{"id":1801,"date":"2026-05-25T23:37:59","date_gmt":"2026-05-25T15:37:59","guid":{"rendered":"https:\/\/www.liujh168.com\/index.php\/2026\/05\/25\/20260525-008\/"},"modified":"2026-05-25T23:37:59","modified_gmt":"2026-05-25T15:37:59","slug":"20260525-008","status":"publish","type":"post","link":"https:\/\/www.liujh168.com\/index.php\/2026\/05\/25\/20260525-008\/","title":{"rendered":"Aicoding"},"content":{"rendered":"<h1 id=\"ai-agent-python\">\u4ece\u96f6\u6784\u5efa\u4e00\u4e2a AI \u4ee3\u7801 Agent\uff1a\u81ea\u7136\u8bed\u8a00\u751f\u6210 Python \u4ee3\u7801\u3001\u5b89\u5168\u6267\u884c\u4e0e\u81ea\u52a8\u7ea0\u9519<\/h1>\n<p>\u4ece\u96f6\u5f00\u59cb\u5b9e\u73b0\u548c\u4e86\u89e3\u4e00\u4e2a\u6781\u7b80\u4f46\u529f\u80fd\u5b8c\u6574\u7684 AI \u4ee3\u7801 Agent \u6846\u67b6\u2014\u2014<strong>code-agent-demo<\/strong>\u3002\u4e0d\u5230 500 \u884c\u6838\u5fc3\u4ee3\u7801\uff0c\u5374\u6db5\u76d6\u4e86 LLM \u8c03\u7528\u3001\u5b89\u5168\u6c99\u76d2\u3001\u81ea\u52a8\u6539\u8fdb\u5faa\u73af\u3001\u5386\u53f2\u7ba1\u7406\u3001CLI \u4ea4\u4e92\u7b49\u6240\u6709\u5173\u952e\u73af\u8282\u3002<\/p>\n<p><!--more--><\/p>\n<hr \/>\n<h2 id=\"_1\">\u4e00\u3001\u5b83\u80fd\u505a\u4ec0\u4e48\uff1f<\/h2>\n<p>\u76f4\u63a5\u4e0a\u56fe\u4e0d\u591f\u76f4\u89c2\uff0c\u6211\u4eec\u7528\u547d\u4ee4\u884c\u6765\u611f\u53d7\u4e00\u4e0b\uff1a<\/p>\n<div class=\"highlight\">\n<pre><span><\/span><code><span class=\"o\">&gt;<\/span><span class=\"w\"> <\/span><span class=\"o\">\/<\/span><span class=\"n\">run<\/span><span class=\"w\"> <\/span><span class=\"n\">\u7528<\/span><span class=\"w\"> <\/span><span class=\"n\">matplotlib<\/span><span class=\"w\"> <\/span><span class=\"n\">\u753b\u4e00\u4e2a<\/span><span class=\"w\"> <\/span><span class=\"nf\">sin<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"p\">)<\/span><span class=\"w\"> <\/span><span class=\"n\">\u548c<\/span><span class=\"w\"> <\/span><span class=\"nf\">cos<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"p\">)<\/span><span class=\"w\"> <\/span><span class=\"n\">\u7684\u5bf9\u6bd4\u56fe<\/span><span class=\"err\">\uff0c<\/span><span class=\"n\">\u52a0\u4e0a\u56fe\u4f8b\u548c\u6807\u9898<\/span>\n\n<span class=\"o\">[<\/span><span class=\"n\">Agent<\/span><span class=\"o\">]<\/span><span class=\"w\"> <\/span><span class=\"n\">Generating<\/span><span class=\"w\"> <\/span><span class=\"n\">code<\/span><span class=\"w\"> <\/span><span class=\"k\">for<\/span><span class=\"err\">:<\/span><span class=\"w\"> <\/span><span class=\"n\">\u7528<\/span><span class=\"w\"> <\/span><span class=\"n\">matplotlib<\/span><span class=\"w\"> <\/span><span class=\"n\">\u753b\u4e00\u4e2a<\/span><span class=\"w\"> <\/span><span class=\"nf\">sin<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"p\">)<\/span><span class=\"w\"> <\/span><span class=\"n\">\u548c<\/span><span class=\"w\"> <\/span><span class=\"nf\">cos<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"p\">)<\/span><span class=\"w\"> <\/span><span class=\"n\">\u7684\u5bf9\u6bd4\u56fe<\/span><span class=\"p\">...<\/span>\n<span class=\"o\">[<\/span><span class=\"n\">Agent<\/span><span class=\"o\">]<\/span><span class=\"w\"> <\/span><span class=\"n\">Code<\/span><span class=\"w\"> <\/span><span class=\"n\">generated<\/span><span class=\"w\"> <\/span><span class=\"p\">(<\/span><span class=\"mi\">847<\/span><span class=\"w\"> <\/span><span class=\"n\">chars<\/span><span class=\"p\">)<\/span>\n<span class=\"o\">[<\/span><span class=\"n\">Agent<\/span><span class=\"o\">]<\/span><span class=\"w\"> <\/span><span class=\"n\">Executing<\/span><span class=\"w\"> <\/span><span class=\"n\">code<\/span><span class=\"p\">...<\/span>\n<span class=\"o\">[<\/span><span class=\"n\">Agent<\/span><span class=\"o\">]<\/span><span class=\"w\"> <\/span><span class=\"n\">Execution<\/span><span class=\"w\"> <\/span><span class=\"n\">succeeded<\/span><span class=\"p\">.