{"id":613,"date":"2026-07-02T22:47:22","date_gmt":"2026-07-02T14:47:22","guid":{"rendered":"http:\/\/www.longxiapro.com\/?p=613"},"modified":"2026-07-02T22:47:22","modified_gmt":"2026-07-02T14:47:22","slug":"shengchanjiaidailirenxingxitongkeguanceskillzhixinglanjiazaiyouhuayukuaxieyifuyongdewanzhengfang","status":"publish","type":"post","link":"https:\/\/www.longxiapro.com\/index.php\/613\/","title":{"rendered":"\u751f\u4ea7\u7ea7AI\u4ee3\u7406\u97e7\u6027\u7cfb\u7edf\uff1a\u53ef\u89c2\u6d4bSkill\u6267\u884c\u3001\u61d2\u52a0\u8f7d\u4f18\u5316\u4e0e\u8de8\u534f\u8bae\u590d\u7528\u7684\u5b8c\u6574\u65b9\u6848"},"content":{"rendered":"\n<h3 class=\"wp-block-heading\">\u667a\u80fd\u4f53\u6280\u80fd\u7684\u5de5\u7a0b\u5316\u56fa\u5316\u8def\u5f84\uff1a\u4ece\u8fb9\u754c\u5951\u7ea6\u5230\u8bed\u4e49\u9a71\u52a8\u52a8\u6001\u52a0\u8f7d\u7684\u751f\u4ea7\u5b9e\u8df5<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u6784\u5efaAI Agent\u65f6\uff0c\u5f00\u53d1\u8005\u5e38\u5e38\u53d1\u73b0\uff1a\u5373\u4f7f\u6295\u5165\u5927\u91cf\u7cbe\u529b\u7f16\u5199\u51e0\u5343\u5b57\u7684System Prompt\uff0c\u9762\u5bf9\u7a0d\u590d\u6742\u7684\u591a\u6b65\u9aa4\u4efb\u52a1\uff0cAgent\u4ecd\u4f1a\u51fa\u73b0\u6307\u4ee4\u9057\u6f0f\u3001\u80cc\u666f\u77e5\u8bc6\u91cd\u590d\u89e3\u91ca\u6216\u8f93\u51fa\u4e0d\u4e00\u81f4\u7b49\u95ee\u9898\u3002\u6839\u672c\u539f\u56e0\u5728\u4e8e\uff0c\u5355\u7eaf\u7684\u63d0\u793a\u8bcd\u5806\u780c\u96be\u4ee5\u652f\u6491\u4e13\u4e1a\u6df1\u5ea6\u4e0e\u6267\u884c\u7a33\u5b9a\u6027\u3002<strong>Agent Skill\uff08\u667a\u80fd\u4f53\u6280\u80fd\uff09<\/strong> \u63d0\u4f9b\u4e86\u4e00\u79cd\u6a21\u5757\u5316\u80fd\u529b\u5c01\u88c5\u65b9\u6848\uff0c\u8ba9LLM\u80fd\u591f\u6309\u9700\u52a8\u6001\u52a0\u8f7d\u7279\u5b9a\u9886\u57df\u7684\u6307\u4ee4\u3001\u5de5\u5177\u96c6\u5408\u3001\u4e0a\u4e0b\u6587\u77e5\u8bc6\u4e0e\u5f02\u5e38\u5904\u7406\u7b56\u7565\uff0c\u4ece\u800c\u5b9e\u73b0\u4e13\u4e1a\u4efb\u52a1\u7684\u53ef\u590d\u73b0\u6267\u884c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u6587\u7cfb\u7edf\u68b3\u7406\u4ece\u6982\u5ff5\u7406\u89e3\u3001\u8bbe\u8ba1\u539f\u5219\u5230\u4ee3\u7801\u5b9e\u73b0\u4e0e\u751f\u4ea7\u843d\u5730\u7684\u5b8c\u6574\u8def\u5f84\uff0c\u5e76\u7279\u522b\u5206\u4eab\u5982\u4f55\u5229\u7528AI\u667a\u80fd\u8f85\u52a9\u52a0\u901f\u5f00\u53d1\uff0c\u4ee5\u53ca\u4f01\u4e1a\u7ea7\u573a\u666f\u4e0b\u7684\u5177\u4f53\u5de5\u7a0b\u5316\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e00\u3001Agent