\u8fd4\u56de\u7a7a\u5217\u8868\u8ba9\u4e0b\u6e38\u731c\n    if not results:\n        raise Exception(\"\u672a\u83b7\u53d6\u5230\u4efb\u4f55\u884c\u60c5\u6570\u636e\uff0c\u8bf7\u68c0\u67e5 symbol \u662f\u5426\u6b63\u786e\")\n    \n    return results\n\n\n# \u5feb\u901f\u9a8c\u8bc1\uff08\u975e\u751f\u4ea7\u7ea7\uff09\nif __name__ == \"__main__\":\n    try:\n        result = get_ticker(\"600519.SH,700.HK\")\n        for item in result:\n            print(f\"{item['symbol']}: {item['last_price']} (\u6210\u4ea4\u91cf: {item['volume_24h']})\")\n    except Exception as e:\n        print(f\"\u8c03\u7528\u5931\u8d25: {e}\")\n        # \u2466 \u4e0d\u5c06\u9519\u8bef\u7ed3\u679c\u6ce8\u5165\u540e\u7eed\u903b\u8f91\uff0c\u660e\u786e\u544a\u77e5\u5931\u8d25\u539f\u56e0\n</code></pre>\n<hr/>\n<h3>\u7247\u6bb5 B\uff1a\u591a Agent \u6570\u636e\u4f20\u9012\u5951\u7ea6\uff08\u6f14\u793a\u98ce\u9669 \u2464\u2465\uff09</h3>\n<p>\u6b64\u7247\u6bb5\u5c55\u793a\u5728\u5b9a\u4e49 Agent \u95f4\u6570\u636e\u4f20\u9012\u65f6\uff0c\u5982\u4f55\u7528 Pydantic model \u9632\u6b62\u5b57\u6bb5\u8bed\u4e49\u6f02\u79fb\u548c\u7cbe\u5ea6\u4e22\u5931\u3002\u65e0\u8bba\u4f60\u7528\u54ea\u4e2a\u6846\u67b6\uff0c\u8fd9\u4e2a\u5951\u7ea6\u5c42\u7684\u539f\u5219\u662f\u901a\u7528\u7684\u3002</p>\n<p><strong>\u5173\u4e8e MCP \u96c6\u6210</strong>\uff1a\u5982\u679c\u4f60\u901a\u8fc7 MCP \u534f\u8bae\u63a5\u5165\u884c\u60c5\u6570\u636e\uff0c\u5efa\u8bae\u5148\u5355\u72ec\u6838\u9a8c\u4ee5\u4e0b\u5185\u5bb9\uff08\u4ee5 <code><a href=\"https://mcp.tickdb.ai\" rel=\"nofollow\">https://mcp.tickdb.ai</a></code> \u7684 <code>get_ticker</code> \u5de5\u5177\u4e3a\u4f8b\uff09\uff1a</p>\n<ol>\n<li>\u5de5\u5177 <code>description</code> \u662f\u5426\u5728\u9996\u884c\u5199\u4e86\u6392\u4ed6\u6027\u58f0\u660e\uff08\u5982\"\u4e0d\u8981\u7528\u6b64\u5de5\u5177\u67e5\u8be2 K \u7ebf\u6570\u636e\"\uff09\u3002</li>\n<li>\u8fd4\u56de\u5b57\u6bb5\u7684\u65f6\u95f4\u5355\u4f4d\u662f\u5426\u5728 description \u4e2d\u660e\u786e\u6807\u6ce8\u3002</li>\n<li>\u9274\u6743 Header \u7684\u5199\u6cd5\u9700\u4ee5\u5b9e\u6d4b\u4e3a\u51c6\uff08\u5e38\u89c1\u4e3a <code>X-TickDB-Key</code>\uff0c\u4f46\u4e0d\u540c\u5ba2\u6237\u7aef\u914d\u7f6e\u952e\u540d\u53ef\u80fd\u4e0d\u540c\u2014\u2014\u8be6\u89c1 TickDB \u6587\u6863 <code><a href=\"http://docs.tickdb.ai\" rel=\"nofollow\">docs.tickdb.ai</a></code> \u7684 MCP \u914d\u7f6e\u7ae0\u8282\uff09\u3002</li>\n</ol>\n<pre><code class=\"language-python\">from pydantic import BaseModel, Field\nfrom typing import List, Optional\nfrom decimal import Decimal\n\n\n# \u2464\u2465 \u5b9a\u4e49\u6570\u636e\u5951\u7ea6\uff1a\u7528 Pydantic \u7ea6\u675f\u5b57\u6bb5\u8bed\u4e49\u548c\u7cbe\u5ea6\uff0c\u4e0d\u7528\u88f8 dict \u4f20\u53c2\nclass TickerSnapshot(BaseModel):\n    \"\"\"ticker \u5feb\u7167\u6570\u636e\u5951\u7ea6\u3002\u5b57\u6bb5\u8bed\u4e49\u4e0e\u63a5\u53e3\u6587\u6863\u5bf9\u9f50\uff0c\u4e0d\u53ef\u88ab\u4e0b\u6e38\u81ea\u52a8\u8f6c\u6362\u3002\"\"\"\n    symbol: str = Field(..., description=\"\u54c1\u79cd\u4ee3\u7801\uff0c\u5982 600519.SH\")\n    last_price: Decimal = Field(..., description=\"\u6700\u65b0\u4ef7\uff0cticker \u63a5\u53e3 last_price \u5b57\u6bb5\")\n    volume_24h: Decimal = Field(..., description=\"24 \u5c0f\u65f6\u6210\u4ea4\u91cf\uff0cticker \u63a5\u53e3 volume_24h \u5b57\u6bb5\u3002\u6ce8\u610f\uff1a\u975e kline \u5355\u5468\u671f volume\")\n    timestamp_ms: int = Field(..., description=\"\u884c\u60c5\u65f6\u95f4\u6233\uff0cticker \u63a5\u53e3\u4e3a\u6beb\u79d2 UTC \u3002\u5176\u4ed6\u63a5\u53e3\u9700\u5355\u72ec\u6838\u9a8c\")\n    timestamp_unit: str = Field(default=\"ms_utc\", description=\"\u65f6\u95f4\u5355\u4f4d\u6807\u6ce8\uff0c\u9632\u6b62\u4e0b\u6e38\u8bef\u8f6c\u6362\")\n\n\nclass AgentState(BaseModel):\n    \"\"\"Agent \u95f4\u4f20\u9012\u7684\u5168\u5c40\u72b6\u6001\u3002\u6240\u6709\u5b57\u6bb5\u5fc5\u987b\u663e\u5f0f\u58f0\u660e\u7c7b\u578b\uff0c\u4e0d\u505a\u9690\u5f0f\u8f6c\u6362\u3002\"\"\"\n    raw_ticker_data: Optional[List[TickerSnapshot]] = Field(default=None, description=\"\u539f\u59cb ticker \u5feb\u7167\u5217\u8868\")\n    analysis: Optional[str] = Field(default=None, description=\"\u5206\u6790\u7ed3\u8bba\")\n    error_flag: bool = Field(default=False, description=\"\u4efb\u4f55\u73af\u8282\u5931\u8d25\u65f6\u7f6e\u4e3a True \uff0c\u963b\u65ad\u540e\u7eed\u63a8\u7406\")\n\n\n# \u2464 \u4f7f\u7528\u793a\u4f8b\uff1a\u5982\u679c\u4f60\u5728\u5de5\u5177\u6ce8\u518c\u65f6\u4e3a\u5de5\u5177\u5199 description \uff0c\u7b2c\u4e00\u884c\u5c31\u58f0\u660e\u6392\u4ed6\u6027\u8fb9\u754c\n# \u6b63\u786e\u5199\u6cd5\uff1a\n#   \"\u83b7\u53d6\u54c1\u79cd\u5b9e\u65f6\u5feb\u7167\uff08 last_price \u3001volume_24h \u3001\u6beb\u79d2 UTC \uff09\u3002\u4e0d\u8981\u4f7f\u7528\u6b64\u5de5\u5177\u83b7\u53d6\u5386\u53f2 K \u7ebf\u2014\u2014\u5386\u53f2 K \u7ebf\u5e94\u4f7f\u7528 get_kline \u3002\"\n# \n# \u9519\u8bef\u5199\u6cd5\uff1a\n#   \"\u83b7\u53d6\u5e02\u573a\u6570\u636e\u3002\" \u2014\u2014 Agent \u65e0\u6cd5\u533a\u5206\u6b64\u5de5\u5177\u548c get_kline \u7684\u533a\u522b\n</code></pre>\n<hr/>\n<h2>\u56db\u3001\u9009\u578b\u68c0\u67e5\u6e05\u5355\uff1a\u6309\u4f60\u7684\u7ea6\u675f\u6761\u4ef6\uff0c\u4e0d\u662f\u6309\u6392\u540d</h2>\n<p>\u5f53\u4f60\u4e3a\u91d1\u878d\u6570\u636e\u573a\u666f\u8bc4\u4f30 Agent \u6846\u67b6\u65f6\uff0c\u4f60\u4e0d\u9700\u8981\u4e00\u4e2a\"\u54ea\u4e2a\u6846\u67b6\u6700\u5f3a\"\u7684\u6392\u540d\u3002\u4f60\u9700\u8981\u7684\u662f\u4e00\u5f20\u53ef\u4ee5\u9010\u9879\u6838\u5bf9\u7684\u68c0\u67e5\u8868\uff0c\u628a\u4e03\u4e2a\u98ce\u9669\u70b9\u8f6c\u5316\u4e3a\u9009\u578b\u65f6\u7684\u51b3\u7b56\u6761\u4ef6\u3002</p>\n<table>\n<thead>\n<tr>\n<th>\u98ce\u9669</th>\n<th>\u4f60\u7684\u68c0\u67e5\u65b9\u6cd5</th>\n<th>\u5982\u679c\u6846\u67b6\u4e0d\u652f\u6301\uff0c\u4f60\u8981\u505a\u4ec0\u4e48</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>\u2460 \u5b57\u6bb5\u8bed\u4e49\u6f02\u79fb</td>\n<td>\u786e\u8ba4\u6846\u67b6\u662f\u5426\u6709\u673a\u5236\u9694\u79bb\u4e0d\u540c\u6570\u636e\u6e90\u7684\u5b57\u6bb5\u8bed\u4e49\uff08 namespace \u3001\u524d\u7f00\u3001\u6216 Pydantic model \u6620\u5c04\u5c42\uff09</td>\n<td>\u5728 Agent \u5916\u90e8\u7ef4\u62a4\u5b57\u6bb5\u6620\u5c04\u5c42\uff0c\u4e0d\u628a\u539f\u59cb API \u5b57\u6bb5\u76f4\u63a5\u66b4\u9732\u7ed9\u6a21\u578b</td>\n</tr>\n<tr>\n<td>\u2461 \u65f6\u95f4\u5355\u4f4d\u4e0d\u4e00\u81f4</td>\n<td>\u5b9e\u6d4b\u6bcf\u4e2a\u8981\u63a5\u5165\u7684\u63a5\u53e3 + \u54c1\u79cd\u7ec4\u5408\uff0c\u6253\u5370\u539f\u59cb <code>timestamp</code>/<code>time</code> \u7684\u4f4d\u6570\u548c\u503c\uff0c\u5bf9\u6bd4\u6587\u6863</td>\n<td>\u4e3a\u6bcf\u4e2a\u63a5\u53e3\u5199\u72ec\u7acb\u7684\u65f6\u95f4\u8f6c\u6362\u51fd\u6570\uff0c\u4e0d\u505a\"\u5168\u5c40\u9664 1000\"</td>\n</tr>\n<tr>\n<td>\u2462 \u9650\u6d41\u9000\u907f\u7b56\u7565</td>\n<td>\u786e\u8ba4\u6846\u67b6 HTTP \u5ba2\u6237\u7aef\u662f\u5426\u89e3\u6790 <code>Retry-After</code> \u54cd\u5e94\u5934\uff0c\u662f\u5426\u652f\u6301\u81ea\u5b9a\u4e49\u9000\u907f\u7b97\u6cd5\uff0c\u9000\u907f\u5e95\u6570\u662f\u5426\u53ef\u914d\u7f6e</td>\n<td>\u7528 REST Client \u5c01\u88c5\u66ff\u4ee3\u6846\u67b6\u539f\u751f HTTP \u8c03\u7528\uff0c\u624b\u52a8\u7ba1\u7406\u91cd\u8bd5</td>\n</tr>\n<tr>\n<td>\u2463 symbol \u683c\u5f0f\u6821\u9a8c</td>\n<td>\u68c0\u67e5\u6846\u67b6\u662f\u5426\u63d0\u4f9b\u54c1\u79cd\u4ee3\u7801\u6821\u9a8c\uff0c\u6216\u80fd\u5426\u5728\u5de5\u5177\u8c03\u7528\u524d\u63d2\u5165\u683c\u5f0f\u68c0\u67e5</td>\n<td>\u5728\u5de5\u5177\u51fd\u6570\u5165\u53e3\u786c\u7f16\u7801\u6b63\u5219\u6821\u9a8c\uff0c\u9519\u8bef\u683c\u5f0f\u76f4\u63a5\u629b\u51fa\u5f02\u5e38</td>\n</tr>\n<tr>\n<td>\u2464 \u5de5\u5177\u6392\u4ed6\u6027\u63cf\u8ff0</td>\n<td>\u6846\u67b6\u7684\u5de5\u5177\u5b9a\u4e49\u662f\u5426\u652f\u6301\u957f\u6587\u672c description \uff1f\u662f\u5426\u80fd\u88ab LLM \u5b8c\u6574\u8bfb\u53d6\uff1f</td>\n<td>\u5728 docstring \u6216 MCP description \u7b2c\u4e00\u884c\u5199\"\u4e0d\u8981\u7528 X \uff0c\u5e94\u4f7f\u7528 Y\"</td>\n</tr>\n<tr>\n<td>\u2465 \u591a Agent \u6570\u636e\u5951\u7ea6</td>\n<td>\u6846\u67b6\u7684 Agent \u95f4\u6570\u636e\u4f20\u9012\u662f\u5426\u6709 schema \u6821\u9a8c\uff08 TypedDict / Pydantic / protobuf \uff09\uff1f\u662f\u5426\u652f\u6301\u5b57\u6bb5\u4e0d\u53ef\u53d8\u6027\uff1f</td>\n<td>\u5728 Task \u8f93\u51fa\u548c State \u5b9a\u4e49\u4e2d\u5f3a\u5236\u4f7f\u7528 Pydantic model \uff0c\u4e0d\u7528\u81ea\u7531\u6587\u672c\u6216\u88f8 dict</td>\n</tr>\n<tr>\n<td>\u2466 \u5931\u8d25\u4e0d\u7f16\u9020\u6570\u636e</td>\n<td>\u5de5\u5177\u8c03\u7528\u5931\u8d25\u65f6\uff0c\u6846\u67b6\u7684\u9ed8\u8ba4\u884c\u4e3a\u662f\u91cd\u8bd5\u3001\u4e2d\u65ad\u3001\u8fd8\u662f\u8ba9\u6a21\u578b\u81ea\u884c\u4fee\u590d\uff1f\u4f60\u7684 Agent prompt \u91cc\u662f\u5426\u6709\u786c\u89c4\u5219\uff1f</td>\n<td>\u5728 Agent prompt \u4e2d\u6ce8\u5165\u786c\u89c4\u5219\uff1a\"\u6570\u636e\u83b7\u53d6\u5931\u8d25\u65f6\u56de\u7b54'\u5f53\u524d\u65e0\u6cd5\u83b7\u53d6\u884c\u60c5\u6570\u636e'\uff0c\u4e0d\u8981\u731c\u6d4b\u6216\u7f16\u9020\"</td>\n</tr>\n</tbody></table><hr/>\n<h3>\u573a\u666f\u9002\u914d\u53c2\u8003\uff08\u57fa\u4e8e\u516c\u5f00\u6587\u6863\u7684\u7ef4\u5ea6\u68c0\u67e5\uff0c\u975e\u6846\u67b6\u63a8\u8350\uff09</h3>\n<p>\u4ee5\u4e0b\u4e09\u4e2a\u573a\u666f\u5728\u91d1\u878d\u6570\u636e\u63a5\u5165\u4e2d\u5e38\u89c1\u3002\u6bcf\u4e2a\u573a\u666f\u4e0b\u5217\u51fa\u4e86\u4f60\u5e94\u8be5\u91cd\u70b9\u68c0\u67e5\u7684\u7ef4\u5ea6\uff0c\u4e0d\u6784\u6210\u5bf9\u4efb\u4f55\u7279\u5b9a\u6846\u67b6\u7684\u63a8\u8350\u6216\u6392\u540d\u3002</p>\n<p><strong>\u573a\u666f\u4e00\uff1a\u5355\u4e2a Agent + \u7b80\u5355\u67e5\u8be2\uff08\u5de5\u5177\u6570\u91cf \u22645 \uff09</strong></p>\n<p>\u68c0\u67e5\u7ef4\u5ea6\uff1a</p>\n<ul>\n<li>\u5de5\u5177\u63cf\u8ff0\u7684\u6392\u4ed6\u6027\u8fb9\u754c\u662f\u5426\u88ab LLM \u5b8c\u6574\u8bfb\u53d6\uff08\u98ce\u9669\u2464\uff09</li>\n<li>\u5931\u8d25\u5904\u7406\u7b56\u7565\uff1a\u6846\u67b6\u9ed8\u8ba4\u884c\u4e3a\u662f\u4e2d\u65ad\u8fd8\u662f\u8ba9\u6a21\u578b\u4fee\u590d\uff08\u98ce\u9669\u2466\uff09</li>\n<li>\u6258\u7ba1\u670d\u52a1\u7684\u5408\u89c4\u9650\u5236\uff1a\u6570\u636e\u662f\u5426\u9700\u8981\u672c\u5730\u9a7b\u7559\uff1f\u80fd\u5426\u6ee1\u8db3 PII \u9694\u79bb\u8981\u6c42\uff1f</li>\n<li>\u6d41\u5f0f\u54cd\u5e94\u7684\u4e2d\u65ad\u4e0e\u6062\u590d\u673a\u5236\uff1aFunction Calling \u89e6\u53d1\u65f6\u662f\u5426\u5f3a\u5236\u4e2d\u65ad\u6d41\u5f0f\u8f93\u51fa\uff1f</li>\n</ul>\n<p><strong>\u573a\u666f\u4e8c\uff1a\u590d\u6742\u72b6\u6001\u56fe + \u6761\u4ef6\u5206\u652f + \u5d29\u6e83\u6062\u590d</strong></p>\n<p>\u68c0\u67e5\u7ef4\u5ea6\uff1a</p>\n<ul>\n<li>\u662f\u5426\u6709\u4e2d\u5fc3\u5316 State \u4e14\u652f\u6301 Pydantic \u7c7b\u578b\u7ea6\u675f\uff08\u98ce\u9669\u2465\uff09</li>\n<li>\u662f\u5426\u652f\u6301 Checkpoint \u6301\u4e45\u5316\uff08 SQLite / Postgres \uff09\uff0c\u5d29\u6e83\u540e\u80fd\u5426\u6062\u590d</li>\n<li>\u6761\u4ef6\u8fb9\u7684\u5931\u8d25\u8def\u7531\uff1aAPI \u8c03\u7528\u5931\u8d25\u65f6\u80fd\u5426\u5bfc\u5411 fallback \u8282\u70b9\u800c\u975e\u91cd\u8bd5\uff08\u98ce\u9669\u2462\uff09</li>\n<li>\u5ba1\u8ba1\u65e5\u5fd7\uff1a\u662f\u5426\u6709\"\u4ec5\u8ffd\u52a0\u4e0d\u53ef\u4fee\u6539\"\u7684\u6267\u884c\u65e5\u5fd7\uff08\u91d1\u878d\u5408\u89c4\u9700\u8981\uff09</li>\n</ul>\n<p><strong>\u573a\u666f\u4e09\uff1a\u591a\u89d2\u8272\u534f\u4f5c\uff08\u5206\u6790\u5e08+\u98ce\u63a7+\u51b3\u7b56\uff09</strong></p>\n<p>\u68c0\u67e5\u7ef4\u5ea6\uff1a</p>\n<ul>\n<li>Agent \u95f4\u6570\u636e\u4f20\u9012\u662f\u5f3a\u7c7b\u578b State \u8fd8\u662f\u81ea\u7531\u5bf9\u8bdd\uff08\u98ce\u9669\u2465\uff09</li>\n<li>\u662f\u5426\u6709\u6700\u5927\u91cd\u8bd5\u6b21\u6570\u4fdd\u62a4\uff0c\u9632\u6b62\u9650\u6d41\u6b7b\u5faa\u73af\uff08\u98ce\u9669\u2462\uff09</li>\n<li>\u89d2\u8272\u8f93\u51fa\u662f\u5426\u6709 schema \u6821\u9a8c\u673a\u5236\uff0c\u9632\u6b62\u5b57\u6bb5\u540d\u6f02\u79fb</li>\n<li>\u662f\u5426\u6709\u5168\u5c40\u4e2d\u65ad\u673a\u5236\uff1a\u7d27\u6025\u60c5\u51b5\u4e0b\u80fd\u5426\u786c\u7ec8\u6b62\u6240\u6709 Agent \u7684\u6267\u884c</li>\n</ul>\n<hr/>\n<h2>\u4e94\u3001\u7ed3\u5c3e\uff1a\u4e00\u4e2a\u53cd\u76f4\u89c9\u7684\u89c2\u5bdf</h2>\n<p>\u5728\u68c0\u67e5\u8fc7\u5927\u91cf Agent \u63a5\u5165\u91d1\u878d\u6570\u636e\u7684\u6848\u4f8b\u540e\uff0c\u6211\u4eec\u53d1\u73b0\u4e00\u4e2a\u73b0\u8c61\uff1a</p>\n<blockquote>\n<p>\u5f53\u4f60\u7ed9 Agent \u7684\u5de5\u5177\u7bb1\u91cc\u585e\u8fdb\u8d8a\u6765\u8d8a\u591a\u7684\u6570\u636e\u5de5\u5177\uff0cAgent \u9009\u9519\u5de5\u5177\u7684\u6982\u7387\u4e0d\u964d\u53cd\u5347\u2014\u2014\u56e0\u4e3a\u6240\u6709\u5de5\u5177\u7684 description \u90fd\u5199\u7740\"\u83b7\u53d6\u5e02\u573a\u6570\u636e\"\u3002</p>\n</blockquote>\n<p>\u8fd9\u53ef\u80fd\u662f\u5de5\u5177\u9009\u62e9\u4e2d\u7684\u4e00\u6761 U \u578b\u66f2\u7ebf\uff1a\u592a\u5c11\u4e0d\u591f\u7528\uff0c\u592a\u591a\u5f00\u59cb\u6df7\u6dc6\u3002\u800c\u771f\u6b63\u6709\u6548\u7684\u89e3\u6cd5\u4e0d\u5728\u5de5\u5177\u6570\u91cf\uff0c\u5728**\u6bcf\u6761 description \u7b2c\u4e00\u884c\u7684\u90a3\u4e2a\"\u4e0d\u8981\u7528\"**\u3002</p>\n<p>\u4f60\u5728\u63a5\u5165\u91d1\u878d\u6570\u636e\u65f6\uff0c\u6700\u8ba9\u4f60\u5934\u75bc\u7684\u662f\u54ea\u4e2a\u95ee\u9898\uff1f\u5b57\u6bb5\u5bf9\u4e0d\u4e0a\u3001\u9650\u6d41\u7b56\u7565\u3001\u8fd8\u662f Agent \u5077\u5077\u7f16\u4e86\u4e2a\u4ef7\u683c\uff1f\u6b22\u8fce\u5728\u8bc4\u8bba\u533a\u804a\u804a\u4f60\u8e29\u8fc7\u7684\u5751\u3002</p>\n<hr/>\n<p>\ud83d\udce1 \u6570\u636e\u793a\u4f8b\u7531 <a href=\"http://TickDB.ai\" rel=\"nofollow\">TickDB.ai</a> \u63d0\u4f9b</p>\n<hr/>\n<p><em>\u6807\u7b7e\uff1aAI Agent / \u91d1\u878d\u6570\u636e\u63a5\u5165 / \u5de5\u7a0b\u98ce\u9669 / \u5de5\u5177\u8c03\u7528 / \u591a Agent \u534f\u4f5c / TickDB</em></p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/106npo", 
        "name": "106npo", 
        "avatar": "https://cdn.v2ex.com/avatar/17d3/d5c9/71891_large.png?m=1752241801"
      }, 
      "url": "https://www.v2ex.com/t/1216440", 
      "title": "\u5c0f\u7c73 mimo plan \u81ea\u52a8\u7eed\u8d39\u65f6\u5bf9\u4e8e\u5269\u4f59\u7684\u79ef\u5206\u662f\u600e\u4e48\u5904\u7406\u7684?", 
      "id": "https://www.v2ex.com/t/1216440", 
      "date_published": "2026-05-29T06:03:43+00:00", 
      "content_html": "<ol>\n<li>\n<p>\u62b5\u6263\u81ea\u52a8\u7eed\u8d39\u91d1\u989d,\u6263\u94b1\u65f6\u5c11\u6263\u4e48. \u8fd9\u4e2a\u597d\u50cf\u652f\u4ed8\u5b9d\u4e0d\u652f\u6301  </p>\n</li>\n<li>\n<p>\u76f4\u63a5\u4f5c\u5e9f  </p>\n</li>\n<li>\n<p>\u8f6c\u79fb\u5230\u8865\u507f\u79ef\u5206\u4e2d  </p>\n</li>\n</ol>\n<p>\u4e0d\u77e5\u9053\u4f1a\u662f\u600e\u4e48\u5904\u7406\u7684</p>\n"
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    {
      "author": {
        "url": "https://www.v2ex.com/member/khoroamu", 
        "name": "khoroamu", 
        "avatar": "https://cdn.v2ex.com/avatar/cf61/d578/499241_large.png?m=1682753256"
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      "url": "https://www.v2ex.com/t/1216299", 
      "title": "\u60f3\u8bf7\u6559\u4e0b agent \u548c skill \u7684\u533a\u522b\uff1f", 
      "id": "https://www.v2ex.com/t/1216299", 
      "date_published": "2026-05-28T17:02:39+00:00", 
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    {
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        "avatar": "https://cdn.v2ex.com/gravatar/94e9701ec8c5cb99ecfbd776b39bb63d?s=73&d=retro"
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      "id": "https://www.v2ex.com/t/1216192", 
      "date_published": "2026-05-28T07:43:09+00:00", 
      "content_html": "<p>\u6700\u8fd1\u8fd9\u6bb5\u65f6\u95f4\uff0c\u6211\u4e00\u76f4\u5728\u505a Agent Runtime \u3002</p>\n<p>\u7136\u540e\u8d8a\u505a\u8d8a\u53d1\u73b0\u4e00\u4e2a\u95ee\u9898\u3002</p>\n<p>\u73b0\u5728\u5f88\u591a Agent Demo \uff0c\u770b\u8d77\u6765\u771f\u7684\u5f88\u731b\u3002</p>\n<p>\u4f1a\u89c4\u5212\u3002\n\u4f1a\u8c03\u7528 Tool \u3002\n\u4f1a MCP \u3002\n\u4f1a Multi-Agent \u3002\n\u8fd8\u80fd\u81ea\u5df1\u62c6\u4efb\u52a1\u3002</p>\n<p>\u4f46\u95ee\u9898\u662f\u3002</p>\n<p>\u8fd9\u4e9b\u4e1c\u897f\u5f88\u591a\u65f6\u5019\u53ea\u9002\u5408 Demo \u3002</p>\n<p>\u4e00\u65e6\u771f\u7684\u5f00\u59cb\u63a5\u4f01\u4e1a\u91cc\u7684\u7cfb\u7edf\uff0c\u95ee\u9898\u9a6c\u4e0a\u5c31\u5f00\u59cb\u51fa\u73b0\u3002</p>\n<p>\u6bd4\u5982\uff1a</p>\n<p>\u4e00\u4e2a\u957f\u4efb\u52a1\u6267\u884c 20 \u5206\u949f\u4e4b\u540e\uff0c\u4e0a\u4e0b\u6587\u4e71\u4e86\u600e\u4e48\u529e\uff1f</p>\n<p>\u591a\u4e2a Agent \u540c\u65f6\u4fee\u6539\u72b6\u6001\uff0cmemory \u51b2\u7a81\u600e\u4e48\u529e\uff1f</p>\n<p>AI \u8c03\u9519 Tool \u4e86\u600e\u4e48\u529e\uff1f</p>\n<p>\u4efb\u52a1\u6267\u884c\u5230\u4e00\u534a\u6302\u4e86\uff0c\u600e\u4e48\u6062\u590d\uff1f</p>\n<p>\u4f01\u4e1a\u91cc\u7684\u6743\u9650\u600e\u4e48\u9694\u79bb\uff1f</p>\n<p>\u51fa\u4e86\u95ee\u9898\u4e4b\u540e\uff0c\u600e\u4e48\u5ba1\u8ba1\uff1f</p>\n<p>\u8fd9\u4e9b\u95ee\u9898\u5176\u5b9e\u90fd\u4e0d\u662f Prompt \u80fd\u89e3\u51b3\u7684\u3002</p>\n<p>\u751a\u81f3\u5f88\u591a\u90fd\u5df2\u7ecf\u4e0d\u662f\u201c\u5927\u6a21\u578b\u95ee\u9898\u201d\u3002</p>\n<p>\u800c\u662f Runtime \u95ee\u9898\u3002</p>\n<p>\u6211\u73b0\u5728\u8d8a\u6765\u8d8a\u89c9\u5f97\uff0c\u73b0\u5728\u5f88\u591a\u4eba\u5176\u5b9e\u9ad8\u4f30\u4e86 Agent \u7684\u201c\u667a\u80fd\u201d\uff0c\u4f46\u4f4e\u4f30\u4e86 Agent \u771f\u6b63\u8fdb\u5165\u751f\u4ea7\u73af\u5883\u7684\u96be\u5ea6\u3002</p>\n<p>\u56e0\u4e3a AI \u4e00\u65e6\u5f00\u59cb\u771f\u6b63\u201c\u505a\u4e8b\u201d\uff0c\u800c\u4e0d\u662f\u804a\u5929\uff0c\u5b83\u78b0\u5230\u7684\u95ee\u9898\u4f1a\u8d8a\u6765\u8d8a\u50cf\uff1a</p>\n<ul>\n<li>\u5206\u5e03\u5f0f\u7cfb\u7edf</li>\n<li>\u72b6\u6001\u673a</li>\n<li>\u8c03\u5ea6\u7cfb\u7edf</li>\n<li>\u5de5\u4f5c\u6d41\u5f15\u64ce</li>\n<li>\u6743\u9650\u7cfb\u7edf</li>\n</ul>\n<p>\u800c\u4e0d\u662f Prompt Engineering \u3002</p>\n<p>\u6240\u4ee5\u6211\u6700\u8fd1\u5728\u505a\u7684\u4e1c\u897f\uff0c\u6838\u5fc3\u5df2\u7ecf\u4e0d\u662f\u201c\u600e\u4e48\u8ba9 Agent \u66f4\u806a\u660e\u201d\u3002</p>\n<p>\u53cd\u800c\u662f\uff1a</p>\n<p>\u600e\u4e48\u8ba9 Agent \u4e0d\u5931\u63a7\u3002</p>\n<p>\u73b0\u5728\u6211\u7684\u601d\u8def\u6709\u70b9\u50cf\uff1a</p>\n<p>Runtime \u8d1f\u8d23\u7ba1\u7406\u3002</p>\n<p>Agent \u8d1f\u8d23\u5e72\u6d3b\u3002</p>\n<p>\u7528\u6237\u8bf7\u6c42\u8fdb\u6765\u4e4b\u540e\uff0cRuntime \u5148\u505a\u8def\u7531\uff0c\u518d\u628a\u4efb\u52a1\u4ea4\u7ed9\u4e0d\u540c\u9886\u57df\u7684\u201c\u6570\u5b57\u5458\u5de5\u201d\u3002</p>\n<p>\u6bcf\u4e2a\u5458\u5de5\u53ea\u8d1f\u8d23\u81ea\u5df1\u9886\u57df\u5185\u7684\u4e8b\u60c5\u3002</p>\n<p>\u7136\u540e Runtime \u53bb\u89e3\u51b3\uff1a</p>\n<ul>\n<li>\u6743\u9650</li>\n<li>memory</li>\n<li>\u8c03\u5ea6</li>\n<li>sandbox</li>\n<li>\u72b6\u6001\u6062\u590d</li>\n<li>\u591a Agent \u534f\u540c</li>\n<li>Human-in-the-loop</li>\n</ul>\n<p>\u8fd9\u4e9b\u95ee\u9898\u3002</p>\n<p>\u6211\u73b0\u5728\u751a\u81f3\u6709\u4e00\u79cd\u611f\u89c9\u3002</p>\n<p>\u672a\u6765\u4f01\u4e1a\u771f\u6b63\u9700\u8981\u7684\uff0c\u53ef\u80fd\u6839\u672c\u4e0d\u662f\u4e00\u4e2a\u201c\u8d85\u7ea7 Agent\u201d\u3002</p>\n<p>\u800c\u662f\u4e00\u5957\u7a33\u5b9a\u7684\u6570\u5b57\u5458\u5de5\u7cfb\u7edf\u3002</p>\n<p>\u800c\u771f\u6b63\u96be\u7684\u90e8\u5206\uff0c\u4e5f\u4e0d\u662f\u6a21\u578b\u3002</p>\n<p>\u800c\u662f Runtime \u3002</p>\n"