<\/span>\n\n<span class=\"o\">[<\/span><span class=\"n\">Agent<\/span><span class=\"o\">]<\/span><span class=\"w\"> <\/span><span class=\"o\">===<\/span><span class=\"w\"> <\/span><span class=\"n\">Task<\/span><span class=\"w\"> <\/span><span class=\"n\">completed<\/span><span class=\"w\"> <\/span><span class=\"n\">successfully<\/span><span class=\"w\"> <\/span><span class=\"o\">===<\/span>\n<\/code><\/pre>\n<\/div>\n<p>\u8fd9\u5c31\u662f\u4e00\u6b21\u5178\u578b\u7684\u4ea4\u4e92\uff1a<strong>\u8f93\u5165\u81ea\u7136\u8bed\u8a00 \u2192 LLM \u751f\u6210\u4ee3\u7801 \u2192 \u6c99\u76d2\u5b89\u5168\u6267\u884c \u2192 \u8f93\u51fa\u7ed3\u679c<\/strong>\u3002<\/p>\n<p>\u5982\u679c\u4ee3\u7801\u8fd0\u884c\u5931\u8d25\u4e86\u600e\u4e48\u529e\uff1f\u6846\u67b6\u4f1a\u81ea\u52a8\u8fdb\u5165\u6539\u8fdb\u5faa\u73af\uff1a<\/p>\n<div class=\"highlight\">\n<pre><span><\/span><code><span class=\"o\">[<\/span><span class=\"n\">Agent<\/span><span class=\"o\">]<\/span><span class=\"w\"> <\/span><span class=\"n\">Generating<\/span><span class=\"w\"> <\/span><span class=\"n\">code<\/span><span class=\"w\"> <\/span><span class=\"k\">for<\/span><span class=\"err\">:<\/span><span class=\"w\"> <\/span><span class=\"n\">\u5b9e\u73b0\u4e00\u4e2a\u5feb\u901f\u6392\u5e8f\u7b97\u6cd5<\/span><span class=\"p\">...<\/span>\n<span class=\"o\">[<\/span><span class=\"n\">Agent<\/span><span class=\"o\">]<\/span><span class=\"w\"> <\/span><span class=\"n\">Execution<\/span><span class=\"w\"> <\/span><span class=\"nl\">failed<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"nl\">NameError<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"n\">name<\/span><span class=\"w\"> <\/span><span class=\"s1\">&#39;quicksort&#39;<\/span><span class=\"w\"> <\/span><span class=\"k\">is<\/span><span class=\"w\"> <\/span><span class=\"ow\">not<\/span><span class=\"w\"> <\/span><span class=\"n\">defined<\/span>\n\n<span class=\"o\">[<\/span><span class=\"n\">Agent<\/span><span class=\"o\">]<\/span><span class=\"w\"> <\/span><span class=\"c1\">--- Improvement attempt 1\/3 ---<\/span>\n<span class=\"o\">[<\/span><span class=\"n\">Agent<\/span><span class=\"o\">]<\/span><span class=\"w\"> <\/span><span class=\"n\">Improving<\/span><span class=\"w\"> <\/span><span class=\"n\">code<\/span><span class=\"w\"> <\/span><span class=\"n\">based<\/span><span class=\"w\"> <\/span><span class=\"k\">on<\/span><span class=\"w\"> <\/span><span class=\"n\">error<\/span><span class=\"p\">...<\/span>\n<span class=\"o\">[<\/span><span class=\"n\">Agent<\/span><span class=\"o\">]<\/span><span class=\"w\"> <\/span><span class=\"n\">Code<\/span><span class=\"w\"> <\/span><span class=\"n\">improved<\/span><span class=\"w\"> <\/span><span class=\"p\">(<\/span><span class=\"n\">v2<\/span><span class=\"p\">,<\/span><span class=\"w\"> <\/span><span class=\"mi\">523<\/span><span class=\"w\"> <\/span><span class=\"n\">chars<\/span><span class=\"p\">)<\/span>\n<span class=\"o\">[<\/span><span class=\"n\">Agent<\/span><span class=\"o\">]<\/span><span class=\"w\"> <\/span><span class=\"n\">Execution<\/span><span class=\"w\"> <\/span><span class=\"n\">succeeded<\/span><span class=\"p\">.<\/span>\n\n<span class=\"o\">[<\/span><span class=\"n\">Agent<\/span><span class=\"o\">]<\/span><span class=\"w\"> <\/span><span class=\"o\">===<\/span><span class=\"w\"> <\/span><span class=\"n\">Task<\/span><span class=\"w\"> <\/span><span class=\"n\">completed<\/span><span class=\"w\"> <\/span><span class=\"n\">successfully<\/span><span class=\"w\"> <\/span><span class=\"o\">===<\/span>\n<\/code><\/pre>\n<\/div>\n<p>LLM \u751f\u6210\u4e86\u6709 bug \u7684\u4ee3\u7801\uff0cAgent \u81ea\u52a8\u628a\u9519\u8bef\u4fe1\u606f\u5582\u56de\u7ed9 LLM\uff0c\u8ba9\u5b83\u4fee\u590d\u540e\u518d\u6267\u884c\u2014\u2014\u5168\u7a0b\u65e0\u9700\u4eba\u5de5\u5e72\u9884\u3002<\/p>\n<hr \/>\n<h2 id=\"_2\">\u4e8c\u3001\u67b6\u6784\u8bbe\u8ba1\uff1a\u56db\u4e2a\u62bd\u8c61\u63a5\u53e3 + \u4e00\u4e2a\u7f16\u6392\u6838\u5fc3<\/h2>\n<p>\u6574\u4e2a\u9879\u76ee\u9075\u5faa\u300c\u9762\u5411\u63a5\u53e3\u7f16\u7a0b\u300d\u7684\u601d\u60f3\uff0c\u6838\u5fc3\u67b6\u6784\u975e\u5e38\u6e05\u6670\uff1a<\/p>\n<div