Skill\u7684\u672c\u8d28\uff1a\u5b83\u4e0d\u662f\u53e6\u4e00\u4e2a\u5de5\u5177\u51fd\u6570<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Skill\u4e0eTool\u7684\u6838\u5fc3\u5dee\u5f02<\/strong> Tool\u662f\u5355\u4e00\u53ef\u6267\u884c\u51fd\u6570\uff08\u5982search_web(query)\u6216send_email(&#8230;)\uff09\uff0c\u804c\u8d23\u8fb9\u754c\u6e05\u6670\u4f46\u7f3a\u4e4f\u4e0a\u4e0b\u6587\u3002Skill\u5219\u662f\u4e00\u4e2a\u5b8c\u6574\u7684\u80fd\u529b\u5355\u5143\uff0c\u5305\u542b\u6267\u884c\u6307\u4ee4\u3001\u9886\u57df\u77e5\u8bc6\u3001\u53ef\u7528\u5de5\u5177\u96c6\u5408\u3001\u9519\u8bef\u6062\u590d\u7b56\u7565\u4e0e\u8f93\u5165\u8f93\u51fa\u89c4\u8303\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7ecf\u5178\u6bd4\u55bb\uff1aTool\u662f\u4e00\u628a\u9524\u5b50\uff0c\u800cSkill\u662f\u4e00\u4f4d\u7ecf\u9a8c\u4e30\u5bcc\u7684\u6728\u5de5\u2014\u2014\u4ed6\u4e0d\u4ec5\u77e5\u9053\u5982\u4f55\u6325\u9524\uff0c\u8fd8\u6e05\u695a\u4f55\u65f6\u4f7f\u7528\u3001\u5982\u4f55\u7ec4\u5408\u5176\u4ed6\u5de5\u5177\u3001\u4ee5\u53ca\u5b8c\u6210\u540e\u5982\u4f55\u5904\u7406\u8fb9\u89d2\u6599\u4e0e\u8d28\u91cf\u68c0\u67e5\u3002\u4f8b\u5982\uff0c\u4e00\u4e2a\u201cPDF\u6587\u6863\u89e3\u6790Skill\u201d\u4e0d\u4ec5\u63d0\u4f9b\u6587\u672c\u63d0\u53d6\u5de5\u5177\uff0c\u8fd8\u5185\u7f6e\u201c\u5148\u5224\u65ad\u662f\u5426\u4e3a\u626b\u63cf\u4ef6\u3001\u5fc5\u8981\u65f6\u964d\u7ea7\u8c03\u7528\u89c6\u89c9\u6a21\u578b\u3001\u8f93\u51fa\u4fdd\u7559\u539f\u59cb\u5c42\u7ea7\u7ed3\u6784\u201d\u7b49\u4e13\u4e1a\u903b\u8f91\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6807\u51c6\u6587\u4ef6\u7ed3\u6784<\/strong> \u4e00\u4e2aSkill\u4ee5\u72ec\u7acb\u6587\u4ef6\u5939\u7ec4\u7ec7\uff0c\u6838\u5fc3\u662fSKILL.md\uff0c\u91c7\u7528YAML\u524d\u7f6e\u5143\u6570\u636e + Markdown\u6b63\u6587\u7684\u683c\u5f0f\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">YAML<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>---\nname: data-analysis\ndescription: \u5bf9\u7ed3\u6784\u5316\u6570\u636e\u8fdb\u884c\u7edf\u8ba1\u5206\u6790\u4e0e\u53ef\u89c6\u5316\u6d1e\u5bdf\nmetadata:\n  author: data-team\n  version: \"1.0.0\"\n  tags: &#91;data, analysis, visualization]\n  dependencies: &#91;python-executor, chart-renderer]\n---<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u6b63\u6587\u90e8\u5206\u9700\u5305\u542b\uff1a\u80fd\u529b\u6982\u8ff0\u3001\u5206\u6b65\u6267\u884c\u6307\u4ee4\u3001\u53ef\u7528\u5de5\u5177\u5217\u8868\u3001\u8fb9\u754c\u60c5\u51b5\u5904\u7406\u7b56\u7565\u53ca2-3\u4e2aFew-shot\u793a\u4f8b\u3002\u8fd9\u79cd\u7ed3\u6784\u65e2\u4fbf\u4e8e\u4eba\u7c7b\u9605\u8bfb\u7ef4\u62a4\uff0c\u4e5f\u8ba9LLM\u80fd\u7cbe\u51c6\u7406\u89e3\u610f\u56fe\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9664SKILL.md\u5916\uff0c\u5b8c\u6574Skill\u901a\u5e38\u8fd8\u5305\u542b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>templates\/\uff1a\u8f93\u51fa\u683c\u5f0f\u6a21\u677f<\/li>\n\n\n\n<li>scripts\/\uff1a\u53ef\u6267\u884c\u811a\u672c