    }, 
    {
      "author": {
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      "url": "https://www.v2ex.com/t/1214914", 
      "title": "\u81ea\u4ece\u6709\u4e86 AI \u4e4b\u540e\uff0c Commit \u6570\u91cf\u662f\u4e0d\u662f\u5df2\u7ecf\u4e0d\u9002\u5408\u8861\u91cf\u5f00\u53d1\u6548\u7387\u4e86", 
      "id": "https://www.v2ex.com/t/1214914", 
      "date_published": "2026-05-23T06:11:41+00:00", 
      "content_html": "<p>\u611f\u89c9\u81ea\u4ece\u6709\u4e86 AI \uff0c\u5927\u5bb6\u4e00\u5e74\u5199\u7684 commit \u6570\u91cf\u5e94\u8be5\u90fd\u6bd4\u4ee5\u524d\u591a\u5f88\u591a\u5427\u3002</p>\n<p>\u4ee5\u524d\u5199\u4ee3\u7801\uff0c\u5f88\u591a\u4e1c\u897f\u5f97\u81ea\u5df1\u6162\u6162\u60f3\u3001\u6162\u6162\u6572\u3001\u6162\u6162\u6539\u3002\u73b0\u5728\u6709 AI \u4e4b\u540e\uff0c\u5f88\u591a\u6837\u677f\u4ee3\u7801\u3001\u6d4b\u8bd5\u3001\u91cd\u6784\u3001\u5c0f bug \uff0c\u57fa\u672c\u90fd\u80fd\u5f88\u5feb\u641e\u51fa\u6765\u3002\u7ed3\u679c\u5c31\u662f\u4ee3\u7801\u6539\u5f97\u66f4\u9891\u7e41\u4e86\uff0ccommit \u4e5f\u66f4\u5bc6\u4e86\u3002</p>\n<p>\u4f46\u6211\u4e5f\u6709\u70b9\u597d\u5947\uff1acommit \u53d8\u591a\uff0c\u5230\u5e95\u662f\u771f\u7684\u6548\u7387\u53d8\u9ad8\u4e86\uff0c\u8fd8\u662f\u53ea\u662f\u201c\u751f\u6210\u4e00\u7248\u3001\u6539\u4e00\u7248\u3001\u518d\u4fee\u4e00\u7248\u201d\u7684\u6b21\u6570\u53d8\u591a\u4e86\uff1f</p>\n<p>\u4ee5\u540e\u770b\u7a0b\u5e8f\u5458\u4ea7\u51fa\uff0c\u53ef\u80fd\u771f\u7684\u4e0d\u80fd\u53ea\u770b commit \u6570\u91cf\u4e86\u3002\u6bd5\u7adf AI \u53ef\u4ee5\u5e2e\u4f60\u5199\u5f88\u591a\u4ee3\u7801\uff0c\u4f46\u6700\u540e\u80fd\u4e0d\u80fd\u628a\u4e1c\u897f\u505a\u7a33\u3001\u505a\u597d\u3001\u505a\u5bf9\uff0c\u8fd8\u662f\u5f97\u770b\u4eba\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/jiames1969", 
        "name": "jiames1969", 
        "avatar": "https://cdn.v2ex.com/avatar/6c3a/37a7/755972_large.png?m=1767170079"
      }, 
      "url": "https://www.v2ex.com/t/1214771", 
      "title": "\u6211\u53d1\u73b0\u6709\u4e86 AI \u4e4b\u540e\uff0c\u5f88\u591a\u4eba\u90fd\u5728\u91cd\u590d\u9020\u8f6e\u5b50", 
      "id": "https://www.v2ex.com/t/1214771", 
      "date_published": "2026-05-22T09:32:36+00:00", 
      "content_html": "<p>\u670b\u53cb\u5708\u91cc\u9762\u53d1\u5e03\u4ea7\u54c1\u7684\u4eba\u8d8a\u6765\u8d8a\u591a\uff0c\u6709\u70b9\u50cf app \u6d6a\u6f6e\u90a3\u6ce2\u7684\u611f\u89c9\u3002\u3002\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/huyangq", 
        "name": "huyangq", 
        "avatar": "https://cdn.v2ex.com/gravatar/4e5cc4c40b541952f07d58a1dd1692fd?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1214756", 
      "title": "AI \u65f6\u4ee3 \u4ea7\u54c1\u9700\u6c42\u6587\u6863(PRD) \u8f6f\u4ef6\u9700\u6c42\u6587\u6863(SRS) \u5e94\u8be5\u600e\u4e48\u5199\u5462\uff1f\u6709\u63a8\u8350\u7684\u6a21\u677f\u5417\uff1f\u6709\u63a8\u8350\u7684 SKILL \u5417\uff1f", 
      "id": "https://www.v2ex.com/t/1214756", 
      "date_published": "2026-05-22T08:56:28+00:00", 
      "content_html": "\u5927\u5bb6\u90fd\u662f\u7528 AI \u6765 coding \u7684\uff0c\u90a3\u4e48 PRD \u548c SRS \u4ee5\u53ca\u8be6\u7ec6\u8bbe\u8ba1 \u8fd9\u4e9b\u6587\u6863\u5927\u5bb6\u53c8\u662f\u600e\u4e48\u505a\u7684\u5462\uff1f"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/Peikon", 
        "name": "Peikon", 
        "avatar": "https://cdn.v2ex.com/avatar/60fb/4b0e/374655_large.png?m=1754210998"
      }, 
      "url": "https://www.v2ex.com/t/1214649", 
      "title": "\u5f81\u6c42\u53ef\u884c\u65b9\u6848\uff1a\u8fdc\u7a0b\u64cd\u63a7 + codex \u684c\u9762\u7aef computer use \u529f\u80fd + API \u4e2d\u8f6c", 
      "id": "https://www.v2ex.com/t/1214649", 
      "date_published": "2026-05-22T03:27:07+00:00", 
      "content_html": "<p>\u8981\u662f\u5b98\u65b9\u5e10\u53f7\u7684\u8bdd\uff0c\u597d\u50cf GPT \u624b\u673a\u7aef\u5c31\u53ef\u884c\uff0c\u4f46\u76ee\u524d\u516c\u53f8\u8fd8\u662f\u63d0\u4f9b\u7684 API \u4e2d\u8f6c\u7ad9\u670d\u52a1\uff0c\u8fd8\u6709\u8def\u5b50\u80fd\u641e\u5417\uff1f</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/DooooM", 
        "name": "DooooM", 
        "avatar": "https://cdn.v2ex.com/gravatar/57eff7b617e61c513807a865f5d502df?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1214423", 
      "date_modified": "2026-05-21T07:22:59+00:00", 
      "content_html": "<p>\u6700\u8fd1\u4e00\u76f4\u5728\u505a\u4e00\u4e2a\u91d1\u878d\u5206\u6790 Agent \uff08\u540d\u5b57\u53eb Garry \uff09\uff0c\u8dd1\u5728\u6211\u4eec\u81ea\u5df1\u642d\u7684 BotCord \u4e0a\u3002\u4eca\u5929\u5199\u4e00\u4e0b\u5b9a\u4f4d\u548c\u5b9e\u73b0\uff0c\u6b22\u8fce\u6765\u7fa4\u91cc\u56f4\u89c2\u3001\u63d0\u9700\u6c42\u3001\u9a82\u4ee3\u7801\u3002\u4e0d\u7528\u82b1\u8d39\u4f60\u4e00\u5206 token \uff0c\u76f4\u63a5\u4eab\u7528\u6210\u679c\u3002</p>\n<h2>\u5b83\u505a\u4ec0\u4e48</h2>\n<p><strong>\u4e00\u53e5\u8bdd</strong>\uff1a7\u00d724 \u5728\u7ebf\u7684\u5e02\u573a\u5206\u6790\u52a9\u624b\u3002\u4f60\u53ef\u4ee5\u95ee\u5b83\"\u4eca\u5929 A \u80a1\u8d44\u91d1\u9762\u4ec0\u4e48\u6837\"\u3001\"\u4e0a\u8bc1 5 \u5206\u949f\u7ea7\u6700\u8fd1\u4e00\u5c0f\u65f6\u600e\u4e48\u8d70\"\u3001\"\u5de8\u6f6e\u4eca\u5929\u6709\u4ec0\u4e48\u91cd\u8981\u516c\u544a\"\uff0c\u5b83\u4ece\u672c\u5730\u5f52\u6863\u6570\u636e\u5e93\u76f4\u63a5\u7b54\uff1b\u5b9a\u65f6\u8fd8\u4f1a\u4e3b\u52a8\u51fa\u5e02\u573a\u7b80\u62a5\u3002</p>\n<p><strong>\u505a\u54ea\u4e9b\u8d44\u4ea7</strong>\uff1aA \u80a1\uff08\u542b\u6caa\u6df1 300 / \u521b\u4e1a\u677f / \u79d1\u521b 50 \uff09\u3001\u6e2f\u80a1\u3001\u7f8e\u80a1\u3001\u5916\u6c47\u3001\u5927\u5b97\u3001Crypto \u3002\u91cd\u70b9\u5728 A \u80a1\uff0c\u56e0\u4e3a\u505a A \u80a1\u7684\u5de5\u5177\u666e\u904d\u7c97\u7cd9\u3002</p>\n<p><strong>A \u80a1\u4fa7\u8986\u76d6</strong>\uff1a</p>\n<ul>\n<li>\u884c\u60c5\uff1a5 \u5206\u949f K \u7ebf\u5f52\u6863\uff0c\u4e3b\u8981\u5bbd\u57fa\u6307\u6570</li>\n<li>\u8d44\u91d1\u9762\uff1a<strong>\u9f99\u864e\u699c\u3001\u4e24\u878d\u4f59\u989d\u3001\u5317\u5411\u8d44\u91d1</strong>\uff08 A \u80a1 alpha \u7684\u6838\u5fc3\u4fe1\u53f7\uff09</li>\n<li>\u516c\u544a\uff1a\u5de8\u6f6e\u8d44\u8baf\uff08\u6309\u8ba2\u9605\u80a1\u7968\u62c9\u53d6\uff09</li>\n<li>\u65b0\u95fb\uff1a<strong>\u8d22\u8054\u793e + \u91d1\u5341\u5feb\u8baf</strong>\u53cc\u6e90\u4ea4\u53c9\uff0c\u5916\u52a0 Yahoo Finance / Alpha Vantage \u770b\u82f1\u6587\u53d9\u4e8b</li>\n</ul>\n<h2>\u4e3a\u4ec0\u4e48\u548c\u522b\u4eba\u4e0d\u4e00\u6837</h2>\n<p>\u6700\u8fd1\u770b\u4e86\u4e00\u5708\u540c\u7c7b\u5f00\u6e90\u9879\u76ee\uff0c\u601d\u8def\u57fa\u672c\u662f **\"GitHub Actions cron + AkShare + LLM \u76f4\u63a5\u51fa\u4e70\u5356\u4fe1\u53f7\"**\u3002\u6211\u4eec\u8d70\u4e86\u4e00\u6761\u76f8\u53cd\u7684\u8def\uff1a</p>\n<table>\n<thead>\n<tr>\n<th>\u7ef4\u5ea6</th>\n<th>\u5e38\u89c1\u65b9\u6848</th>\n<th>\u6211\u4eec</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td><strong>\u6570\u636e\u83b7\u53d6</strong></td>\n<td>\u8dd1\u62a5\u544a\u65f6\u6309\u9700\u62c9</td>\n<td><strong>\u540e\u53f0 daemon \u6301\u7eed\u5f52\u6863 SQLite</strong>\uff0c\u95ee\u7684\u65f6\u5019\u76f4\u63a5\u67e5\u672c\u5730</td>\n</tr>\n<tr>\n<td><strong>\u65b0\u95fb\u6e90</strong></td>\n<td>\u5355\u6e90 fallback \u94fe\uff08\u4e00\u4e2a\u6302\u4e86\u6362\u4e0b\u4e00\u4e2a\uff09</td>\n<td><strong>\u591a\u6e90\u5e76\u884c\u5f52\u6863</strong>\uff0c\u540c\u4e00\u4e8b\u4ef6\u591a\u6e90\u5bf9\u6bd4</td>\n</tr>\n<tr>\n<td><strong>LLM \u89d2\u8272</strong></td>\n<td>\u751f\u6210 BUY / SELL / HOLD \u4fe1\u53f7</td>\n<td><strong>\u53ea\u505a\u4e8b\u5b9e\u9648\u8ff0 + \u4e8b\u4ef6\u5f52\u7c7b</strong>\uff0c\u4e0d\u51fa\u4fe1\u53f7</td>\n</tr>\n<tr>\n<td><strong>\u65f6\u533a</strong></td>\n<td>\u591a\u6570\u82f1\u6587\u9879\u76ee UTC</td>\n<td><strong>\u9ed8\u8ba4\u5317\u4eac\u65f6\u95f4</strong>\uff08\u6bd5\u7adf A \u80a1\u662f\u672c\u56fd\u5e02\u573a\uff09</td>\n</tr>\n<tr>\n<td><strong>\u53ef\u4fe1\u5ea6</strong></td>\n<td>\"LLM \u7ed9\u51fa\u7684\u5efa\u8bae\"</td>\n<td>\u6bcf\u6761\u4e8b\u5b9e\u90fd\u5e26 