class=\"highlight\">\n<pre><span><\/span><code>\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\u2510\n\u2502              main.py (CLI \u5165\u53e3)             \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\u2500\u2500\u2500\u2500\u2518\n                    \u2502\n\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u25bc\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 (core.py)                  \u2502\n\u2502   generate() \u2192 execute() \u2192 improve()        \u2502\n\u2502         \u2191           \u2191           \u2191          \u2502\n\u2502    \u250c\u2500\u2500\u2500\u2500\u2534\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2500\u2534\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2500\u2500\u2534\u2500\u2500\u2500\u2500\u2500\u2510    \u2502\n\u2502    \u2502 BaseLLM \u2502 \u2502BaseExec\u2502 \u2502 BaseTool \u2502     \u2502\n\u2502    \u2514\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2518    \u2502\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n          \u2502          \u2502           \u2502\n    \u250c\u2500\u2500\u2500\u2500\u2500\u25bc\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u25bc\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u25bc\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n    \u2502 OpenAI    \u2502 \u2502 Sandbox  \u2502 \u2502  \u53ef\u6269\u5c55...   \u2502\n    \u2502 Provider  \u2502 \u2502 Executor \u2502 \u2502             \u2502\n    \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n<\/code><\/pre>\n<\/div>\n<h3 id=\"21\">2.1 \u56db\u4e2a\u62bd\u8c61\u63a5\u53e3<\/h3>\n<p><strong>BaseLLM<\/strong> \u2014 LLM \u62bd\u8c61\u5c42\uff0c\u5b9a\u4e49\u4e09\u4e2a\u6838\u5fc3\u65b9\u6cd5\uff1a<\/p>\n<div class=\"highlight\">\n<pre><span><\/span><code><span class=\"k\">class<\/span><span class=\"w\"> <\/span><span class=\"nc\">BaseLLM<\/span><span class=\"p\">(<\/span><span class=\"n\">ABC<\/span><span class=\"p\">):<\/span>\n    <span class=\"k\">def<\/span><span class=\"w\"> <\/span><span class=\"nf\">chat<\/span><span class=\"p\">(<\/span><span class=\"bp\">self<\/span><span class=\"p\">,<\/span> <span class=\"n\">messages<\/span><span class=\"p\">:<\/span> <span class=\"nb\">list<\/span><span class=\"p\">[<\/span><span class=\"nb\">dict<\/span><span class=\"p\">])<\/span> <span class=\"o\">-&gt;<\/span> <span class=\"n\">LLMResponse<\/span><span class=\"p\">:<\/span> <span class=\"o\">...<\/span>\n    <span class=\"k\">def<\/span><span class=\"w\"> <\/span><span class=\"nf\">generate_code<\/span><span class=\"p\">(<\/span><span class=\"bp\">self<\/span><span class=\"p\">,<\/span> <span class=\"n\">requirement<\/span><span class=\"p\">:<\/span> <span class=\"nb\">str<\/span><span class=\"p\">,<\/span> <span class=\"n\">context<\/span><span class=\"p\">:<\/span> <span class=\"nb\">str<\/span> <span class=\"o\">=<\/span> <span class=\"kc\">None<\/span><span class=\"p\">)<\/span> <span class=\"o\">-&gt;<\/span> <span class=\"n\">LLMResponse<\/span><span class=\"p\">:<\/span> <span class=\"o\">...<\/span>\n    <span class=\"k\">def<\/span><span class=\"w\"> <\/span><span class=\"nf\">improve_code<\/span><span class=\"p\">(<\/span><span class=\"bp\">self<\/span><span class=\"p\">,<\/span> <span class=\"n\">original_code<\/span><span class=\"p\">:<\/span> <span class=\"nb\">str<\/span><span class=\"p\">,<\/span> <span class=\"n\">error_message<\/span><span class=\"p\">:<\/span> <span class=\"nb\">str<\/span><span class=\"p\">,<\/span> <span class=\"n\">requirement<\/span><span class=\"p\">:<\/span> <span class=\"nb\">str<\/span><span class=\"p\">)<\/span> <span class=\"o\">-&gt;<\/span> <span class=\"n\">LLMResponse<\/span><span class=\"p\">:<\/span> <span class=\"o\">...