\uff08\u9700\u4e25\u683c\u6743\u9650\u63a7\u5236\uff09<\/li>\n\n\n\n<li>examples\/\uff1a\u5178\u578b\u8f93\u5165\u8f93\u51fa\u5bf9<\/li>\n\n\n\n<li>schemas\/\uff1aPydantic\u6570\u636e\u9a8c\u8bc1\u6a21\u578b<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e8c\u3001\u8bbe\u8ba1\u9ad8\u8d28\u91cfSkill\uff1a\u8fb9\u754c\u5148\u884c\uff0cSchema\u9a71\u52a8<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8fb9\u754c\u5212\u5b9a\u4e09\u539f\u5219<\/strong> \u8bbe\u8ba1\u524d\u5148\u56de\u7b54\u4e09\u4e2a\u95ee\u9898\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u8fd9\u4e2aSkill\u89e3\u51b3\u7684\u5177\u4f53\u95ee\u9898\u80fd\u5426\u7528\u4e00\u53e5\u8bdd\u6e05\u6670\u63cf\u8ff0\uff1f<\/li>\n\n\n\n<li>\u8f93\u5165\u8f93\u51fa\u662f\u5426\u6709\u660e\u786e\u7684\u6570\u636e\u7c7b\u578b\u4e0e\u683c\u5f0f\u7ea6\u675f\uff1f<\/li>\n\n\n\n<li>\u51fa\u9519\u65f6\u8c03\u7528\u65b9\u80fd\u5426\u4ece\u9519\u8bef\u4fe1\u606f\u4e2d\u5224\u65ad\u4e0b\u4e00\u6b65\u52a8\u4f5c\uff1f<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u53ea\u6709\u4e09\u4e2a\u95ee\u9898\u5747\u80fd\u80af\u5b9a\u56de\u7b54\uff0c\u8fb9\u754c\u624d\u7b97\u5408\u7406\u3002\u907f\u514d\u201c\u4e07\u80fd\u52a9\u624b\u201d\u5f0f\u5bbd\u6cdbSkill\u6216\u8fc7\u5ea6\u788e\u7247\u5316\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5de5\u5177\u62c6\u5206\u4e0eSchema\u4f18\u5148<\/strong> \u4ee5\u201c\u7ade\u54c1\u5206\u6790\u201d\u4e3a\u4f8b\uff0c\u4e0d\u5e94\u8bbe\u8ba1\u4e00\u4e2a\u5de8\u578b\u5de5\u5177\uff0c\u800c\u5e94\u62c6\u5206\u4e3afetch_company_info\u3001scrape_product_features\u3001compare_pricing\u3001generate_report\u7b49\u5355\u4e00\u804c\u8d23\u5355\u5143\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u751f\u4ea7\u7ea7\u5b9e\u8df5\u5fc5\u987b\u4f7f\u7528Pydantic\u5b9a\u4e49\u4e25\u683cSchema\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Python<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>from pydantic import BaseModel, Field\nfrom typing import Literal\n\nclass CompetitorAnalysisInput(BaseModel):\n    company_name: str = Field(..., description=\"\u76ee\u6807\u516c\u53f8\u540d\u79f0\")\n    dimensions: list&#91;Literal&#91;\"product\", \"pricing\", \"market\"]] = Field(\n        default=&#91;\"product\", \"pricing\"], description=\"\u5206\u6790\u7ef4\u5ea6\"\n    )\n    max_sources: int = Field(10, ge=1, le=30, description=\"\u6700\u5927\u4fe1\u606f\u6e90\u6570\u91cf\")\n\nclass CompetitorAnalysisOutput(BaseModel):\n    company_name: str\n    summary: str\n    dimension_results: dict&#91;str, str]\n    confidence: float = Field(..., ge=0.0, le=1.0)\n    sources: list&#91;str]<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">Schema\u5e26\u6765\u7684\u53cc\u91cd\u6536\u76ca\uff1a\u5bf9LLM\u5927\u5e45\u964d\u4f4e\u53c2\u6570\u9519\u8bef\u7387\uff1b\u5bf9\u5de5\u7a0b\u5e08\u63d0\u4f9b\u8fd0\u884c\u65f6\u81ea\u52a8\u9a8c\u8bc1\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6267\u884c\u6307\u4ee4\u7f16\u5199\u8981\u70b9<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6b65\u9aa4\u5316\u800c\u975e\u539f\u5219\u5316<\/strong>\uff1a\u5199\u201c\u7b2c\u4e00\u6b65\u63d0\u53d6\u516c\u53f8\u540d\uff1b\u7b2c\u4e8c\u6b65\u8c03\u7528fetch_company_info\uff1b\u7b2c\u4e09\u6b65\u5224\u65ad\u662f\u5426\u9700\u8981\u8865\u5145\u6293\u53d6\u201d\u800c\u975e\u201c\u8bf7\u8ba4\u771f\u5206\u6790\u201d\u3002<\/li>\n\n\n\n<li><strong>\u663e\u5f0f\u8fb9\u754c\u5904\u7406<\/strong>\uff1a\u5de5\u5177\u8fd4\u56de\u7a7a\u7ed3\u679c\u65f6\u5982\u4f55\u964d\u7ea7\uff1f\u6570\u636e\u6e90\u4e0d\u53ef\u8fbe\u65f6\u7684\u7b56\u7565\uff1f\u7528\u6237\u8f93\u5165\u6a21\u7cca\u65f6\u5982\u4f55\u6f84\u6e05\uff1f<\/li>\n\n\n\n<li><strong>\u9644\u5e26Few-shot<\/strong>\uff1a\u5728examples\/\u76ee\u5f55\u653e\u7f6e2-3\u4e2a\u9ad8\u8d28\u91cf\u8f93\u5165\u8f93\u51fa\u5bf9\uff0c\u5c24\u5176\u9002\u5408\u6709\u4e25\u683c\u8f93\u51fa\u683c\u5f0f\u8981\u6c42\u7684\u573a\u666f\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e09\u3001\u4ee3\u7801\u5b9e\u73b0\u4e0eAI\u8f85\u52a9\u843d\u5730\u52a0\u901f<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u57fa\u7840\u6846\u67b6\uff08ReAct\u6a21\u5f0f\uff09<\/strong> \u4ee5\u4e0b\u662f\u6700\u5c0f\u53ef\u8fd0\u884cSkill\u6846\u67b6\uff08\u5df2\u9488\u5bf9\u751f\u4ea7\u73af\u5883\u5fae\u8c03\uff09\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Python<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import json\nfrom pathlib import Path\nfrom pydantic import BaseModel\nfrom typing import Callable, Any\n\nclass Skill:\n    def __init__(self, skill_dir: str):\n        self.skill_dir = Path(skill_dir)\n        self.metadata = self._load_metadata()\n        self.tools: dict&#91;str, dict] = {}\n\n    def _load_metadata(self) -&gt; dict:\n        content = (self.skill_dir \/ \"SKILL.md\").read_text(encoding=\"utf-8\")\n        if content.startswith(\"---\"):\n            end = content.find(\"---\", 3)\n            import yaml\n            return yaml.safe_load(content&#91;3:end].strip())\n        return {}\n\n    def register_tool(self, name: str, func: Callable, schema: type&#91;BaseModel]):\n        self.tools&#91;name] = {\n            \"function\": func,\n            \"schema\": schema,\n            \"description\": schema.