ticker \u3001\u65f6\u95f4\u7a97\u3001\u65b0\u95fb source \u3001\u6293\u53d6\u65f6\u95f4\uff0c<strong>\u53ef\u9010\u6761\u590d\u6838</strong></td>\n</tr>\n</tbody></table><p>\u5177\u4f53\u8bf4\u51e0\u4e2a trade-off\uff1a</p>\n<h3>1. \u4e0d\u51fa\u4fe1\u53f7\uff0c\u662f feature \u4e0d\u662f bug</h3>\n<p>LLM \u76f4\u63a5\u7ed9\u4e70\u5356\u4fe1\u53f7\u6709\u4e24\u4e2a\u786c\u4f24\uff1a\u5355\u65e5\u6ce2\u52a8\u53cd\u5e94\u8fc7\u6fc0\uff08\u4fe1\u53f7 flip-flop \uff09+ \u6ca1\u6709\u6ede\u56de\u72b6\u6001\u673a\u7684\u786c\u4fdd\u8bc1\u3002\u6211\u770b\u8fc7\u7684\u9879\u76ee\u90fd\u9760 prompt \u7ea6\u675f LLM \u81ea\u5f8b \u2014\u2014 \u4e0d\u53ef\u9760\u3002\u6211\u4eec\u5e72\u8106\u4e0d\u505a\u4fe1\u53f7\uff0c\u53ea\u505a **\"\u4eca\u5929\u53d1\u751f\u4e86\u4ec0\u4e48 / \u54ea\u4e9b\u4e8b\u4ef6\u503c\u5f97\u5173\u6ce8 / \u8fd9\u4e9b\u4e8b\u4ef6\u5386\u53f2\u4e0a\u5bf9\u5e94\u4ec0\u4e48 reaction\"**\u3002\u4f60\u62ff\u8fd9\u4e9b\u4e8b\u5b9e\u81ea\u5df1\u5224\u65ad\u3002</p>\n<p>\u5408\u89c4\u4e0a\u4e5f\u5b89\u5168\uff1a\u56fd\u5185\"\u6295\u8d44\u54a8\u8be2\u4e1a\u52a1\"\u8981\u724c\u7167\uff0cAI \u9879\u76ee\u8bf4\"\u4ec5\u4f9b\u53c2\u8003\"\u515c\u4e0d\u4f4f\u4e8f\u635f\u7ea0\u7eb7\u3002</p>\n<h3>2. \u6301\u7eed\u5f52\u6863 vs \u4e34\u65f6\u62c9\u53d6</h3>\n<p>cron \u9879\u76ee\u6bcf\u6b21\u8dd1\u90fd\u8981\u91cd\u65b0\u62c9\u6570\u636e\uff0c\u6162\u3001\u5bb9\u6613\u8d85\u9650\u3001\u6e90\u6302\u4e86\u5c31\u6f0f\u6570\u636e\u3002\u6211\u4eec\u7684 daemon \u4e00\u76f4\u5728\u8dd1\uff08 jin10 60s \u3001cls 120s \u3001macro K \u7ebf 5min \u3001calendar 30min \uff09\uff0c\u6570\u636e\u5e93\u6c38\u8fdc\u662f\u70ed\u7684\u3002\u4f60\u95ee\u95ee\u9898\u4e0d\u7528\u7b49\uff0c<strong>\u56de\u586b\u5386\u53f2\u533a\u95f4\u4e5f\u80fd\u79d2\u7ea7\u67e5</strong>\u3002</p>\n<h2>\u5f53\u524d\u9650\u5236\uff08\u4e0d\u85cf\u7740\uff09</h2>\n<ul>\n<li><strong>\u4e0d\u662f\u7b56\u7565</strong>\uff1a\u6ca1\u6709\u91cf\u5316\u6a21\u578b\u3001\u6ca1\u6709\u4ed3\u4f4d\u7ba1\u7406\u3001\u6ca1\u6709\u6b62\u635f</li>\n<li><strong>\u6ca1\u6709\u56de\u6d4b\u5f15\u64ce</strong>\uff1a\u5728 roadmap \u4e0a\u4f46\u8fd8\u6ca1\u505a\uff08\u4e8b\u540e\u590d\u76d8\u65e5\u62a5\u91cc flag \u7684\u4e8b\u4ef6 vs \u5b9e\u9645\u5e02\u573a\u53cd\u5e94\uff09</li>\n<li><strong>L1 \u884c\u60c5</strong>\uff1a\u514d\u8d39\u6570\u636e\u6e90\u5ef6\u8fdf\uff0c\u76d8\u53e3 / Level-2 \u6ca1\u505a</li>\n<li><strong>\u5c0f\u76d8\u80a1 / \u65b0\u80a1</strong>\uff1aLLM \u7684\u91d1\u878d\u77e5\u8bc6\u6709\u8fb9\u754c\uff0c\u78b0\u5230\u592a\u5c0f\u6216\u592a\u65b0\u7684\u7968\u4f1a\u964d\u7ea7\u5230\"\u53ea\u5217\u4e8b\u5b9e\u4e0d\u8bc4\u8bba\"</li>\n</ul>\n<h2>\u600e\u4e48\u7528</h2>\n<p>\u6211\u4eec\u7684\u91d1\u878d\u5206\u6790\u516c\u5f00\u7fa4\u5728 BotCord \u4e0a\uff0c\u53ef\u4ee5\u56f4\u89c2\u3001\u63d0\u95ee\u3001\u63d0\u9700\u6c42\uff1a</p>\n<p>\ud83d\udd17 <strong><a href=\"https://www.botcord.chat/share/sh_57edcf9c121043f3858f5878\" rel=\"nofollow\">Garry \u91d1\u878d\u6d1e\u5bdf &amp; \u6280\u672f\u5e03\u9053</a></strong></p>\n<p>\u6bcf\u5929\u53d1\u5e02\u573a\u7b80\u62a5\uff08\u5317\u4eac\u65f6\u95f4\uff09\uff0c\u91cc\u9762\u5305\u542b\uff1a\u884c\u60c5\u5feb\u7167\u3001\u8fd1 24h \u5173\u952e\u4e8b\u4ef6\uff08\u6309 A \u80a1 / \u7f8e\u80a1 / \u5730\u7f18\u4e09\u5757\uff09\u3001\u672a\u6765\u4e00\u5468\u7684\u7ecf\u6d4e\u6570\u636e + \u592e\u884c + \u653f\u6cbb\u5916\u4ea4\u4e8b\u4ef6\u3002</p>\n<p>\u4ee3\u7801\u6682\u672a\u5f00\u6e90\uff0c<strong>\u56e0\u4e3a\u8fd8\u5728\u8fed\u4ee3\u6838\u5fc3\u67b6\u6784\uff0c\u5f00\u6e90\u524d\u4f1a\u5148\u6253\u78e8\u4e00\u4e24\u4e2a\u6708</strong>\u3002\u4f46 stack \u662f\u5f00\u653e\u7684\uff1aBotCord \uff08 agent-to-agent \u534f\u8bae\uff09+ Python daemon + SQLite + Claude / DeepSeek / Gemini \u591a LLM \u540e\u7aef\u3002</p>\n<hr/>\n<p><strong>\u6700\u540e\u5410\u69fd\u4e00\u53e5</strong>\uff1a\u6700\u8fd1\u770b\u5230\u90a3\u4e2a 38k stars \u7684 LLM \u80a1\u7968\u5206\u6790\u9879\u76ee\uff0cfork:star \u63a5\u8fd1 1:1 \uff0c\u6b63\u5e38 OSS \u662f 1:10 \u5230 1:20 \uff0c\u5efa\u8bae\u5404\u4f4d\u770b star \u6570\u7684\u65f6\u5019\u987a\u4fbf\u770b\u4e00\u773c\u8fd9\u4e2a\u6bd4\u4f8b\u3002</p>\n", 
      "date_published": "2026-05-21T07:20:59+00:00", 
      "title": "\u505a\u4e86\u4e2a\u5e38\u9a7b\u7684 AI \u91d1\u878d\u5206\u6790 Agent \u2014\u2014 \u4e0d\u7ed9\u4e70\u5356\u4fe1\u53f7\uff0c\u53ea\u628a\u4e8b\u5b9e\u7aef\u7ed9\u4f60\u770b", 
      "id": "https://www.v2ex.com/t/1214423"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/Lzy930", 
        "name": "Lzy930", 
        "avatar": "https://cdn.v2ex.com/gravatar/fa31df23919895be2f6fc286df419bd7?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1214247", 
      "title": "\u6211\u8dd1\u4e86\u4e00\u665a RAG\uff0c\u53d1\u73b0\u95ee\u9898\u4e0d\u5728\u68c0\u7d22\u5c42", 
      "id": "https://www.v2ex.com/t/1214247", 
      "date_published": "2026-05-20T14:04:47+00:00", 
      "content_html": "<h1>\u6211\u8dd1\u4e86\u4e00\u665a RAG \uff0c\u53d1\u73b0\u95ee\u9898\u4e0d\u5728\u68c0\u7d22\u5c42</h1>\n<p>\u4f60\u662f\u4e0d\u662f\u4e5f\u9047\u8fc7\u8fd9\u79cd\u4e8b\uff1a</p>\n<p>\u4f60\u7ed9 AI \u5582\u4e86\u4e00\u5806\u8d44\u6599\uff0c\u95ee\u5b83\u4e00\u4e2a\u660e\u660e\u8d44\u6599\u91cc\u5199\u5f97\u6e05\u6e05\u695a\u695a\u7684\u95ee\u9898\uff0c\u5b83\u5374\u8ddf\u4f60\u8bf4\u2014\u2014</p>\n<p><strong>\"\u65e0\u6cd5\u4ece\u5df2\u63d0\u4f9b\u8d44\u6599\u4e2d\u5224\u65ad\u3002\"</strong></p>\n<p>\u6628\u5929\u665a\u4e0a\u6211\u8dd1\u4e86\u4e00\u6574\u665a\u7684 RAG \uff08\u8ba9 AI \u8bfb\u4f60\u81ea\u5df1\u7684\u6587\u6863\u518d\u56de\u7b54\u95ee\u9898\u7684\u6280\u672f\uff09\uff0c\u7ed3\u679c\u53d1\u73b0\uff1a</p>\n<p>\u95ee\u9898\u6839\u672c\u4e0d\u5728\"AI \u627e\u4e0d\u627e\u5f97\u5230\u8d44\u6599\"\u2014\u2014\u5b83\u627e\u5230\u4e86\u3002</p>\n<p>\u95ee\u9898\u51fa\u5728\"\u627e\u5230\u4e4b\u540e\uff0c\u6211\u81ea\u5df1\u628a\u5b83\u7684\u5634\u6342\u4f4f\u4e86\"\u3002</p>\n<p>\u5982\u679c\u4f60\u6b63\u5728\u505a AI \u5e94\u7528\uff0c\u6216\u8005\u51c6\u5907\u505a\uff0c\u8fd9\u4e2a\u5751\u4f60\u8fdf\u65e9\u4f1a\u8e29\u5230\u3002\u5f80\u4e0b\u770b\uff0c\u6211\u5e2e\u4f60\u5148\u8e29\u4e00\u904d\u3002</p>\n<hr/>\n<h2>\u5148\u628a\u68c0\u7d22\u8fd9\u4e8b\u505a\u624e\u5b9e</h2>\n<p>\u5148\u82b1 30 \u79d2\u8bf4\u4e2a\u80cc\u666f\uff1aRAG \u8981\u8ba9 AI \u4ece\u4f60\u7684\u8d44\u6599\u91cc\u627e\u7b54\u6848\uff0c\u7b2c\u4e00\u6b65\u662f\"\u68c0\u7d22\"\u2014\u2014\u4ece\u4e00\u5806\u6587\u6863\u788e\u7247\u91cc\uff0c\u628a\u6700\u76f8\u5173\u7684\u51e0\u6bb5\u635e\u51fa\u6765\u3002</p>\n<p>\u76ee\u524d\u4e3b\u6d41\u6709\u4e24\u6761\u8def\uff1a</p>\n<ul>\n<li><strong>\u5411\u91cf\u68c0\u7d22</strong>\uff1a\u770b\u8bed\u4e49\u3002\"\u5230\u8d27\u5ef6\u8fdf\"\u548c\"\u4ea4\u4ed8\u53d7\u5f71\u54cd\"\uff0c\u5b57\u9762\u4e0d\u4e00\u6837\uff0c\u4f46\u5b83\u77e5\u9053\u662f\u4e00\u56de\u4e8b\u3002</li>\n<li><strong>BM25 \u68c0\u7d22</strong>\uff1a\u770b\u5173\u952e\u8bcd\u3002\u6587\u6863\u91cc\u6709\"VFD-F17\"\uff0c\u4f60\u95ee\"VFD-F17\"\uff0c\u5b83\u79d2\u5339\u914d\u3002</li>\n</ul>\n<p>\u95ee\u9898\u662f\uff0c<strong>\u8fd9\u4e24\u6761\u8def\u5404\u6709\u76f2\u533a</strong>\u3002\u5411\u91cf\u53ef\u80fd\u6f0f\u6389\u7cbe\u786e\u7f16\u53f7\uff0cBM25 \u78b0\u5230\u6362\u4e2a\u8bf4\u6cd5\u5c31\u50bb\u4e86\u3002</p>\n<p>\u6240\u4ee5\u6211\u7528\u4e86\u4e00\u4e2a\u53eb <strong>RRF \uff08 Reciprocal Rank Fusion \uff09</strong> \u7684\u878d\u5408\u65b9\u6cd5\u2014\u2014\u4e0d\u770b\u4e24\u8def\u5404\u81ea\u6253\u591a\u5c11\u5206\uff0c<strong>\u53ea\u770b\u5b83\u4eec\u5404\u81ea\u628a\u8c01\u6392\u5728\u524d\u9762</strong>\uff0c\u7136\u540e\u7efc\u5408\u6392\u540d\u3002\u903b\u8f91\u5f88\u7b80\u5355\uff0c\u6838\u5fc3\u4ee3\u7801\u5c31\u8fd9\u4e48\u51e0\u884c\uff1a</p>\n<pre><code class=\"language-python\">def rrf(rankings: list[list[NodeWithScore]], k: int = 60) -&gt; list[NodeWithScore]:\n    \"\"\"Reciprocal Rank Fusion: \u591a\u8def\u68c0\u7d22 rank \u878d\u5408\"\"\"\n    scores: dict[str, float] = {}\n    nodes: dict[str, NodeWithScore] = {}\n    for ranking in rankings:\n        for rank, node in enumerate(ranking):\n            node_id = node.node.node_id\n            scores[node_id] = scores.get(node_id, 0) + 1 / (k + rank + 1)\n            nodes[node_id] = node\n    fused = sorted(nodes.values(), key=lambda n: -scores[n.node.node_id])\n    for node in fused:\n        node.score = scores[node.node.node_id]\n    return fused\n</code></pre>\n<p>\u7ba1\u7ebf\u642d\u8d77\u6765\uff0c\u8dd1\u901a\u4e86\u3002\u7136\u540e\u6211\u52a0\u4e86\u4e00\u4efd 16KB \u7684\u4e2d\u6587\u6d4b\u8bd5\u8bed\u6599\uff0c\u95ee\u4e86 4 \u4e2a\u95ee\u9898\u3002</p>\n<p><strong>\u7ed3\u679c\u6709\u70b9\u610f\u5916\u3002</strong></p>\n<hr/>\n<h2>\u6211\u4ee5\u4e3a\u662f\u68c0\u7d22\u7684\u9505\uff0c\u6570\u636e\u544a\u8bc9\u6211\u4e0d\u662f</h2>\n<p>\u8fd9\u4efd\u6d4b\u8bd5\u8bed\u6599\u6a21\u62df\u7684\u662f\u4e00\u5bb6\u5236\u9020\u4f01\u4e1a\u7684\u5185\u90e8\u6863\u6848\uff0c\u91cc\u9762\u6709\u8bbe\u5907\u62a5\u8b66\u7801\u3001\u4e8b\u6545\u8bb0\u5f55\u3001\u4f9b\u5e94\u5546\u4ea4\u671f\u3001\u9879\u76ee\u590d\u76d8\uff0c\u4ec0\u4e48\u90fd\u6709\u3002</p>\n<p>\u7136\u540e\u6211\u95ee\u4e86 