<\/span>\n<\/code><\/pre>\n<\/div>\n<p>\u76ee\u524d\u63d0\u4f9b\u4e86 OpenAI \u7684\u5b9e\u73b0\uff0c\u4f46\u56e0\u4e3a\u662f\u62bd\u8c61\u63a5\u53e3\uff0c\u4f60\u53ef\u4ee5\u65e0\u7f1d\u5207\u6362\u6210 Claude\u3001\u672c\u5730 Llama\u3001\u901a\u4e49\u5343\u95ee\u7b49\u4efb\u4f55\u6a21\u578b\u3002<\/p>\n<p><strong>BaseExecutor<\/strong> \u2014 \u4ee3\u7801\u6267\u884c\u5668\u62bd\u8c61\uff1a<\/p>\n<div class=\"highlight\">\n<pre><span><\/span><code><span class=\"k\">class<\/span><span class=\"w\"> <\/span><span class=\"nc\">BaseExecutor<\/span><span class=\"p\">(<\/span><span class=\"n\">ABC<\/span><span class=\"p\">):<\/span>\n    <span class=\"k\">def<\/span><span class=\"w\"> <\/span><span class=\"nf\">execute<\/span><span class=\"p\">(<\/span><span class=\"bp\">self<\/span><span class=\"p\">,<\/span> <span class=\"n\">code<\/span><span class=\"p\">:<\/span> <span class=\"nb\">str<\/span><span class=\"p\">)<\/span> <span class=\"o\">-&gt;<\/span> <span class=\"n\">ExecutionResult<\/span><span class=\"p\">:<\/span> <span class=\"o\">...<\/span>\n<\/code><\/pre>\n<\/div>\n<p>\u8fd4\u56de\u7edf\u4e00\u7684 <code>ExecutionResult<\/code>\uff0c\u5305\u542b <code>success<\/code>\u3001<code>stdout<\/code>\u3001<code>stderr<\/code>\u3001<code>exit_code<\/code> \u7b49\u5b57\u6bb5\u3002<\/p>\n<p><strong>BaseTool<\/strong> \u2014 \u5de5\u5177\u63a5\u53e3\uff08\u9884\u7559\u6269\u5c55\u70b9\uff09\uff0c\u652f\u6301 Agent \u8c03\u7528\u5916\u90e8\u5de5\u5177\u3002<\/p>\n<p><strong>HistoryManager<\/strong> \u2014 \u5386\u53f2\u7ba1\u7406\u5668\uff0c\u8bb0\u5f55\u6bcf\u6b21\u751f\u6210\u548c\u6539\u8fdb\uff0c\u652f\u6301 JSON \u6301\u4e45\u5316\u3002<\/p>\n<h3 id=\"22\">2.2 \u6838\u5fc3\u7f16\u6392\u5f15\u64ce<\/h3>\n<p><code>Agent<\/code> \u7c7b\u662f\u5927\u8111\uff0c\u4e32\u8054\u8d77\u6574\u4e2a\u5de5\u4f5c\u6d41\u3002\u6700\u6838\u5fc3\u7684\u65b9\u6cd5\u662f <code>run()<\/code>\uff1a<\/p>\n<div class=\"highlight\">\n<pre><span><\/span><code><span class=\"k\">def<\/span><span class=\"w\"> <\/span><span class=\"nf\">run<\/span><span class=\"p\">(<\/span><span class=\"bp\">self<\/span><span class=\"p\">,<\/span> <span class=\"n\">requirement<\/span><span class=\"p\">:<\/span> <span class=\"nb\">str<\/span><span class=\"p\">)<\/span> <span class=\"o\">-&gt;<\/span> <span class=\"n\">ExecutionResult<\/span><span class=\"p\">:<\/span>\n    <span class=\"c1\"># 1. \u751f\u6210\u4ee3\u7801<\/span>\n    <span class=\"n\">code<\/span> <span class=\"o\">=<\/span> <span class=\"bp\">self<\/span><span class=\"o\">.<\/span><span class=\"n\">generate<\/span><span class=\"p\">(<\/span><span class=\"n\">requirement<\/span><span class=\"p\">)<\/span>\n\n    <span class=\"c1\"># 2. \u6267\u884c\u4ee3\u7801<\/span>\n    <span class=\"n\">result<\/span> <span class=\"o\">=<\/span> <span class=\"bp\">self<\/span><span class=\"o\">.<\/span><span class=\"n\">execute<\/span><span class=\"p\">(<\/span><span class=\"n\">code<\/span><span class=\"p\">)<\/span>\n\n    <span class=\"c1\"># 3. \u5931\u8d25\u5219\u81ea\u52a8\u6539\u8fdb<\/span>\n    <span class=\"k\">for<\/span> <span class=\"n\">attempt<\/span> <span class=\"ow\">in<\/span> <span class=\"nb\">range<\/span><span class=\"p\">(<\/span><span class=\"bp\">self<\/span><span class=\"o\">.<\/span><span class=\"n\">config<\/span><span class=\"o\">.<\/span><span class=\"n\">max_retries<\/span><span class=\"p\">):<\/span>\n        <span class=\"k\">if<\/span> <span class=\"n\">result<\/span><span class=\"o\">.<\/span><span class=\"n\">success<\/span><span class=\"p\">:<\/span>\n            <span class=\"k\">break<\/span>\n        <span class=\"n\">improved<\/span> <span class=\"o\">=<\/span> <span class=\"bp\">self<\/span><span class=\"o\">.<\/span><span class=\"n\">improve<\/span><span class=\"p\">(<\/span><span class=\"n\">result<\/span><span class=\"o\">.<\/span><span class=\"n\">error_message<\/span><span class=\"p\">)<\/span>\n        <span class=\"n\">result<\/span> <span class=\"o\">=<\/span> <span class=\"bp\">self<\/span><span class=\"o\">.