__doc__ or \"\"\n        }\n\n    def execute_tool(self, tool_name: str, params: dict) -&gt; Any:\n        if tool_name not in self.tools:\n            raise ValueError(f\"\u5de5\u5177 {tool_name} \u672a\u6ce8\u518c\")\n        tool = self.tools&#91;tool_name]\n        validated = tool&#91;\"schema\"](**params)\n        return tool&#91;\"function\"](validated)\n\n    def get_tool_descriptions(self) -&gt; str:\n        descs = &#91;]\n        for name, t in self.tools.items():\n            schema_json = t&#91;\"schema\"].model_json_schema()\n            descs.append(f\"\u5de5\u5177: {name}\\n\u63cf\u8ff0: {t&#91;'description']}\\n\u53c2\u6570Schema: {json.dumps(schema_json, ensure_ascii=False)}\")\n        return \"\\n\\n\".join(descs)<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>AI\u667a\u80fd\u8f85\u52a9\u843d\u5730\u5b9e\u73b0\uff08\u5173\u952e\u52a0\u901f\u70b9\uff09<\/strong> \u5728\u5b9e\u9645\u9879\u76ee\u4e2d\uff0c\u53ef\u5145\u5206\u5229\u7528\u5927\u6a21\u578b\u672c\u8eab\u52a0\u901fSkill\u5f00\u53d1\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6307\u4ee4\u8349\u7a3f\u751f\u6210<\/strong>\uff1a\u7528LLM\u6839\u636e\u4e1a\u52a1\u573a\u666f\u63cf\u8ff0\u81ea\u52a8\u751f\u6210SKILL.md\u521d\u7a3f\u4e0eFew-shot\u793a\u4f8b\uff0c\u518d\u4eba\u5de5\u7cbe\u8c03\u8fb9\u754c\u903b\u8f91\u3002<\/li>\n\n\n\n<li><strong>\u6a21\u62df\u6d4b\u8bd5<\/strong>\uff1a\u8ba9LLM\u626e\u6f14\u4e0d\u540c\u7528\u6237\u89d2\u8272\u4e0eSkill\u5bf9\u8bdd\uff0c\u81ea\u52a8\u53d1\u73b0\u6307\u4ee4\u6b67\u4e49\u6216\u9057\u6f0f\u6b65\u9aa4\u3002<\/li>\n\n\n\n<li><strong>\u9519\u8bef\u6848\u4f8b\u5206\u6790<\/strong>\uff1a\u6536\u96c6\u771f\u5b9e\u5931\u8d25trace\u540e\uff0c\u5582\u7ed9LLM\u5206\u6790\u5931\u8d25\u6839\u56e0\u5e76\u5efa\u8baeSKILL.md\u4f18\u5316\u70b9\u3002<\/li>\n\n\n\n<li><strong>Schema\u4e0e\u6a21\u677f\u751f\u6210<\/strong>\uff1a\u6839\u636e\u9886\u57df\u6587\u6863\u8ba9LLM\u4ea7\u51faPydantic\u6a21\u578b\u4e0e\u8f93\u51fa\u6a21\u677f\u521d\u7248\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u6b64\u65b9\u6cd5\u53ef\u5c06\u5355\u4e2aSkill\u4ece\u539f\u578b\u5230\u53ef\u7528\u72b6\u6001\u7684\u65f6\u95f4\u4ece\u6570\u5929\u7f29\u77ed\u81f3\u534a\u5929\u5185\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6280\u80fd\u53d1\u73b0\u4e0e\u52a8\u6001\u52a0\u8f7d<\/strong> \u5f53Skill\u6570\u91cf\u8d85\u8fc710\u4e2a\u65f6\uff0c\u624b\u52a8\u7ba1\u7406\u6210\u672c\u6fc0\u589e\u3002\u63a8\u8350\u5b9e\u73b0\u8bed\u4e49\u6ce8\u518c\u4e2d\u5fc3\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Python<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>from sentence_transformers import SentenceTransformer\nimport numpy as np\nfrom pathlib import Path\n\nclass SkillRegistry:\n    def __init__(self, skills_root: str):\n        self.skills_root = Path(skills_root)\n        self.skills = {}\n        self.embeddings = {}\n        self.encoder = SentenceTransformer(\"paraphrase-multilingual-MiniLM-L12-v2\")\n        