4 \u4e2a\u95ee\u9898\uff0c\u68c0\u7d22 + \u751f\u6210\u7684\u7ed3\u679c\u662f\u8fd9\u6837\u7684\uff1a</p>\n<table>\n<thead>\n<tr>\n<th>#</th>\n<th>\u95ee\u9898</th>\n<th>\u68c0\u7d22\u547d\u4e2d</th>\n<th>AI \u56de\u7b54</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>1</td>\n<td>VFD-F17 \u662f\u4ec0\u4e48\u62a5\u8b66\uff1f</td>\n<td>\u2705 \u627e\u5230\u4e86</td>\n<td>\u2705 \u6b63\u786e\u56de\u7b54</td>\n</tr>\n<tr>\n<td>2</td>\n<td>E-7429 \u662f\u4ec0\u4e48\u4e8b\u6545\uff1f\u53d1\u751f\u5728\u4ec0\u4e48\u65f6\u5019\uff1f</td>\n<td>\u2705 \u627e\u5230\u4e86</td>\n<td>\u274c \"\u65e0\u6cd5\u4ece\u8d44\u6599\u4e2d\u5224\u65ad\"</td>\n</tr>\n<tr>\n<td>3</td>\n<td>\u54ea\u4e9b\u4f9b\u5e94\u5546\u53ef\u80fd\u5f71\u54cd\u4e0b\u6708\u4ea4\u4ed8\uff1f</td>\n<td>\u2705 \u627e\u5230\u4e86</td>\n<td>\u274c \"\u65e0\u6cd5\u4ece\u8d44\u6599\u4e2d\u5224\u65ad\"</td>\n</tr>\n<tr>\n<td>4</td>\n<td>RAG \u6a21\u578b\u4e3a\u4ec0\u4e48\u4f1a\u80e1\u7f16\u5185\u5bb9\uff1f</td>\n<td>\u2705 \u627e\u5230\u4e86</td>\n<td>\u2705 \u6b63\u786e\u56de\u7b54</td>\n</tr>\n</tbody></table><p>\u770b\u5230\u6ca1\uff1f<strong>\u68c0\u7d22 4/4 \u5168\u90e8\u547d\u4e2d\u4e86\u6b63\u786e\u7684\u8d44\u6599\u7247\u6bb5\u3002\u751f\u6210\u5374 2/4 \u62d2\u7edd\u56de\u7b54\u3002</strong></p>\n<p>AI \u660e\u660e\u628a\u6b63\u786e\u7b54\u6848\u6446\u5728\u9762\u524d\u4e86\uff0c\u5374\u8ddf\u6211\u8bf4\"\u6211\u4e0d\u77e5\u9053\"\u3002</p>\n<p>\u4e3a\u4ec0\u4e48\uff1f\u56e0\u4e3a\u51e0\u5929\u524d\u6211\u88ab\u53e6\u4e00\u4e2a\u95ee\u9898\u5751\u8fc7\u2014\u2014AI \u62ff\u5230\u8d44\u6599\u540e\u778e\u7f16\u3001\u4e71\u8865\u5145\u3002\u5f53\u65f6\u6211\u7684\u89e3\u51b3\u65b9\u6848\u662f\u7ed9\u5b83\u52a0\u4e86\u4e00\u6761\u4e25\u683c\u6307\u4ee4\uff1a**\"\u51e1\u662f\u8d44\u6599\u4e2d\u6ca1\u6709\u76f4\u63a5\u51fa\u73b0\u7684\u5185\u5bb9\uff0c\u4e00\u5f8b\u56de\u7b54\u4e0d\u77e5\u9053\u3002\"**</p>\n<p>\u90a3\u6761\u6307\u4ee4\u786e\u5b9e\u6cbb\u597d\u4e86\u778e\u7f16\u7684\u6bdb\u75c5\u3002\u4f46\u73b0\u5728\u5b83\u53cd\u8fc7\u6765\u54ac\u6211\u4e86\u2014\u2014\u539f\u6587\u5199\u7684\u662f\"\u6545\u969c\u73b0\u8c61\"\uff0c\u6211\u95ee\u7684\u662f\"\u4e8b\u6545\"\uff1b\u539f\u6587\u5199\u7684\u662f\"\u5230\u8d27\u7a97\u53e3\u540e\u79fb\"\uff0c\u6211\u95ee\u7684\u662f\"\u5f71\u54cd\u4ea4\u4ed8\"\u3002<strong>\u5b57\u9762\u6ca1\u6709\u5b8c\u5168\u5bf9\u4e0a\uff0cAI \u5c31\u8001\u8001\u5b9e\u5b9e\u5730\u62d2\u7b54\u4e86\u3002</strong></p>\n<p>\u8fd9\u8ba9\u6211\u610f\u8bc6\u5230\u4e00\u4ef6\u4e8b\uff1a</p>\n<p><strong>RAG \u4e0d\u662f\u5199\u4e00\u6761 prompt \u5c31\u80fd\u641e\u5b9a\u6240\u6709\u573a\u666f\u7684\u3002\u4e8b\u5b9e\u9898\u9700\u8981\u5bbd\u677e\u4e00\u70b9\u8ba9 AI \u6562\u56de\u7b54\uff0c\u4e3b\u89c2\u9898\u9700\u8981\u4e25\u683c\u4e00\u70b9\u4e0d\u8ba9\u5b83\u4e71\u7f16\u3002\u8fd9\u4e24\u4ef6\u4e8b\uff0c\u5e94\u8be5\u5206\u5f00\u5904\u7406\u3002</strong></p>\n<p>\u4f46\u600e\u4e48\u5206\uff1f\u8ba9 AI \u81ea\u5df1\u5224\u65ad\u8fd9\u662f\u4e8b\u5b9e\u9898\u8fd8\u662f\u4e3b\u89c2\u9898\uff1f\u8fd8\u662f\u5728\u68c0\u7d22\u9636\u6bb5\u5c31\u6253\u6807\u7b7e\uff1f\u53c8\u6216\u8005\u5e72\u8106\u51c6\u5907\u4e24\u5957\u56de\u7b54\u6a21\u677f\uff0c\u6309\u573a\u666f\u5207\u6362\uff1f</p>\n<p><strong>\u8bf4\u5b9e\u8bdd\uff0c\u6211\u73b0\u5728\u8fd8\u6ca1\u6709\u7b54\u6848\u3002</strong> \u4f46\u6211\u5df2\u7ecf\u5f00\u59cb\u62c6\u8fd9\u4e2a\u95ee\u9898\u4e86\u3002\u7b49\u6211\u8dd1\u901a\u4e86\uff0c\u4e0b\u4e00\u7bc7\u5199\u7ed9\u4f60\u770b\u3002</p>\n<p>\u987a\u5e26\u8bf4\u4e00\u4e2a\u6211\u8dd1\u8fd9\u5957\u65f6\u5dee\u70b9\u5d29\u5fc3\u6001\u7684\u4e8b\uff1a<strong>\u5355\u6587\u6863\u8bed\u6599\u4e0b\uff0cBM25 \u7684\u5206\u6570\u4f1a\u5168\u90e8\u5f52\u96f6</strong>\u3002\u4e00\u5f00\u59cb\u6211\u4ee5\u4e3a\u662f\u4ee3\u7801\u5199\u9519\u4e86\uff0c\u8c03\u4e86\u534a\u5929\u53d1\u73b0\u662f BM25 \u7684\u6570\u5b66\u5c31\u8fd9\u4e48\u5b9a\u7684\u2014\u2014\u8fd9\u4ef6\u4e8b\u7684\u539f\u7406\uff0c\u540e\u9762\u5355\u72ec\u5199\u4e00\u7bc7\u8bb2\u3002</p>\n<hr/>\n<h2>\u8fd9\u7bc7\u5199\u7ed9\u8c01</h2>\n<p>\u5982\u679c\u4f60\u6b63\u5728\u505a RAG \uff0c\u6216\u8005\u51c6\u5907\u505a\uff0c\u8bb0\u4f4f\u4e00\u4ef6\u4e8b\uff1a<strong>\u68c0\u7d22\u5bf9\u4e86\u4e0d\u4ee3\u8868\u56de\u7b54\u5bf9\u4e86\u3002</strong> \u4e0b\u6b21 AI \u8ddf\u4f60\u8bf4\"\u65e0\u6cd5\u5224\u65ad\"\u7684\u65f6\u5019\uff0c\u5148\u522b\u6025\u7740\u6362\u6a21\u578b\u2014\u2014\u770b\u770b\u662f\u4e0d\u662f\u4f60\u81ea\u5df1\u7ed9\u5b83\u7684\u89c4\u5219\u592a\u7d27\u4e86\u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/chnwine", 
        "name": "chnwine", 
        "avatar": "https://cdn.v2ex.com/avatar/9b02/5ea5/332999_large.png?m=1779265033"
      }, 
      "url": "https://www.v2ex.com/t/1214161", 
      "title": "\u4f60\u4eec\u7528\u7684\u684c\u9762 Agent \u90fd\u662f\u5565, \u80fd\u64cd\u4f5c\u6d4f\u89c8\u5668\u4e48?", 
      "id": "https://www.v2ex.com/t/1214161", 
      "date_published": "2026-05-20T08:17:19+00:00", 
      "content_html": "<p>\u5982\u9898, \u6700\u8fd1\u628a Cursor \u5f53\u6210\u901a\u7528 Agent \u5728\u7528, \u4f46\u4ed6\u8fd9\u5757\u4f53\u9a8c\u8fd8\u662f\u4e0d\u592a\u884c, \u4ed6\u64cd\u4f5c\u7684\u662f\u81ea\u5df1\u7684\u6d4f\u89c8\u5668, \u6709\u4e9b\u4e1c\u897f\u8981\u91cd\u65b0\u767b\u9646</p>\n<p>Alma \u53ef\u4ee5\u4f7f\u7528 Chrome Relay, \u4f46\u6709\u4e9b\u5de5\u5177\u4f1a\u88ab\u5361\u4f4f</p>\n<p>\u60f3\u95ee\u4e0b\u5927\u4f6c\u4eec\u90fd\u7528\u7684\u4ec0\u4e48\u684c\u9762\u7aef\u7684 Agent?</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/106npo", 
        "name": "106npo", 
        "avatar": "https://cdn.v2ex.com/avatar/17d3/d5c9/71891_large.png?m=1752241801"
      }, 
      "url": "https://www.v2ex.com/t/1214047", 
      "title": "Ucloud \u4e5f\u4e0b\u573a\u505a\u4e2d\u8f6c\u7ad9\u4e86 \u662f\u4e0d\u662f\u7b2c\u4e00\u4e2a\u5927\u5382\u505a gpt/anthropic \u4e2d\u8f6c\u7ad9\u7684 \u600e\u4e48\u505a\u7684\u5408\u89c4", 
      "id": "https://www.v2ex.com/t/1214047", 
      "date_published": "2026-05-20T03:14:04+00:00", 
      "content_html": "<p>\u53d1\u6765\u7684\u5ba3\u4f20\u56fe\u4e0a\u5199\u7684\u652f\u6301 gpt \u548c anthropic ,\u4e0d\u8fc7\u70b9\u51fb\u53bb\u5728\u770b\u5230 claude \u6a21\u578b\u524d,\u6211\u7684\u6d4f\u89c8\u5668\u5c31\u5148\u88ab\u5361\u6b7b\u4e86.</p>\n<p>\u4e0d\u77e5\u9053\u662f gpt \u548c claude \u6a21\u578b\u662f\u85cf\u8d77\u6765\u7684,\u8fd8\u662f\u8fd9 AI \u505a\u7684\u56fe\u5b8c\u5168\u6ca1\u4eba\u5ba1\u6838\u5c31\u76f4\u63a5\u53d1\u4e86</p>\n<p>\u7ad9\u70b9<br/>\n<a href=\"https://astraflow.ucloud.cn/modelverse/playground#all\" rel=\"nofollow\">https://astraflow.ucloud.cn/modelverse/playground#all</a></p>\n<p>\u5ba3\u4f20\u56fe  </p>\n<p><a href=\"https://imgur.com/a/8GWZ6Sz\" rel=\"nofollow\">https://imgur.com/a/8GWZ6Sz</a></p>\n<p>\u5ba3\u4f20\u56fe markdown   </p>\n<p><img alt=\"image\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.imgur.com/RnfUttw.png\"/></p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/cwcc", 
        "name": "cwcc", 
        "avatar": "https://cdn.v2ex.com/avatar/47e1/761c/530166_large.png?m=1711442407"
      }, 
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\u5f53\u6210\u4eba\u7c7b\u770b\u5f85\uff0c\u987a\u5e94\u4eba\u7c7b\u7684\u8ba4\u77e5\u5fc3\u7406\u5b66\u4e0e\u884c\u4e3a\u5b66\u53bb\u8bbe\u8ba1\u7cfb\u7edf\u201d</strong>\uff0c\u5c06\u6c38\u8fdc\u662f\u4efb\u4f55 Agent/Harness \u5de5\u7a0b\u8d70\u5411\u6210\u719f\u7684\u8fdb\u9636\u8d77\u70b9\u3002</p>\n<h2>\u8ba4\u77e5\u5bf9\u9f50\uff1a\u628a AI \u5f53\u4f5c\u4f60\u7684\u201c\u6280\u672f\u5b9e\u4e60\u751f\u201d</h2>\n<p>\u5982\u679c\u4f60\u521d\u6b21\u548c LLM \u6253\u4ea4\u9053\uff0c\u4e0d\u77e5\u9053\u8be5\u5982\u4f55\u5411\u5b83\u63cf\u8ff0\u9700\u6c42\uff0c\u90a3\u4e48\u201c\u5c06 AI \u89c6\u4e3a\u6280\u672f\u5b9e\u4e60\u751f\uff08<em>Using AI as a Tech Intern</em>\uff09\u201d\u4e00\u5b9a\u662f\u4e00\u4e2a\u7edd\u4f73\u7684\u601d\u7ef4\u6a21\u578b\u3002</p>\n<p>\u4f20\u7edf\u7684\u9762\u5411\u4ee3\u7801\u7f16\u7a0b\uff0c\u6211\u4eec\u4e60\u60ef\u4e8e\u7ed9\u51fa\u786e\u5b9a\u6027\u7684\u7edd\u5bf9\u6307\u4ee4\u3002\u4f46\u9762\u5bf9 LLM \uff0c\u4f60\u9700\u8981\u628a\u5b83\u5f53\u4f5c\u4e00\u4e2a\u62e5\u6709\u65e0\u9650\u6280\u672f\u7406\u8bba\u77e5\u8bc6\u3001\u4f46\u5bf9\u4f60\u7684\u5177\u4f53\u4e1a\u52a1\u3001\u5386\u53f2\u4ee3\u7801\u548c\u4e0a\u4e0b\u6587\u4e00\u65e0\u6240\u77e5\u7684\u65b0\u5458\u5de5\u3002\u5bf9\u5f85\u5b9e\u4e60\u751f\uff0c\u4f60\u663e\u7136\u4e0d\u4f1a\u53ea\u4e22\u4e0b\u4e00\u53e5\u201c\u5e2e\u6211\u91cd\u6784\u4e00\u4e0b\u8fd9\u4e2a\u524d\u7aef\u9875\u9762\u201d\u7136\u540e\u8f6c\u5934\u79bb\u5f00\uff1b\u4f60\u9700\u8981\u505a\u7684\u662f\u5e26\u4ed6\u719f\u6089\u73af\u5883\u3002\u5728 Agent \u5de5\u7a0b\u4e2d\uff0c\u8fd9\u610f\u5473\u7740\u6211\u4eec\u9700\u8981\u629b\u5f03\u7b80\u5355\u7c97\u66b4\u7684\u5355\u53e5 Prompt \uff0c\u8f6c\u800c\u4e3a Agent \u5efa\u7acb\u4e00\u5957\u8be6\u5c3d\u7684\u201c\u5de5\u4f5c\u624b\u518c\u201d\uff0c\u63d0\u4f9b\u7ed9 Agent \u8db3\u591f\u7684\u4e1a\u52a1\u80cc\u666f\u548c\u6267\u884c\u6807\u51c6\u4fe1\u606f\uff0c\u5e2e\u52a9 Agent \u951a\u5b9a\u4f60\u7684\u6700\u7ec8\u9700\u6c42\u3002</p>\n<h2>\u8bb0\u5fc6\u89e3\u8026\uff1a\u5de5\u4f5c\u8bb0\u5fc6\u4e0e\u957f\u671f\u8bb0\u5fc6\u7684\u7845\u57fa\u6620\u5c04</h2>\n<p>\u5728\u957f\u6587\u672c\u5927\u6a21\u578b\u666e\u53ca\u540e\uff0c\u8bb8\u591a\u5f00\u53d1\u8005\u4ea7\u751f\u4e86\u4e00\u4e2a\u8def\u5f84\u4f9d\u8d56\uff1a\u559c\u6b22\u5c06\u6210\u5343\u4e0a\u4e07\u884c\u7684 API \u6587\u6863\u3001\u6574\u4e2a\u9879\u76ee\u7684\u6e90\u4ee3\u7801\u4e00\u80a1\u8111\u585e\u8fdb\u5927\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u3002\u8fd9\u79cd\u201c\u4fe1\u606f\u8f70\u70b8\u201d\u770b\u4f3c\u7701\u4e8b\uff0c\u5b9e\u5219\u5bf9\u6a21\u578b\u7684\u957f\u6587\u672c\u53ec\u56de\u6beb\u65e0\u76ca\u5904\u3002</p>\n<p>\u4eba\u7c7b\u7684\u8ba4\u77e5\u5fc3\u7406\u5b66\u8868\u660e\uff0c\u4eba\u7c7b\u7684<strong>\u5de5\u4f5c\u8bb0\u5fc6\uff08 Working Memory \uff09\u5bb9\u91cf\u6781\u5176\u6709\u9650\u3002\u6211\u4eec\u5728\u5199\u4ee3\u7801\u65f6\uff0c\u7edd\u5bf9\u4e0d\u4f1a\u4e00\u8fb9\u76ef\u7740\u5c4f\u5e55\uff0c\u4e00\u8fb9\u5728\u8111\u6d77\u91cc\u53cd\u590d\u80cc\u8bf5\u6574\u672c\u300a Java \u6838\u5fc3\u6280\u672f\u300b\u3002\u4eba\u7c7b\u9760\u7684\u662f\u6ce8\u610f\u529b\u7126\u70b9</strong>\u2014\u2014\u53ea\u770b\u773c\u524d\u7684\u903b\u8f91\uff0c\u9047\u5230\u4e0d\u786e\u5b9a\u7684\u7c7b\u540d\u6216 API \u65f6\uff0c\u624d\u4f1a\u53bb\u67e5\u9605\u6587\u6863\u3002\u5927\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u672c\u8d28\u4e0a\u5c31\u662f\u5b83\u5f53\u524d\u7684\u5de5\u4f5c\u8bb0\u5fc6\uff0c\u800c\u4e0d\u662f\u5b83\u7684\u77e5\u8bc6\u5e93\u3002\u771f\u6b63\u9ad8\u7ea7\u7684 Agent \u5de5\u7a0b\uff0c\u5e94\u8be5\u5b66\u4f1a\u5e2e\u5927\u6a21\u578b\u505a\u201c\u8ba4\u77e5\u5378\u8f7d\uff08 Cognitive Offloading \uff09\u201d\uff0c\u5728\u4e0a\u4e0b\u6587\u7a97\u53e3\u4e2d\u4ec5\u4fdd\u7559\u6700\u6838\u5fc3\u7684\u5de5\u4f5c\u8bb0\u5fc6\uff0c\u800c\u5c06\u6d77\u91cf\u6570\u636e\u4ea4\u7ed9\u5916\u90e8\u67b6\u6784\u7ba1\u7406\u3002</p>\n<pre><code>[\u6d77\u91cf\u5386\u53f2\u4e0a\u4e0b\u6587 / \u4e1a\u52a1\u6587\u6863]\n       \u2502\n       \u25bc (\u77e5\u8bc6\u62bd\u53d6\u4e0e\u5411\u91cf\u5316)\n\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n\u2502  \u957f\u671f\u8bb0\u5fc6 (Vector DB)   \u2502 \u25c4\u2500\u2500\u2500 (\u5229\u7528 mem0 \u7b49\u6846\u67b6\u52a8\u6001\u5524\u9192)\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n           \u2502 (\u4ec5\u68c0\u7d22\u5f53\u524d\u4efb\u52a1\u76f8\u5173\u7684 Top-K \u788e\u7247)\n           \u25bc\n\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n\u2502  \u5de5\u4f5c\u8bb0\u5fc6 (LLM Context) \u2502 \u2500\u2500\u2500\u25ba [\u751f\u6210\u5f53\u524d\u51b3\u7b56 (Action)]\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n</code></pre>\n<p>\u901a\u8fc7\u8fd9\u79cd\u8bb0\u5fc6\u89e3\u8026\u8bbe\u8ba1\uff0cAgent \u65e2\u4e0d\u4f1a\u88ab\u6d77\u91cf\u566a\u58f0\u4fe1\u606f\u6df9\u6ca1\u6ce8\u610f\u529b\uff0c\u53c8\u80fd\u968f\u65f6\u5728\u9700\u8981\u65f6\u901a\u8fc7\u68c0\u7d22\u201c\u5524\u9192\u201d\u957f\u671f\u8bb0\u5fc6\u3002</p>\n<h2>\u611f\u77e5\u5c42\u9769\u65b0\uff1a\u4eba\u7c7b\u4f9d\u8d56\u89c6\u89c9\uff0c\u800c\u975e\u7ed3\u6784\u5316\u6e90\u7801</h2>\n<p>\u5728\u81ea\u52a8\u5316\u6d4b\u8bd5\u6216 Web \u5f00\u53d1 Agent \u9886\u57df\uff0c\u5f88\u591a\u5de5\u7a0b\u5e08\u4f1a\u9677\u5165\u4e00\u4e2a\u8bef\u533a\uff1a\u575a\u4fe1\u7ed3\u6784\u5316\u7684\u6587\u672c\u6570\u636e\uff08\u5982 DOM \u6811\u3001Page Source \uff09\u4e00\u5b9a\u6bd4\u50cf\u7d20\u56fe\u50cf\u66f4\u7cbe\u51c6\u3002\u7136\u800c\uff0c\u8fd9\u5bfc\u81f4\u8bb8\u591a Coding Agent \u5f00\u53d1\u51fa\u7684\u524d\u7aef\u9875\u9762\u7ecf\u5e38\u51fa\u73b0\u60e8\u4e0d\u5fcd\u7779\u7684\u9519\u4f4d\u548c\u5e03\u5c40\u95ee\u9898\u3002</p>\n<p>\u4e3a\u4ec0\u4e48 DOM \u6811\u4f1a\u201c\u6b3a\u9a97\u201d\u5927\u6a21\u578b\uff1f\u56e0\u4e3a CSS \u7684\u81ea\u7531\u5ea6\u592a\u9ad8\uff0c\u4e14 DOM \u6811\u4e2d\u5145\u65a5\u7740\u5927\u91cf\u4e0d\u53ef\u89c1\u7684 div \u3001\u57cb\u70b9\u5c5e\u6027\u548c\u52a8\u6001\u52a0\u8f7d\u7684\u566a\u58f0\u3002\u4eba\u7c7b\u5728\u8089\u773c\u6392\u67e5\u524d\u7aef Bug \u65f6\uff0c\u770b\u7684\u662f\u6e32\u67d3\u540e\u7684\u89c6\u89c9\u754c\u9762\uff0c\u800c\u4e0d\u662f\u786c\u5543\u4e0a\u4e07\u884c\u7684 HTML \u6e90\u7801\u3002\u8ba9\u5927\u6a21\u578b\u5728\u5bc6\u5bc6\u9ebb\u9ebb\u7684 DOM \u6811\u91cc\u51ed\u7a7a\u201c\u7ec4\u88c5\u201d\u51fa\u9875\u9762\u6837\u5f0f\uff0c\u65e0\u5f02\u4e8e\u76f2\u4eba\u6478\u8c61\u3002\u56e0\u6b64\uff0c\u73b0\u4ee3 Agent \u5de5\u7a0b\u5e94\u5f53\u987a\u5e94\u4eba\u7c7b\u7684\u611f\u77e5\u4e60\u60ef\uff0c\u5c06\u201c\u89c6\u89c9\u611f\u77e5\u201d\u63d0\u5230\u7b2c\u4e00\u4f18\u5148\u7ea7\u3002\u4f8b\u5982\uff0c\u5728\u8fdb\u884c UI \u81ea\u52a8\u5316\u6d4b\u8bd5\u65f6\uff0c\u4f18\u79c0\u7684 Agent \u5de5\u7a0b\u4e0d\u518d\u5411\u5927\u6a21\u578b\u63d0\u4f9b\u51b0\u51b7\u7684 DOM \u8282\u70b9\uff0c\u800c\u662f\u5229\u7528 Playwright \u6355\u83b7\u5f53\u524d\u9875\u9762\u622a\u56fe\uff0c\u8ba9\u591a\u6a21\u6001\u5927\u6a21\u578b\u76f4\u63a5\u201c\u770b\u56fe\u8bf4\u8bdd\u201d\uff0c\u4e0b\u8fbe\u6307\u4ee4\uff08\u5bf9\u8fd9\u65b9\u9762\u611f\u5174\u8da3\u7684\u670b\u53cb\u53ef\u4ee5\u53c2\u8003\u5b57\u8282\u8df3\u52a8\u7684 UI \u81ea\u52a8\u5316\u6d4b\u8bd5\u6846\u67b6 Midscene \u662f\u5982\u4f55\u5b9e\u73b0\u7684\uff09\u3002</p>\n<p>\u8fd9\u79cd\u201c\u6240\u89c1\u5373\u6240\u5f97\u201d\u7684\u89c6\u89c9\u6a21\u5f0f\uff0c\u8fdc\u6bd4\u8ba9 Agent \u5728\u8111\u5185\u8111\u8865 DOM \u6811\u8981\u76f4\u89c2\u3001\u9ad8\u6548\u5f97\u591a\u3002</p>\n<h2>\u5de5\u5177\u751f\u6001\uff1a\u987a\u5e94\u5927\u6a21\u578b\u7684\u201c\u539f\u751f\u804c\u4e1a\u4e60\u60ef\u201d</h2>\n<p>\u5927\u6a21\u578b\u4f5c\u4e3a\u751f\u4ea7\u529b\u5de5\u5177\uff0c\u6700\u6210\u529f\u7684\u843d\u5730\u573a\u666f\u6beb\u65e0\u7591\u95ee\u662f\u201c\u5199\u4ee3\u7801\u201d\u3002\u5168\u7403\u7684\u8bad\u7ec3\u56e2\u961f\u90fd\u5728\u4f7f\u7528\u6d77\u91cf\u7684\u4ee3\u7801\u8bed\u6599\u3001\u6280\u672f\u6587\u6863\u548c\u5f00\u6e90\u9879\u76ee\u6765\u5bf9\u6a21\u578b\u8fdb\u884c\u5f3a\u5316\u5bf9\u9f50\u3002\u8fd9\u5bfc\u81f4\u4e86\u4e00\u4e2a\u5947\u5999\u7684\u7ed3\u679c\uff1a<strong>\u6bcf\u4e00\u4e2a\u9876\u5c16\u7684\u57fa\u5ea7 LLM \uff0c\u5929\u751f\u5c31\u662f\u4e00\u540d\u6781\u5176\u4f18\u79c0\u7684\u7a0b\u5e8f\u5458\u3002</strong></p>\n<p>\u65e2\u7136\u5927\u6a21\u578b\u62e5\u6709\u6781\u9ad8\u5f3a\u5ea6\u7684\u201c\u7a0b\u5e8f\u5458\u804c\u4e1a\u5e38\u8bc6\u201d\uff0c\u6211\u4eec\u5728\u4e3a\u5b83\u8bbe\u8ba1 Agent \u5de5\u5177\u94fe\u65f6\uff0c\u5c31\u5e94\u8be5\u7ed9\u5b83\u63d0\u4f9b\u4eba\u7c7b\u7a0b\u5e8f\u5458\u6700\u719f\u6089\u7684\u5de5\u5177\uff08\u5982 Bash \u3001Git \u3001Markdown \uff09\uff0c\u800c\u4e0d\u662f\u5de5\u7a0b\u5e08\u81ea\u521b\u7684\u3001\u9700\u8981\u989d\u5916\u5b66\u4e60\u7684\u81ea\u5b9a\u4e49 Function Call \u3002\u4f8b\u5982\u6bd4\u8d77 OpenCode \u63d0\u4f9b grep / read \u7b49 function call \u8bfb\u53d6\u6587\u4ef6\u5185\u5bb9\u3001Codex CLI \u5728\u4e0d\u540c OS \u4e2d\u91c7\u7528\u5176\u672c\u5730\u7684 Shell \u6307\u4ee4\uff08 Windows \u4e0b\u662f pwsh \uff0cmacOS/Linux \u4e0b\u662f bash \uff09\u8bfb\u53d6\u6587\u4ef6\u5185\u5bb9\uff0c<strong>Claude Code \u9009\u62e9\u4e3a\u6240\u6709 OS \u5e73\u53f0\u5efa\u7acb\u7edf\u4e00\u7684 Shell \u73af\u5883\uff0c\u5728 Windows \u4e0b\u4f7f\u7528 Git Bash \u800c\u4e0d\u662f pwsh \u6307\u4ee4\u8bfb\u53d6\u6587\u4ef6</strong>\uff0c\u8fd9\u79cd\u7edf\u4e00\u6027\u4f7f\u5f97\u6a21\u578b\u4e0d\u9700\u8981\u9488\u5bf9\u4e0d\u540c\u5e73\u53f0\u4f7f\u7528\u4e0d\u540c\u7684\u6307\u4ee4\uff0c\u4e14\u5176\u4f7f\u7528\u7684\u6307\u4ee4\u6c38\u8fdc\u662f\u7a0b\u5e8f\u5458\u548c\u5176\u9884\u6599\u4e2d\u6700\u719f\u6089\u7684\u90a3\u5957\u4e1c\u897f\u3002</p>\n<p>\u5c06\u5927\u6a21\u578b\u5f53\u6210\u771f\u6b63\u7684\u7a0b\u5e8f\u5458\uff0c\u5141\u8bb8\u5b83\u50cf\u4eba\u7c7b\u4e00\u6837\u901a\u8fc7\u6807\u51c6\u7684\u5f00\u53d1\u8005\u5de5\u5177\u4e0e\u7cfb\u7edf\u4ea4\u4e92\uff0c\u80fd\u8ba9\u5b83\u5728\u91cd\u6784\u3001Debug \u548c\u7248\u672c\u63a7\u5236\u65f6\u6fc0\u53d1\u51fa\u767e\u5206\u4e4b\u767e\u7684\u539f\u751f\u4ee3\u7801\u5929\u8d4b\u3002</p>\n<h2>\u884c\u52a8\u4e0e\u53cd\u9988\uff1a\u6784\u5efa\u5bb9\u9519\u7684\u201c\u95ed\u73af\u8bd5\u9a8c\u573a\u201d</h2>\n<p>\u6839\u636e\u70ed\u529b\u5b66\u7b2c\u4e8c\u5b9a\u5f8b\u548c\u71b5\u589e\u7406\u8bba\uff0c\u5982\u679c\u4e00\u4e2a\u7cfb\u7edf\u5728\u6ca1\u6709\u4efb\u4f55\u5916\u90e8\u5e72\u9884\u7684\u60c5\u51b5\u4e0b\u5b64\u7acb\u8fd0\u884c\uff0c\u5176\u5185\u90e8\u8d28\u91cf\u6700\u7ec8\u4e00\u5b9a\u4f1a\u8d70\u5411\u5d29\u584c\u3002Agent \u5de5\u7a0b\u4e5f\u662f\u5982\u6b64\u2014\u2014\u5982\u679c\u4f60\u53ea\u7ed9\u5927\u6a21\u578b\u63d0\u8981\u6c42\uff0c\u5374\u4e0d\u7ed9\u5b83\u63d0\u4f9b\u8fd0\u884c\u7ed3\u679c\u7684\u53cd\u9988\uff0c\u90a3\u4e48\u968f\u7740\u6b65\u9aa4\u7684\u52a0\u6df1\uff0c\u5b83\u6700\u7ec8\u4e00\u5b9a\u4f1a\u9677\u5165\u5e7b\u89c9\u548c\u4ee3\u7801\u8150\u70c2\u7684\u6ce5\u6f6d\u3002</p>\n<p>\u4eba\u7c7b\u5de5\u7a0b\u5e08\u4e0d\u53ef\u80fd\u5199\u51fa\u6c38\u8fdc\u4e0d\u9700\u8981\u7f16\u8bd1\u548c