<\/span><span class=\"n\">execute<\/span><span class=\"p\">(<\/span><span class=\"n\">improved<\/span><span class=\"p\">)<\/span>\n\n    <span class=\"k\">return<\/span> <span class=\"n\">result<\/span>\n<\/code><\/pre>\n<\/div>\n<p>\u5c31\u8fd9\u4e48\u7b80\u6d01\u2014\u2014<strong>\u300c\u751f\u6210 \u2192 \u6267\u884c \u2192 \u6539\u8fdb\u300d<\/strong>\u7684\u5faa\u73af\u6784\u6210\u4e86 Agent \u7684\u5b8c\u6574\u5fc3\u667a\u6a21\u578b\u3002<\/p>\n<hr \/>\n<h2 id=\"subprocess\">\u4e09\u3001\u5b89\u5168\u6c99\u76d2\uff1a\u4e0d\u53ea\u662f subprocess<\/h2>\n<p>\u6267\u884c AI \u751f\u6210\u7684\u4ee3\u7801\u6700\u5927\u7684\u98ce\u9669\u662f\u4ec0\u4e48\uff1f\u662f\u5b89\u5168\u95ee\u9898\u3002LLM \u53ef\u80fd\u4f1a\u751f\u6210 <code>import os; os.system(\"rm -rf \/\")<\/code> \u8fd9\u6837\u7684\u5371\u9669\u4ee3\u7801\u3002<\/p>\n<p>code-agent \u91c7\u7528\u4e86<strong>\u53cc\u91cd\u9632\u62a4<\/strong>\u673a\u5236\uff1a<\/p>\n<h3 id=\"hook\">\u7b2c\u4e00\u5c42\uff1a\u5bfc\u5165\u62e6\u622a Hook<\/h3>\n<p>\u5728\u7528\u6237\u4ee3\u7801\u6267\u884c\u524d\uff0c\u6ce8\u5165\u4e00\u6bb5 Hook \u4ee3\u7801\uff0c\u52ab\u6301 <code>__import__<\/code> \u51fd\u6570\uff1a<\/p>\n<div class=\"highlight\">\n<pre><span><\/span><code><span class=\"n\">RESTRICTED_IMPORTS<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span><span class=\"s2\">&quot;os.system&quot;<\/span><span class=\"p\">,<\/span> <span class=\"s2\">&quot;subprocess&quot;<\/span><span class=\"p\">,<\/span> <span class=\"s2\">&quot;shutil&quot;<\/span><span class=\"p\">,<\/span> <span class=\"s2\">&quot;socket&quot;<\/span><span class=\"p\">,<\/span> <span class=\"s2\">&quot;requests&quot;<\/span><span class=\"p\">,<\/span> <span class=\"s2\">&quot;urllib&quot;<\/span><span class=\"p\">}<\/span>\n\n<span class=\"k\">def<\/span><span class=\"w\"> <\/span><span class=\"nf\">_safe_import<\/span><span class=\"p\">(<\/span><span class=\"n\">name<\/span><span class=\"p\">,<\/span> <span class=\"o\">*<\/span><span class=\"n\">args<\/span><span class=\"p\">,<\/span> <span class=\"o\">**<\/span><span class=\"n\">kwargs<\/span><span class=\"p\">):<\/span>\n    <span class=\"k\">for<\/span> <span class=\"n\">restricted<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">RESTRICTED<\/span><span class=\"p\">:<\/span>\n        <span class=\"k\">if<\/span> <span class=\"n\">name<\/span> <span class=\"o\">==<\/span> <span class=\"n\">restricted<\/span> <span class=\"ow\">or<\/span> <span class=\"n\">name<\/span><span class=\"o\">.<\/span><span class=\"n\">startswith<\/span><span class=\"p\">(<\/span><span class=\"n\">restricted<\/span> <span class=\"o\">+<\/span> <span class=\"s1\">&#39;.&#39;<\/span><span class=\"p\">):<\/span>\n            <span class=\"k\">raise<\/span> <span class=\"ne\">ImportError<\/span><span class=\"p\">(<\/span><span class=\"s2\">&quot;Import is not allowed in sandbox&quot;<\/span><span class=\"p\">)<\/span>\n    <span class=\"k\">return<\/span> <span class=\"n\">_original_import<\/span><span class=\"p\">(<\/span><span class=\"n\">name<\/span><span class=\"p\">,<\/span> <span class=\"o\">*<\/span><span class=\"n\">args<\/span><span class=\"p\">,<\/span> <span class=\"o\">**<\/span><span class=\"n\">kwargs<\/span><span class=\"p\">)<\/span>\n\n<span class=\"n\">_builtins<\/span><span class=\"o\">.<\/span><span class=\"n\">__import__<\/span> <span class=\"o\">=<\/span> <span class=\"n\">_safe_import<\/span>\n<\/code><\/pre>\n<\/div>\n<p>\u4efb\u4f55\u88ab\u5217\u5165\u9ed1\u540d\u5355\u7684\u6a21\u5757\uff0c\u76f4\u63a5\u629b\u51fa <code>ImportError<\/code>\u3002<\/p>\n<h3 id=\"_3\">\u7b2c\u4e8c\u5c42\uff1a\u7981\u7528\u5371\u9669\u5185\u7f6e\u51fd\u6570<\/h3>\n<div class=\"highlight\">\n<pre><span><\/span><code><span class=\"k\">for<\/span> <span class=\"n\">func<\/span> <span class=\"ow\">in<\/span> <span class=\"p\">(<\/span><span class=\"s2\">&quot;exec&quot;<\/span><span class=\"p\">,<\/span> <span class=\"s2\">&quot;eval&quot;<\/span><span class=\"p\">,<\/span> <span class=\"s2\">&quot;compile&quot;<\/span><span class=\"p\">,<\/span> <span class=\"s2\">&quot;open&quot;<\/span><span class=\"p\">,<\/span> <span class=\"s2\">&quot;breakpoint&quot;<\/span><span class=\"p\">,<\/span> <span class=\"s2\">&quot;__import__&quot;<\/span><span class=\"p\">):<\/span>\n    <span class=\"n\">_builtins<\/span><span class=\"o\">.