self._discover()\n\n    def _discover(self):\n        for d in self.skills_root.iterdir():\n            if d.is_dir() and (d \/ \"SKILL.md\").exists():\n                skill = Skill(str(d))\n                name = skill.metadata.get(\"name\", d.name)\n                self.skills&#91;name] = skill\n                self.embeddings&#91;name] = self.encoder.encode(skill.metadata.get(\"description\", \"\"))\n\n    def find_relevant(self, query: str, top_k: int = 3):\n        q_emb = self.encoder.encode(query)\n        scores = {name: float(np.dot(q_emb, emb) \/ (np.linalg.norm(q_emb) * np.linalg.norm(emb)))\n                  for name, emb in self.embeddings.items()}\n        return sorted(scores, key=scores.get, reverse=True)&#91;:top_k]<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u751f\u4ea7\u843d\u5730\u89e3\u51b3\u65b9\u6848<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5c06skills\/\u76ee\u5f55\u7eb3\u5165Git\u7248\u672c\u63a7\u5236\uff08\u6216\u4f5c\u4e3a\u72ec\u7acb\u4ed3\u5e93\u5b50\u6a21\u5757\uff09\uff0c\u4fbf\u4e8e\u56e2\u961fReview\u4e0e\u56de\u6eda\u3002<\/li>\n\n\n\n<li>\u542f\u52a8\u65f6\u9884\u52a0\u8f7d\u6240\u6709Skill\u5143\u6570\u636e\u4e0e\u5411\u91cf\uff08\u6216\u6309\u9700\u61d2\u52a0\u8f7d\uff09\uff0c\u8fd0\u884c\u65f6\u4ec5\u6ce8\u5165Top-K\u76f8\u5173\u63cf\u8ff0\uff0c\u663e\u8457\u964d\u4f4eToken\u6d88\u8017\u3002<\/li>\n\n\n\n<li>\u5bf9\u5e26scripts\/\u7684Skill\uff0c\u4f7f\u7528Docker\u955c\u50cf\u5c01\u88c5\u5e76\u9650\u5236\u6267\u884c\u6743\u9650\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u56db\u3001\u9519\u8bef\u5904\u7406\u3001\u53ef\u89c2\u6d4b\u6027\u4e0e\u591a\u667a\u80fd\u4f53\u534f\u540c<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7ed3\u6784\u5316\u9519\u8bef\u4e0e\u6062\u590d\u7b56\u7565<\/strong> 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\u6bcf\u6b21\u6267\u884c\u8bb0\u5f55\uff1a\u5de5\u5177\u540d\u3001\u8131\u654f\u53c2\u6570\u3001\u8017\u65f6\u3001Token\u6d88\u8017\u3001\u6700\u7ec8\u72b6\u6001\u3002\u63a8\u8350\u8f93\u51fa\u7ed3\u6784\u5316JSON\u65e5\u5fd7\uff0c\u4fbf\u4e8e\u63a5\u5165ELK\u6216\u81ea\u5efaDashboard\u76d1\u63a7\u5e73\u5747Token\u3001P99\u5ef6\u8fdf\u3001\u5404\u7c7b\u9519\u8bef\u5206\u5e03\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u591a\u667a\u80fd\u4f53\u843d\u5730<\/strong> \u5f53\u4efb\u52a1\u8de8\u9886\u57df\u65f6\uff0c\u91c7\u7528Coordinator-Worker\u6a21\u5f0f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Coordinator\u8d1f\u8d23\u4efb\u52a1\u5206\u89e3\u4e0eSkill\u8c03\u5ea6\u3002<\/li>\n\n\n\n<li>\u5404Worker\u914d\u5907\u5339\u914dSkill\u96c6\u5408\u3002<\/li>\n\n\n\n<li>\u5bf9\u6b65\u9aa4\u4f9d\u8d56\u4e0d\u786e\u5b9a\u7684\u4efb\u52a1\uff0c\u4f7f\u7528Plan-and-Execute\u6a21\u5f0f\uff1aPlanner