Debug \u7684\u4ee3\u7801\u3002\u6211\u4eec\u4e4b\u6240\u4ee5\u80fd\u4ea4\u4ed8\u5408\u683c\u7684\u7cfb\u7edf\uff0c\u662f\u56e0\u4e3a\u6211\u4eec\u62e5\u6709\u4e00\u4e2a\u201c\u7f16\u5199-&gt; \u7f16\u8bd1\u62a5\u9519 -&gt; \u67e5\u770b\u65e5\u5fd7 -&gt; \u4fee\u6539\u4ee3\u7801\u201d\u7684\u52a8\u6001\u8bd5\u9519\u95ed\u73af\u3002</p>\n<p>\u56e0\u6b64\uff0cAgent \u8fdb\u9636\u7684\u6838\u5fc3\u4e0d\u5728\u4e8e\u5199\u51fa\u591a\u4e48\u5b8c\u7f8e\u7684\u521d\u59cb Prompt \uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e00\u4e2a\u5f3a\u5927\u7684 <strong>Harness \uff08\u6d4b\u8bd5/\u8fd0\u884c\u57fa\u5ea7\uff09\u5de5\u7a0b</strong>\uff0c\u4e3a Agent \u63d0\u4f9b\u7a33\u5b9a\u3001\u786c\u6027\u3001\u5177\u5907\u9ad8\u5bb9\u9519\u5ea6\u7684\u73af\u5883\u53cd\u9988\u3002</p>\n<pre><code>\t\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n    \u2502          Agent \u4ea7\u751f\u51b3\u7b56 (Action)        \u2502\n    \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n                        \u2502 (\u6267\u884c\u4ee3\u7801 / \u64cd\u4f5c UI)\n                        \u25bc\n\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n\u2502             Harness \u5de5\u7a0b (\u786c\u95e8\u7981/\u73af\u5883\u53cd\u9988)               \u2502\n\u2502  - \u81ea\u52a8\u8fd0\u884c Linter &amp; Compiler (\u6355\u6349\u7f16\u8bd1\u671f\u9519\u8bef)          \u2502\n\u2502  - \u6267\u884c\u81ea\u52a8\u5316\u6d4b\u8bd5\u5355\u5143 (Runtime/Jest/JUnit)             \u2502\n\u2502  - \u6355\u83b7\u6807\u51c6\u8f93\u51fa\u4e0e Crash Logs                           \u2502\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n                        \u2502\n                        \u25bc (\u5c06\u5177\u8c61\u7684\u9519\u8bef\u65e5\u5fd7\u4f5c\u4e3a Context \u8fd4\u56de)\n    \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n    \u2502          Agent \u7ed3\u5408\u53cd\u9988\u81ea\u6211\u53cd\u601d          \u2502\n    \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n</code></pre>\n<p>\u5728\u8fd9\u79cd\u786c\u95e8\u7981\u7684\u95ed\u73af\u91cc\uff0c\u54ea\u6015\u5927\u6a21\u578b\u7b2c\u4e00\u904d\u5199\u51fa\u4e86\u6709 Bug \u7684\u4ee3\u7801\uff0cHarness \u57fa\u5ea7\u4e5f\u4f1a\u50cf\u4e00\u4f4d\u4e25\u683c\u7684\u5bfc\u5e08\u4e00\u6837\u628a <code>NullPointerException</code> \u548c\u7f16\u8bd1\u65e5\u5fd7\u7529\u5728\u5b83\u8138\u4e0a\uff0c\u5f15\u5bfc\u5b83\u901a\u8fc7\u81ea\u6211\u53cd\u601d\u5b8c\u6210\u4fee\u6b63\u3002</p>\n<h2>\u5148\u8c0b\u540e\u52a8\uff1a\u5f15\u5165 SDD \u89c4\u907f\u201c\u76f2\u76ee\u6572\u952e\u76d8\u201d\u7684\u4f4e\u7ea7\u9519\u8bef</h2>\n<p>\u5f88\u591a\u5f00\u53d1\u8005\u5728\u8bbe\u8ba1 Coding Agent \u65f6\uff0c\u6700\u5e38\u72af\u7684\u9519\u8bef\u5c31\u662f\u8ba9 Agent \u770b\u5230\u9700\u6c42\u540e\u201c\u7acb\u523b\u5f00\u59cb\u6539\u4ee3\u7801\u201d\u3002\u8fd9\u79cd\u201c\u62ff\u6765\u5c31\u5199\u201d\u7684\u884c\u4e3a\uff0c\u54ea\u6015\u5728\u4eba\u7c7b\u5de5\u7a0b\u5e08\u4e2d\u4e5f\u662f\u4f4e\u6c34\u5e73\u7684\u4f53\u73b0\uff0c\u5fc5\u7136\u5bfc\u81f4\u4ee3\u7801\u8026\u5408\u5ea6\u9ad8\u3001QPS \u9650\u5236\u6ca1\u8003\u8651\u3001\u903b\u8f91\u56db\u5206\u4e94\u88c2\u3002</p>\n<p>\u5728\u9ad8\u7ea7 Agent \u5de5\u7a0b\u4e2d\uff0c\u6211\u4eec\u5fc5\u987b\u5f3a\u5236\u5f15\u5165 <strong>SDD \uff08 Spec-Driven Development \uff0c\u89c4\u683c\u8bf4\u660e\u9a71\u52a8\u5f00\u53d1\uff09</strong> \u7684\u5de5\u4f5c\u6d41\u3002\u8fd9\u5957\u6d41\u6d3e\u7684\u601d\u60f3\u5b8c\u5168\u501f\u9274\u81ea\u8d44\u6df1\u4eba\u7c7b\u67b6\u6784\u5e08\u7684\u601d\u8003\u8def\u5f84\uff1a<strong>\u5728\u52a8\u624b\u5199\u4efb\u4f55\u4e00\u884c\u4ee3\u7801\u4e4b\u524d\uff0c\u5fc5\u987b\u5148\u660e\u786e\u89c4\u683c\u4e0e\u8ba1\u5212\u3002</strong></p>\n<p>\u5e02\u9762\u4e0a\u7684 SDD \u6846\u67b6\u975e\u5e38\u591a\uff0c\u4f46\u6240\u6709\u7684\u6846\u67b6\u90fd\u5305\u542b\u751f\u6210 spec \u3001plan \u3001tasks \u7684\u673a\u5236\uff0c\u540c\u65f6\uff0c\u8fd9\u4e9b\u6846\u67b6\u4e5f\u90fd\u4e0d\u7ea6\u800c\u540c\u5730\u5f3a\u8c03\u6d4b\u8bd5\u9a71\u52a8\u5f00\u53d1\uff08 Test-Driven Development \uff09\u7684\u91cd\u8981\u6027\uff0c\u56e0\u4e3a\u8fd9\u53ef\u4ee5\u4e3a\u5927\u6a21\u578b\u5e26\u6765\u786e\u5b9a\u6027\uff0c\u7528\u6d4b\u8bd5\u901a\u8fc7\u7387\u544a\u77e5 Agent \u5176\u529f\u80fd\u5b9e\u73b0\u7684\u8d28\u91cf\u3002</p>\n<p>\u901a\u8fc7 SDD \uff0c\u6211\u4eec\u6210\u529f\u5c06\u5927\u6a21\u578b\u7684\u884c\u4e3a\u4ece\u201c\u76f4\u89c9\u5f0f\u7684\u5feb\u601d\u8003\u201d\u786c\u751f\u751f\u62c9\u56de\u4e86\u201c\u903b\u8f91\u4e25\u5bc6\u7684\u6162\u601d\u8003\u201d\uff0c\u5f7b\u5e95\u6839\u6cbb\u4e86 Agent \u76f2\u76ee\u4fee\u6539\u4ee3\u7801\u5f15\u5165\u65b0 Bug \u7684\u987d\u75be\u3002</p>\n<h2>\u7ed3\u8bed</h2>\n<p>\u628a LLM \u5f53\u6210\u201c\u673a\u5668\u201d\u7684\u5f00\u53d1\u8005\uff0c\u5f80\u5f80\u6b62\u6b65\u4e8e\u7f16\u5199\u5197\u957f\u590d\u6742\u7684 Selector \u548c\u5806\u780c Function Call \uff0c\u6700\u7ec8\u5728\u6a21\u578b\u5e7b\u89c9\u7684\u6ce5\u6f6d\u91cc\u75db\u82e6\u6323\u624e\uff1b\u800c<strong>\u628a LLM \u5f53\u6210\u201c\u4eba\u7c7b\u201d\u7684\u5f00\u53d1\u8005\uff0c\u5219\u4f1a\u81f4\u529b\u4e8e\u4e3a\u5b83\u6784\u5efa\u5b8c\u7f8e\u7684\u611f\u77e5\u5c42\u3001\u79d1\u5b66\u7684\u8bb0\u5fc6\u5c42\u3001\u987a\u5e94\u76f4\u89c9\u7684\u5de5\u5177\u94fe\u4ee5\u53ca\u4e25\u82db\u7684\u73af\u5883\u95e8\u7981\u3002</strong></p>\n<p>\u4e0d\u8981\u518d\u8bd5\u56fe\u7528\u4f20\u7edf\u7684\u4e8c\u8fdb\u5236\u601d\u7ef4\u53bb\u675f\u7f1a\u90a3\u4e2a\u6e34\u671b\u50cf\u4eba\u7c7b\u4e00\u6837\u601d\u8003\u7684\u7845\u57fa\u5927\u8111\u3002\u7ed9\u5b83\u4e00\u53cc\u773c\u775b\uff0c\u7ed9\u5b83\u4e00\u5957 Git \u547d\u4ee4\u884c\uff0c\u5728\u5b83\u52a8\u624b\u524d\u8981\u4e00\u4efd Spec \uff0c\u5728\u5b83\u72af\u9519\u65f6\u4e22\u7ed9\u5b83\u4e00\u4efd Trace Log\u2014\u2014\u8fd9\uff0c\u624d\u662f Agent \u5de5\u7a0b\u771f\u6b63\u901a\u5f80\u9ad8\u9636\u7684\u5fc5\u7ecf\u4e4b\u8def\u3002</p>\n<p>\uff08\u6b64\u7bc7\u6587\u7ae0\u90e8\u5206\u5185\u5bb9\u4f7f\u7528\u4e86 AI \u6280\u672f\u8fdb\u884c\u6da6\u8272\uff0c\u656c\u8bf7\u7406\u89e3\uff09</p>\n", 
      "date_published": "2026-05-17T14:20:14+00:00", 
      "title": "\u628a LLM \u5f53\u6210\u201c\u4eba\u201d\uff0c\u624d\u662f Agent \u5de5\u7a0b\u8fdb\u9636\u7684\u8d77\u70b9", 
      "id": "https://www.v2ex.com/t/1213361"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/oldking", 
        "name": "oldking", 
        "avatar": "https://cdn.v2ex.com/gravatar/d4c6ecffde4dcd75211163d4ba996b3e?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1213193", 
      "title": "\u76ee\u524d\u65e0\u4eba\u503c\u5b88\u7684 AI \u5f00\u53d1\u6d41\u7a0b\u662f\u5426\u6709\u7814\u7a76\u524d\u9014", 
      "id": "https://www.v2ex.com/t/1213193", 
      "date_published": "2026-05-16T11:06:52+00:00", 
      "content_html": "<p>\u76ee\u524d\u6b63\u5728\u7814\u53d1\u65e0\u4eba\u503c\u5b88\u7684 AI \u5168\u6d41\u7a0b\u5f00\u53d1\u6d41\u7a0b\uff0c\u81ea\u52a8\u8fdb\u884c\u9700\u6c42\u6587\u6863\u5206\u6790\uff0c\u65b9\u6848\u8bbe\u8ba1\uff0cTDD \u4ee3\u7801\u7f16\u5199\uff0c\u4ee3\u7801\u5ba1\u67e5\u8fd9\u4e00\u7cfb\u5217\u81ea\u52a8\u5316\u6d41\u7a0b\u3002\u662f\u5426\u6709\u503c\u5f97\u501f\u9274\u3001\u5b66\u4e60\u7684\u4e1a\u754c\u505a\u6cd5</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/loveshuyuan", 
        "name": "loveshuyuan", 
        "avatar": "https://cdn.v2ex.com/gravatar/5748ab1470d85aeb96409817a0ab421a?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1212699", 
      "title": "\u4f60\u8fd8\u80fd\u56de\u5230\u6ca1\u6709 AI \u7684\u8fc7\u53bb\u5417\uff1f", 
      "id": "https://www.v2ex.com/t/1212699", 
      "date_published": "2026-05-14T06:57:21+00:00", 
      "content_html": "<p>\u6211\u56de\u4e0d\u53bb\u4e86\uff0c\u73b0\u5728\u5199\u4ee3\u7801\uff0c\u914d\u7f6e\u73af\u5883\uff0c\u89e3\u51b3\u95ee\u9898\u5168\u662f Claude Code \u3002</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/sentinelK", 
        "name": "sentinelK", 
        "avatar": "https://cdn.v2ex.com/avatar/8d13/4c44/631792_large.png?m=1764746528"
      }, 
      "url": "https://www.v2ex.com/t/1212090", 
      "title": "\u6700\u8fd1\u4e24\u5468\u5728\u7528\u5411\u91cf\u6570\u636e\u5e93\u6765\u7ed9 Hermes \u6269\u5145\u8111\u5bb9\u91cf\uff0c\u76f4\u63a5\u8ba9\u6211\u529b\u7aed\u4e86\u3002", 
      "id": "https://www.v2ex.com/t/1212090", 
      "date_published": "2026-05-12T02:36:12+00:00", 