<\/span><span class=\"vm\">__dict__<\/span><span class=\"p\">[<\/span><span class=\"n\">func<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"n\">_blocked<\/span>\n<\/code><\/pre>\n<\/div>\n<p><code>exec()<\/code>\u3001<code>eval()<\/code>\u3001<code>open()<\/code> \u7b49\u51fd\u6570\u5168\u90e8\u88ab\u5c01\u5835\u3002<\/p>\n<h3 id=\"_4\">\u7b2c\u4e09\u5c42\uff1a\u5b50\u8fdb\u7a0b\u9694\u79bb<\/h3>\n<p>\u5728\u5b50\u8fdb\u7a0b\u4e2d\u8fd0\u884c\u7528\u6237\u4ee3\u7801\uff0c\u9650\u5236\u8d85\u65f6\u65f6\u95f4\uff0c\u6355\u83b7 stdout \u548c stderr\u3002\u5373\u4f7f\u6c99\u76d2 Hook \u88ab\u7ed5\u8fc7\uff0c\u6700\u591a\u4e5f\u53ea\u80fd\u5f71\u54cd\u5b50\u8fdb\u7a0b\uff0c\u4e0d\u4f1a\u6ce2\u53ca\u4e3b\u8fdb\u7a0b\u3002<\/p>\n<hr \/>\n<h2 id=\"python\">\u56db\u3001\u4ee3\u7801\u98ce\u683c\uff1a\u8ffd\u6c42\u53ef\u8bfb\u6027\u7684 Python<\/h2>\n<p>\u6574\u4e2a\u9879\u76ee\u523b\u610f\u4fdd\u6301\u6781\u7b80\u98ce\u683c\uff0c\u5c3d\u91cf\u4f7f\u7528 Python \u539f\u751f\u7279\u6027\uff1a<\/p>\n<ul>\n<li><strong>dataclass<\/strong> \u66ff\u4ee3\u666e\u901a\u7c7b\uff0c\u51cf\u5c11\u6837\u677f\u4ee3\u7801<\/li>\n<li><strong>\u7c7b\u578b\u6ce8\u89e3<\/strong> \u5168\u8986\u76d6\uff0c\u914d\u5408 IDE \u6709\u5b8c\u6574\u7684\u667a\u80fd\u63d0\u793a<\/li>\n<li><strong>\u62bd\u8c61\u57fa\u7c7b\uff08ABC\uff09<\/strong> \u5b9a\u4e49\u63a5\u53e3\u5951\u7ea6<\/li>\n<li><strong>YAML + \u73af\u5883\u53d8\u91cf<\/strong> \u7ba1\u7406\u914d\u7f6e\uff0c<code>${OPENAI_API_KEY}<\/code> \u81ea\u52a8\u5c55\u5f00<\/li>\n<li><strong>\u96f6\u6846\u67b6\u4f9d\u8d56<\/strong>\uff0c\u53ea\u4f9d\u8d56 <code>openai<\/code> \u548c <code>pyyaml<\/code><\/li>\n<\/ul>\n<p>\u9879\u76ee\u6587\u4ef6\u7ed3\u6784\u4e00\u76ee\u4e86\u7136\uff1a<\/p>\n<div class=\"highlight\">\n<pre><span><\/span><code><span class=\"n\">code<\/span><span class=\"o\">-<\/span><span class=\"n\">agent<\/span><span class=\"o\">\/<\/span>\n<span class=\"err\">\u251c\u2500\u2500<\/span><span class=\"w\"> <\/span><span class=\"n\">agent<\/span><span class=\"o\">\/<\/span>\n<span class=\"err\">\u2502<\/span><span class=\"w\">   <\/span><span class=\"err\">\u251c\u2500\u2500<\/span><span class=\"w\"> <\/span><span class=\"n\">core<\/span><span class=\"o\">.<\/span><span class=\"n\">py<\/span><span class=\"w\">              <\/span><span class=\"c1\"># Agent \u6838\u5fc3\u7f16\u6392\u5f15\u64ce<\/span>\n<span class=\"err\">\u2502<\/span><span class=\"w\">   <\/span><span class=\"err\">\u251c\u2500\u2500<\/span><span class=\"w\"> <\/span><span class=\"n\">llm<\/span><span class=\"o\">\/<\/span><span class=\"w\">                 <\/span><span class=\"c1\"># LLM \u62bd\u8c61\u5c42 + OpenAI \u5b9e\u73b0<\/span>\n<span class=\"err\">\u2502<\/span><span class=\"w\">   <\/span><span class=\"err\">\u251c\u2500\u2500<\/span><span class=\"w\"> <\/span><span class=\"n\">executor<\/span><span class=\"o\">\/<\/span><span class=\"w\">            <\/span><span class=\"c1\"># \u6267\u884c\u5668\u62bd\u8c61\u5c42 + \u6c99\u76d2\u5b9e\u73b0<\/span>\n<span class=\"err\">\u2502<\/span><span class=\"w\">   <\/span><span class=\"err\">\u251c\u2500\u2500<\/span><span class=\"w\"> <\/span><span class=\"n\">tools<\/span><span class=\"o\">\/<\/span><span class=\"w\">               <\/span><span class=\"c1\"># \u5de5\u5177\u63a5\u53e3\uff08\u6269\u5c55\u9884\u7559\uff09<\/span>\n<span class=\"err\">\u2502<\/span><span class=\"w\">   <\/span><span class=\"err\">\u2514\u2500\u2500<\/span><span class=\"w\"> <\/span><span class=\"n\">history<\/span><span class=\"o\">\/<\/span><span class=\"w\">             <\/span><span class=\"c1\"># \u5386\u53f2\u8bb0\u5f55\u7ba1\u7406<\/span>\n<span class=\"err\">\u251c\u2500\u2500<\/span><span class=\"w\"> <\/span><span class=\"n\">main<\/span><span class=\"o\">.<\/span><span class=\"n\">py<\/span><span class=\"w\">                  <\/span><span class=\"c1\"># CLI \u4ea4\u4e92\u5165\u53e3<\/span>\n<span class=\"err\">\u251c\u2500\u2500<\/span><span class=\"w\"> <\/span><span class=\"n\">config<\/span><span class=\"o\">.