Skill\u5148\u751f\u6210\u5e26\u4f9d\u8d56\u56fe\u7684\u6267\u884c\u8ba1\u5212\uff0c\u518d\u6309\u56fe\u5e76\u884c\/\u4e32\u884c\u8c03\u5ea6\uff08\u5b9e\u6d4b\u53ef\u7f29\u77ed\u603b\u8017\u65f630%-50%\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8de8\u5e73\u53f0\u590d\u7528<\/strong> \u9075\u5faaA2A\uff08Agent-to-Agent\uff09\u4e0eMCP\uff08Model Context Protocol\uff09\u7b49\u5f00\u653e\u534f\u8bae\uff0c\u53ef\u5c06\u7cbe\u5fc3\u8bbe\u8ba1\u7684Skill\u901a\u8fc7\u9002\u914d\u5c42\u5728\u4e0d\u540c\u6846\u67b6\u95f4\u6d41\u901a\uff0c\u964d\u4f4e\u91cd\u590d\u5f00\u53d1\u6210\u672c\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e94\u3001\u6d4b\u8bd5\u3001\u8fed\u4ee3\u4e0e\u6301\u7eed\u4f18\u5316\uff1a\u751f\u4ea7\u5c31\u7eea checklist<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6d4b\u8bd5\u7b56\u7565<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u786e\u5b9a\u6027\u6d4b\u8bd5<\/strong>\uff1a\u5bf9\u5de5\u5177\u51fd\u6570\u4f7f\u7528pytest\u8986\u76d6\u6b63\u5e38\u3001\u8fb9\u754c\u3001\u5f02\u5e38\u8def\u5f84\u3002<\/li>\n\n\n\n<li><strong>\u6982\u7387\u6027\u8bc4\u4f30<\/strong>\uff1a\u51c6\u590720-50\u4e2a\u4ee3\u8868\u6027\u8f93\u5165\u6837\u672c\uff0c\u5b9a\u4e49\u901a\u8fc7\u6807\u51c6\uff08\u6b63\u786e\u5de5\u5177\u5e8f\u5217 + \u8f93\u51faSchema\u7b26\u5408\uff09\uff0c\u591a\u6b21\u8fd0\u884c\u7edf\u8ba1\u901a\u8fc7\u7387\u3002\u4f4e\u4e8e80%\u5219\u9700\u4f18\u5316SKILL.md\u6307\u4ee4\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Prompt\u8c03\u4f18\u65b9\u6cd5<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5bf9\u6bd4\u6d4b\u8bd5\u4e0d\u540c\u6307\u4ee4\u7248\u672c\uff08\u4fdd\u6301\u5de5\u5177\u4e0eSchema\u4e0d\u53d8\uff09\u3002<\/li>\n\n\n\n<li>\u9519\u8bef\u6848\u4f8b\u9a71\u52a8\u8fed\u4ee3\uff1a\u8bb0\u5f55\u771f\u5b9e\u5931\u8d25\u6848\u4f8b\uff0c\u9488\u5bf9\u6027\u8865\u5145\u8fb9\u754c\u5904\u7406\u6307\u4ee4\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u751f\u4ea7\u4f18\u5316 checklist<\/strong>\uff08\u53ef\u76f4\u63a5\u843d\u5730\uff09\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u8bed\u4e49\u5339\u914d\u53ea\u52a0\u8f7d\u76f8\u5173Skill\u63cf\u8ff0\uff08\u61d2\u52a0\u8f7d\uff09\u3002<\/li>\n\n\n\n<li>\u957f\u6307\u4ee4\u62c6\u5206\u4e3a\u201c\u5feb\u901f\u53c2\u8003\u7248\u201d\u4e0e\u201c\u5b8c\u6574\u7248\u201d\u3002<\/li>\n\n\n\n<li>\u5e76\u884c\u6267\u884c\u65e0\u4f9d\u8d56\u6b65\u9aa4 + \u5408\u7406\u8d85\u65f6\u91cd\u8bd5\u3002<\/li>\n\n\n\n<li>\u7ed3\u6784\u5316\u65e5\u5fd7 + 