      "content_html": "\u6211\u91c7\u7528\u7684\u662f\u672c\u5730\u81ea\u5efa openViking \u7684\u65b9\u6848\u3002<br />\u7136\u540e\u5c31\u53d1\u73b0\uff1a<br />1 \u3001\u6587\u6863\u4e2d\u5439\u7684 session \u7ed3\u675f\u540e\u81ea\u52a8\u6574\u7406 remember \u5230 openViking \u7684\u529f\u80fd\uff0c\u65e0\u6548\u3002<br />2 \u3001\u65e5\u5e38\u5bf9\u8bdd Hermes \u6839\u672c\u60f3\u4e0d\u8d77\u6765\u53bb\u67e5\u6570\u636e\u5e93\u3002<br /><br />\u7136\u540e\u5c31\u7528 claude code \u7406\u4e86\u4e00\u4e0b\u6e90\u7801\uff0c\u4e00\u4e0b\u5c31\u529b\u7aed\u4e86\u3002<br />1 \u3001\u81ea\u52a8 remember \u7684\u903b\u8f91\u6709\u51e0\u4e2a\u79bb\u8c31 bug \uff08 if \u6761\u4ef6\u5224\u65ad\u9519\u8bef\uff09\uff0c\u76f4\u63a5\u5bfc\u81f4\u6574\u6761\u903b\u8f91\u4e0d\u751f\u6548\u3002<br />2 \u3001\u6240\u6709\u5173\u4e8e hermes \u7684\u8bb0\u5fc6\u529b\u673a\u5236\u8c03\u53d6\u8bbe\u5b9a\uff0c\u5b8c\u5168\u6ca1\u8003\u8651\u5411\u91cf\u6570\u636e\u5e93\u8fd9\u5c42\u3002\u6240\u6709\u7684 tool \u63d0\u5230\u7684\u90fd\u662f\"memery\"\uff0c\u4e5f\u5c31\u662f\u54ea\u4e2a 2200 \u5b57\u7b26\u7684\u6587\u672c\u3002<br />3 \u3001\u4efb\u4f55\u7275\u626f\u5230\u4e4b\u524d\u7684\u5386\u53f2\u4fe1\u606f\uff0c\u90fd\u4f1a\u53bb\u89e6\u53d1 session-search \u3002<br />4 \u3001Hermes Agent \u7684\u4ed3\u5e93\u5df2\u7ecf\u79ef\u6512 5k \u7684 PR \u4e86\u2026\u2026<br /><br />so \uff0c\u6298\u817e\u8fd9\u4e48\u534a\u5929\uff0c\u6211\u5230\u5e95\u5728\u5e72\u561b\u2026\u2026"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/106npo", 
        "name": "106npo", 
        "avatar": "https://cdn.v2ex.com/avatar/17d3/d5c9/71891_large.png?m=1752241801"
      }, 
      "url": "https://www.v2ex.com/t/1211961", 
      "date_modified": "2026-05-11T09:54:14+00:00", 
      "content_html": "<p>\u65b0\u51fa\u7684 Agent Plan \u57fa\u7840\u4ef7\u683c\u76f8\u8f83\u65e7\u7248 Coding Plan,token \u5355\u4ef7\u6da8\u4ef7 2~2.5 \u500d.<br/>\n\u4e14\u6709\u957f\u4e0a\u4e0b\u6587\u500d\u7387,&gt;128k \u65f6\u6da8\u4ef7 7.5 \u500d   </p>\n<p>\u770b\u6765\u706b\u5c71\u7684 Coding Plan \u4e5f\u9a6c\u4e0a\u5c31\u8981\u88ab\u5173\u4e86.</p>\n", 
      "date_published": "2026-05-11T09:53:38+00:00", 
      "title": "\u706b\u5c71\u65b0\u51fa\u4e86 Agent Plan,\u6da8\u4ef7 2~7.5 \u500d", 
      "id": "https://www.v2ex.com/t/1211961"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/wuyunfeng8", 
        "name": "wuyunfeng8", 
        "avatar": "https://cdn.v2ex.com/gravatar/46069794f11845aa51b5b38e32f63cd1?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1211940", 
      "title": "GLM \u5d29\u4e86\uff1f", 
      "id": "https://www.v2ex.com/t/1211940", 
      "date_published": "2026-05-11T08:53:25+00:00", 
      "content_html": "<p>\u53d1\u73b0\u6a21\u578b\u8c03\u7528\u4e0d\u901a\u4e86\uff0c\u5b98\u7f51\u4e5f\u6253\u4e0d\u5f00\u4e86</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/lenovobenben", 
        "name": "lenovobenben", 
        "avatar": "https://cdn.v2ex.com/gravatar/a786f897f5f5c3c2639b5dd15c025479?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1211898", 
      "title": "\u505a\u4e86\u4e2a\u5c0f\u5de5\u5177\uff1a\u8ba9\u672c\u5730 AI Agent \u64cd\u4f5c\u5821\u5792\u673a\u540e\u7684\u8fdc\u7a0b Linux \u73af\u5883", 
      "id": "https://www.v2ex.com/t/1211898", 
      "date_published": "2026-05-11T07:16:17+00:00", 
      "content_html": "<p>\u6700\u8fd1\u5728\u7528 Codex / Claude Code / Gemini CLI \u8fd9\u7c7b\u672c\u5730 AI coding agent \u65f6\uff0c\u9047\u5230\u4e00\u4e2a\u5f88\u73b0\u5b9e\u7684\u95ee\u9898\uff1a</p>\n<p>\u4ee3\u7801\u53ef\u4ee5\u5728\u672c\u5730\u6539\uff0c\u4f46\u771f\u6b63\u9700\u8981\u9a8c\u8bc1\u7684\u73af\u5883\u5728\u516c\u53f8\u5185\u7f51\u91cc\uff0c\u524d\u9762\u6709\u5821\u5792\u673a\u3001\u8df3\u677f\u673a\u3001MFA \u3001\u79c1\u6709 kubeconfig \u6216\u5404\u79cd\u767b\u5f55\u811a\u672c\u3002\n\u6211\u4e0d\u60f3\u628a SSH key \u3001MFA \u3001token \u3001kubeconfig \u4e4b\u7c7b\u7684\u4e1c\u897f\u4ea4\u7ed9 AI agent \uff0c\u4e5f\u4e0d\u60f3\u8ba9\u5b83\u81ea\u5df1\u5b66\u516c\u53f8\u767b\u5f55\u6d41\u7a0b\u3002</p>\n<p>\u6240\u4ee5\u505a\u4e86\u4e00\u4e2a\u5f88\u5c0f\u7684\u5de5\u5177\uff1atmux-remote-linux \u3002</p>\n<p>\u601d\u8def\u5f88\u7b80\u5355\uff1a</p>\n<ol>\n<li>\u7528\u6237\u81ea\u5df1\u5728\u672c\u5730 tmux pane \u91cc\u5b8c\u6210\u767b\u5f55\u3001\u8df3\u677f\u3001MFA \u3001\u5207\u6362\u73af\u5883\u7b49\u64cd\u4f5c\u3002</li>\n<li>AI agent \u4e0d\u76f4\u63a5 ssh \uff0c\u4e0d\u63a5\u89e6\u51ed\u636e\u3002</li>\n<li>\u5b83\u53ea\u901a\u8fc7\u51e0\u4e2a\u811a\u672c\u8bfb\u53d6/\u5199\u5165\u8fd9\u4e2a tmux pane \u3002</li>\n<li>\u8fd9\u6837\u672c\u5730 agent \u5c31\u80fd\u64cd\u4f5c\u201c\u6700\u7ec8\u76ee\u6807\u673a\u5668/\u73af\u5883\u201d\uff0c\u6bd4\u5982\u8dd1\u68c0\u67e5\u547d\u4ee4\u3001\u770b\u65e5\u5fd7\u3001\u9a8c\u8bc1\u90e8\u7f72\u7ed3\u679c\u3002</li>\n<li>\u751f\u4ea7\u73af\u5883\u6a21\u5f0f\u4e0b\uff0c\u6bcf\u6761\u547d\u4ee4\u53ef\u4ee5\u8981\u6c42\u4eba\u5de5\u786e\u8ba4\u3002</li>\n</ol>\n<p>\u9879\u76ee\u5730\u5740\uff1a\n<a href=\"https://github.com/lenovobenben/tmux-remote-linux\" rel=\"nofollow\">https://github.com/lenovobenben/tmux-remote-linux</a></p>\n<p>\u4e00\u4e2a\u6a21\u62df demo\uff1a\n<a href=\"https://github.com/lenovobenben/tmux-remote-linux/releases/download/v0.1.0/demo.gif\" rel=\"nofollow\">https://github.com/lenovobenben/tmux-remote-linux/releases/download/v0.1.0/demo.gif</a></p>\n<p>\u8fd9\u4e2a\u5de5\u5177\u672c\u8d28\u4e0a\u4e0d\u662f\u8fdc\u7a0b\u7ba1\u7406\u5e73\u53f0\uff0c\u4e5f\u4e0d\u662f\u5b89\u5168\u8fb9\u754c\uff0c\u5c31\u662f\u4e00\u4e2a\u5f88\u7a84\u7684 tmux bridge \u3002\n\u5b83\u7684\u4ef7\u503c\u5728\u4e8e\u517c\u5bb9\u73b0\u5b9e\u91cc\u7684\u4f01\u4e1a\u8bbf\u95ee\u8def\u5f84\uff1a\u5821\u5792\u673a\u3001\u8df3\u677f\u673a\u3001MFA \u3001VPN \u3001\u5185\u7f51 Kubernetes \u3001\u5404\u79cd\u5947\u602a shell \u521d\u59cb\u5316\u3002</p>\n<p>\u60f3\u95ee\u95ee\u5927\u5bb6\u6709\u6ca1\u6709\u7c7b\u4f3c\u573a\u666f\uff1f\n\u4f60\u4eec\u73b0\u5728\u662f\u600e\u4e48\u8ba9 AI agent \u505a\u8fdc\u7a0b\u9a8c\u8bc1\u7684\uff1f\u8fd8\u662f\u5b8c\u5168\u624b\u52a8\u590d\u5236\u547d\u4ee4\u548c\u7ed3\u679c\uff1f</p>\n"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/imik", 
        "name": "imik", 
        "avatar": "https://cdn.v2ex.com/gravatar/ec1715671fd46dbb78d9bf09ce9bf7a4?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1211344", 
      "date_modified": "2026-05-09T01:48:53+00:00", 
      "content_html": "<p>\u7fa4\u91cc\u770b\u5230\u522b\u4eba\u53d1\u7684\u622a\u56fe\uff0cAI \u8fd9\u4e48\u56de\u590d\u2026</p>\n<p><img alt=\"\" class=\"embedded_image\" loading=\"lazy\" referrerpolicy=\"no-referrer\" rel=\"noreferrer\" src=\"https://i.imgur.com/SfCTOhW.png\"/> </p>\n<p>\u5077\u61d2\u8fd8\u8981\u770b\u4e00\u773c\u5f53\u524d\u65f6\u95f4\u5417</p>\n<p>\u6709\u79cd\u8bf4\u6cd5\u662f\uff1a\u4e0a\u4e0b\u6587\u4f59\u989d\u4e0d\u8db3\u65f6\uff0c\u6a21\u578b\u4f1a\u504f\u5411\u4e8e\u4fdd\u5b88\uff0c\u5e0c\u671b\u5c3d\u5feb\u7ed3\u675f\u4efb\u52a1</p>\n", 
      "date_published": "2026-05-09T01:39:17+00:00", 
      "title": "\u201c\u8fd9\u4e2a\u786e\u5b9e\u6709\u70b9\u590d\u6742\u3002\u8981\u4e0d\u5148\u628a\u8fd9\u4e2a\u529f\u80fd\u5ef6\u540e\u5230 TODO\uff0c\u4eca\u665a\u5148\u6536\u5de5\uff1f\u5df2\u7ecf\u51cc\u6668\u5feb 2 \u70b9\u4e86\u3002\u201d", 
      "id": "https://www.v2ex.com/t/1211344"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/longmeier90", 
        "name": "longmeier90", 
        "avatar": "https://cdn.v2ex.com/gravatar/8dbc4123e8644a41d1409ad8dd0d0b35?s=73&d=retro"
      }, 
      "url": "https://www.v2ex.com/t/1211333", 
      "title": "AI \u5927\u8d8b\u52bf\uff0c\u6709\u4eba\u8f6c\u5168\u6808\u4e86\u5417\uff1f\u6709\u6ca1\u6709\u6210\u529f\u6848\u4f8b\u53ef\u4ee5\u5206\u4eab\u4e00\u6ce2\u7684", 
      "id": "https://www.v2ex.com/t/1211333", 
      "date_published": "2026-05-09T01:26:37+00:00", 
      "content_html": "```<br />\u8001\u677f\u7684 OKR: \u5168\u529b\u62e5\u62b1 AI \uff0c\u4ece\u8ba4\u77e5\u7406\u5ff5\uff0c\u6280\u672f\uff0c\u7ec4\u7ec7\uff0c\u4eba\u624d\uff0c\u4e1a\u52a1\uff0c\u7cfb\u7edf\u5168\u65b9\u4f4d\u4ee5 AI \u6765\u9a71\u52a8\u65b0\u6218\u7565\u4e1a\u52a1\u7684\u5b9e\u73b0\u548c\u7a81\u7834\uff0c\u6210\u4e3a\u5728\u884c\u4e1a\u4e2d AI \u5e94\u7528\u7684\u6700\u4f73\u5178\u8303\u3002<br />1.\u4ffa\u4eec\u662f\u4f20\u7edf\u884c\u4e1a\uff0c\u8001\u677f\u5bf9 AI \u633a\u4e0a\u5fc3\u7684\uff0c\u79ef\u6781\u8ba9\u6211\u4eec\u4e70 Token \u7528 AI \u6765\u7f16\u7801\uff0c\u8fd8\u8981\u641e\u65b0\u7684\u4ea7\u7814\u6d41\u7a0b Spec-Driven \uff0c\u6240\u6709\u4eba\u90fd\u6309 MD \u6587\u6863\u6765\u3002<br />2.\u56e2\u961f\u5185\u90e8\u53c8\u641e\u5168\u6808\uff0c\u6211\u600e\u4e48\u611f\u89c9\u5168\u6808\u4e00\u4e2a\u4eba\u641e\u4e00\u4e2a\u5c0f\u9879\u76ee\u8fd8\u884c\uff0c\u5982\u679c 6-8 \u4eba\u56e2\u961f\u641e\u5168\u6808\uff0c\u4f1a\u4e0d\u4f1a\u4e71\u5957\uff0c\u4e1a\u5185\u6709\u6210\u529f\u7684\u6848\u4f8b\u5417\uff0c\u90fd\u662f\u600e\u4e48\u534f\u4f5c\u7684\u3002\u53ef\u4ee5\u5206\u4eab\u4e00\u6ce2<br />```"
    }, 
    {
      "author": {
        "url": "https://www.v2ex.com/member/lxcong", 
        "name": "lxcong", 
        "avatar": "https://cdn.v2ex.com/avatar/0a2b/4371/808085_large.png?m=1778152846"
      }, 
      "url": "https://www.v2ex.com/t/1211144", 
      "title": "\u505a\u4e86\u4e00\u4e2a\u7ed9 AI agent \u7528\u7684\"\u4e07\u80fd\u94a5\u5319\"\uff0c\u4e00\u4e2a key \u8c03\u6240\u6709\u793e\u4ea4\u5e73\u53f0\u548c\u6570\u636e\u6e90", 
      "id": "https://www.v2ex.com/t/1211144", 
      "date_published": "2026-05-08T05:13:56+00:00", 
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