<\/span><span class=\"n\">yaml<\/span><span class=\"w\">              <\/span><span class=\"c1\"># \u914d\u7f6e\u6587\u4ef6<\/span>\n<span class=\"err\">\u251c\u2500\u2500<\/span><span class=\"w\"> <\/span><span class=\"n\">requirements<\/span><span class=\"o\">.<\/span><span class=\"n\">txt<\/span><span class=\"w\">         <\/span><span class=\"c1\"># \u4f9d\u8d56<\/span>\n<span class=\"err\">\u2514\u2500\u2500<\/span><span class=\"w\"> <\/span><span class=\"n\">test_agent<\/span><span class=\"o\">.<\/span><span class=\"n\">py<\/span><span class=\"w\">            <\/span><span class=\"c1\"># \u5355\u5143\u6d4b\u8bd5 + \u96c6\u6210\u6d4b\u8bd5<\/span>\n<\/code><\/pre>\n<\/div>\n<hr \/>\n<h2 id=\"5\">\u4e94\u3001\u5b9e\u6218\uff1a5 \u5206\u949f\u8dd1\u8d77\u6765<\/h2>\n<h3 id=\"1\">\u7b2c 1 \u6b65\uff1a\u5b89\u88c5\u4f9d\u8d56<\/h3>\n<div class=\"highlight\">\n<pre><span><\/span><code>pip<span class=\"w\"> <\/span>install<span class=\"w\"> <\/span>-r<span class=\"w\"> <\/span>requirements.txt\n<\/code><\/pre>\n<\/div>\n<h3 id=\"2-llm\">\u7b2c 2 \u6b65\uff1a\u914d\u7f6e LLM<\/h3>\n<p>\u7f16\u8f91 <code>config.yaml<\/code>\uff1a<\/p>\n<div class=\"highlight\">\n<pre><span><\/span><code><span class=\"nt\">llm<\/span><span class=\"p\">:<\/span>\n<span class=\"w\">  <\/span><span class=\"nt\">model<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"l l-Scalar l-Scalar-Plain\">gpt-4o-mini<\/span>\n<span class=\"w\">  <\/span><span class=\"nt\">api_key<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"l l-Scalar l-Scalar-Plain\">${OPENAI_API_KEY}<\/span><span class=\"w\">   <\/span><span class=\"c1\"># \u81ea\u52a8\u4ece\u73af\u5883\u53d8\u91cf\u8bfb\u53d6<\/span>\n<span class=\"w\">  <\/span><span class=\"nt\">base_url<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"l l-Scalar l-Scalar-Plain\">null<\/span><span class=\"w\">               <\/span><span class=\"c1\"># \u6216\u586b http:\/\/localhost:1234\/v1 \u7528\u672c\u5730\u6a21\u578b<\/span>\n<\/code><\/pre>\n<\/div>\n<p>\u652f\u6301 OpenAI \u5b98\u65b9 API \u548c LM Studio \u7b49\u672c\u5730\u63a8\u7406\u670d\u52a1\u3002<\/p>\n<h3 id=\"3-cli\">\u7b2c 3 \u6b65\uff1a\u542f\u52a8 CLI<\/h3>\n<div class=\"highlight\">\n<pre><span><\/span><code>python<span class=\"w\"> <\/span>main.py\n<\/code><\/pre>\n<\/div>\n<p>\u4f60\u4f1a\u770b\u5230\u4e00\u4e2a\u4ea4\u4e92\u5f0f\u547d\u4ee4\u884c\uff1a<\/p>\n<div class=\"highlight\">\n<pre><span><\/span><code><span class=\"nv\">Commands<\/span>:\n<span class=\"w\">  <\/span><span class=\"o\">\/<\/span><span class=\"nv\">generate<\/span><span class=\"w\"> <\/span><span class=\"o\">&lt;<\/span><span class=\"nv\">requirement<\/span><span class=\"o\">&gt;<\/span><span class=\"w\">  <\/span><span class=\"o\">-<\/span><span class=\"w\"> <\/span>\u751f\u6210\u4ee3\u7801\n<span class=\"w\">  <\/span><span class=\"o\">\/<\/span><span class=\"nv\">run<\/span><span class=\"w\"> <\/span><span class=\"o\">&lt;<\/span><span class=\"nv\">requirement<\/span><span class=\"o\">&gt;<\/span><span class=\"w\">       <\/span><span class=\"o\">-<\/span><span class=\"w\"> <\/span>\u751f\u6210\u5e76\u6267\u884c\uff08\u542b\u81ea\u52a8\u6539\u8fdb\uff09\n<span class=\"w\">  <\/span><span class=\"o\">\/<\/span><span class=\"nv\">execute<\/span><span class=\"w\">                 <\/span><span class=\"o\">-<\/span><span class=\"w\"> <\/span>\u6267\u884c\u4e0a\u6b21\u751f\u6210\u7684\u4ee3\u7801\n<span class=\"w\">  <\/span><span class=\"o\">\/<\/span><span class=\"nv\">improve<\/span><span class=\"w\">                 <\/span><span class=\"o\">-<\/span><span class=\"w\"> <\/span>\u57fa\u4e8e\u4e0a\u6b21\u9519\u8bef\u6539\u8fdb\u4ee3\u7801\n<span class=\"w\">  <\/span><span class=\"o\">\/<\/span><span class=\"k\">show<\/span><span class=\"w\">                    <\/span><span class=\"o\">-<\/span><span class=\"w\"> <\/span>\u67e5\u770b\u5f53\u524d\u4ee3\u7801\n<span class=\"w\">  <\/span><span class=\"o\">\/<\/span><span class=\"nv\">history<\/span><span class=\"w\">                 <\/span><span