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Skill\uff0c\u672c\u8d28\u662f\u5c06\u56e2\u961f\u6563\u843d\u5728\u4eba\u8111\u4e2d\u7684\u9886\u57df\u7ecf\u9a8c\u8f6c\u5316\u4e3a\u53ef\u88abAI\u7a33\u5b9a\u590d\u7528\u7684\u7ed3\u6784\u5316\u8d44\u4ea7\u3002\u6838\u5fc3\u539f\u5219\u59cb\u7ec8\u662f\uff1a<strong>\u8bbe\u8ba1\u5148\u4e8e\u7f16\u7801\u3001\u4ece\u7b80\u5355\u5f00\u59cb\u3001\u628a\u6d4b\u8bd5\u4e0e\u76d1\u63a7\u5185\u7f6e\u4e8e\u5f00\u53d1\u6d41\u7a0b<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5229\u7528AI\u667a\u80fd\u8f85\u52a9\u751f\u6210\u4e0e\u4f18\u5316\uff0c\u80fd\u5927\u5e45\u964d\u4f4e\u4e0a\u624b\u95e8\u69db\uff1b\u4e25\u683c\u7684\u8fb9\u754c\u3001Schema\u3001\u6b65\u9aa4\u5316\u6307\u4ee4\u4e0e\u53ef\u89c2\u6d4b\u6027\u8bbe\u8ba1\uff0c\u5219\u662f\u751f\u4ea7\u7a33\u5b9a\u7684\u57fa\u77f3\u3002\u65e0\u8bba\u56e2\u961f\u89c4\u6a21\u5982\u4f55\uff0c\u4ece\u6784\u5efa\u5e76\u9a8c\u8bc1\u4f60\u7684\u7b2c\u4e00\u4e2aSkill\u5f00\u59cb\uff0c\u5728\u771f\u5b9e\u4efb\u52a1\u7684\u6301\u7eed\u53cd\u9988\u4e2d\u8fed\u4ee3\u6253\u78e8\uff0c\u9010\u6b65\u5f62\u6210\u5c5e\u4e8e\u81ea\u5df1\u7684\u667a\u80fd\u4f53\u80fd\u529b\u77e9\u9635\u2014\u2014\u8fd9\u624d\u662fAgent\u4ece\u201c\u4f1a\u804a\u5929\u201d\u8d70\u5411\u201c\u80fd\u4e13\u4e1a\u505a\u4e8b\u201d\u7684\u5173\u952e\u4e00\u6b65\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u667a\u80fd\u4f53\u6280\u80fd\u7684\u5de5\u7a0b\u5316\u56fa\u5316\u8def\u5f84\uff1a\u4ece\u8fb9\u754c\u5951\u7ea6\u5230\u8bed\u4e49\u9a71\u52a8\u52a8\u6001\u52a0\u8f7d\u7684\u751f\u4ea7\u5b9e\u8df5 \u5728\u6784\u5efaAI Agent\u65f6\uff0c\u5f00\u53d1\u8005\u5e38\u5e38\u53d1\u73b0\uff1a [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[23],"tags":[],"class_list":["post-613","post","type-post","status-publish","format-standard","hentry","category-jiejuefangan"],"_links":{"self":[{"href":"https:\/\/www.longxiapro.com\/index.php\/wp-json\/wp\/v2\/posts\/613","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.longxiapro.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.longxiapro.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.longxiapro.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.longxiapro.com\/index.php\/wp-json\/wp\/v2\/comments?post=613"}],"version-history":[{"count":1,"href":"https:\/\/www.longxiapro.com\/index.php\/wp-json\/wp\/v2\/posts\/613\/revisions"}],"predecessor-version":[{"id":614,"href":"https:\/\/www.longxiapro.com\/index.php\/wp-json\/wp\/v2\/posts\/613\/revisions\/614"}],"wp:attachment":[{"href":"https:\/\/www.longxiapro.com\/index.php\/wp-json\/wp\/v2\/media?parent=613"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.longxiapro.com\/index.php\/wp-json\/wp\/v2\/categories?post=613"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.longxiapro.com\/index.php\/wp-json\/wp\/v2\/tags?post=613"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}