class=\"o\">-<\/span><span class=\"w\"> <\/span>\u67e5\u770b\u4f1a\u8bdd\u5386\u53f2\n<span class=\"w\">  <\/span><span class=\"o\">\/<\/span><span class=\"nv\">save<\/span><span class=\"w\"> <\/span><span class=\"o\">&lt;<\/span><span class=\"nv\">filename<\/span><span class=\"o\">&gt;<\/span><span class=\"w\">         <\/span><span class=\"o\">-<\/span><span class=\"w\"> <\/span>\u4fdd\u5b58\u4ee3\u7801\u5230\u6587\u4ef6\n<span class=\"w\">  <\/span><span class=\"o\">\/<\/span><span class=\"k\">exit<\/span><span class=\"w\">                    <\/span><span class=\"o\">-<\/span><span class=\"w\"> <\/span>\u9000\u51fa\n<\/code><\/pre>\n<\/div>\n<h3 id=\"4\">\u7b2c 4 \u6b65\uff1a\u8bd5\u8bd5\u8fd9\u4e9b\u63d0\u793a\u8bcd<\/h3>\n<div class=\"highlight\">\n<pre><span><\/span><code>\/run \u751f\u6210 100 \u4e2a\u968f\u673a\u6570\uff0c\u8ba1\u7b97\u5747\u503c\u548c\u6807\u51c6\u5dee\n\/run \u5199\u4e00\u4e2a\u88c5\u9970\u5668\uff0c\u6d4b\u91cf\u4efb\u610f\u51fd\u6570\u7684\u6267\u884c\u65f6\u95f4\n\/run \u5b9e\u73b0\u4e00\u4e2a\u7b80\u5355\u7684 LRU \u7f13\u5b58\u7c7b\n<\/code><\/pre>\n<\/div>\n<hr \/>\n<h2 id=\"_5\">\u516d\u3001\u4e3a\u4ec0\u4e48\u8fd9\u4e2a\u9879\u76ee\u503c\u5f97\u5173\u6ce8\uff1f<\/h2>\n<ol>\n<li>\n<p><strong>\u5b66\u4e60\u7684\u7edd\u4f73\u8d77\u70b9<\/strong>\uff1a\u5982\u679c\u4f60\u5bf9 AI Agent \u611f\u5174\u8da3\u4f46\u4e0d\u77e5\u4ece\u4f55\u5165\u624b\uff0c\u8fd9\u4e2a\u9879\u76ee\u7684 500 \u884c\u6838\u5fc3\u4ee3\u7801\u662f\u6700\u597d\u7684\u6559\u6750\u3002\u5b83\u5265\u79bb\u4e86\u6240\u6709\u4e0d\u5fc5\u8981\u7684\u590d\u6742\u5ea6\uff0c\u53ea\u4fdd\u7559 Agent \u7684\u9aa8\u67b6\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u9ad8\u5ea6\u7684\u53ef\u6269\u5c55\u6027<\/strong>\uff1a\u60f3\u63a5\u5165 Claude\uff1f\u5b9e\u73b0\u4e00\u4e2a <code>ClaudeProvider(BaseLLM)<\/code> \u5373\u53ef\u3002\u60f3\u7528 Docker \u6267\u884c\u4ee3\u7801\uff1f\u5b9e\u73b0\u4e00\u4e2a <code>DockerExecutor(BaseExecutor)<\/code>\u3002\u60f3\u63a5\u5165\u641c\u7d22\u5f15\u64ce\uff1f\u5b9e\u73b0\u4e00\u4e2a <code>SearchTool(BaseTool)<\/code>\u3002\u6bcf\u4e2a\u6a21\u5757\u90fd\u662f\u53ef\u63d2\u62d4\u7684\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u624e\u5b9e\u7684\u5b89\u5168\u9632\u62a4<\/strong>\uff1a\u4e09\u5c42\u6c99\u76d2\u673a\u5236\uff0c\u591a\u4e00\u5c42\u4fdd\u969c\u5c31\u5c11\u4e00\u5206\u98ce\u9669\u3002\u8fd9\u5728 AI \u751f\u6210\u4ee3\u7801\u81ea\u52a8\u6267\u884c\u7684\u573a\u666f\u4e2d\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u5b8c\u6574\u7684\u5de5\u7a0b\u5b9e\u8df5<\/strong>\uff1a\u4ece\u62bd\u8c61\u63a5\u53e3\u5230\u5177\u4f53\u5b9e\u73b0\uff0c\u4ece\u5355\u5143\u6d4b\u8bd5\u5230\u96c6\u6210\u6d4b\u8bd5\uff0c\u4ece\u914d\u7f6e\u7ba1\u7406\u5230 CLI \u8bbe\u8ba1\uff0c\u8fd9\u662f\u4e00\u4e2a\u9ebb\u96c0\u867d\u5c0f\u4e94\u810f\u4ff1\u5168\u7684 Python \u9879\u76ee\u3002<\/p>\n<\/li>\n<\/ol>\n<hr \/>\n<h2 id=\"_6\">\u4e03\u3001\u672a\u6765\u5c55\u671b(\u4e00\u4e9b\u89c4\u5212\u4e2d\u7684\u65b9\u5411,\u5927\u6982\u7387\u5b9e\u73b0\u4e0d\u4e86,\u53ea\u662f\u4f5c\u4e3a\u5b66\u4e60\u7684\u8d77\u70b9)<\/h2>\n<ul>\n<li><strong>\u5de5\u5177\u94fe\u6269\u5c55<\/strong>\uff1a\u6587\u4ef6\u8bfb\u5199\u3001HTTP \u8bf7\u6c42\u3001\u6570\u636e\u5e93\u67e5\u8be2\u7b49\u6807\u51c6\u5de5\u5177<\/li>\n<li><strong>\u591a\u8f6e\u5bf9\u8bdd\u8bb0\u5fc6<\/strong>\uff1a\u8ba9 Agent \u8bb0\u4f4f\u4e4b\u524d\u7684\u4e0a\u4e0b\u6587\uff0c\u652f\u6301\u66f4\u590d\u6742\u7684\u4efb\u52a1\u62c6\u89e3<\/li>\n<\/ul>\n<hr \/>\n<h2 id=\"_7\">\u516b\u3001\u603b\u7ed3<\/h2>\n<p>code-agent \u7528\u4e0d\u5230 500 \u884c\u4ee3\u7801\uff0c\u5c55\u793a\u4e86 AI Agent \u7684\u6838\u5fc3\u5de5\u4f5c\u6d41\uff1a<strong>\u7406\u89e3\u9700\u6c42 \u2192 \u751f\u6210\u4ee3\u7801 \u2192 \u5b89\u5168\u6267\u884c \u2192 \u9519\u8bef\u81ea\u6108<\/strong>\u3002\u5b83\u4e0d\u662f\u4e00\u4e2a\u5e9e\u7136\u5927\u7269\uff0c\u4f46\u80dc\u5728\u6e05\u6670\u3001\u53ef\u6269\u5c55\u3001\u80fd\u8dd1\u901a\u2014\u2014\u8fd9\u6b63\u597d\u662f\u5b66\u4e60\u548c\u4e0a\u624b AI Agent \u5f00\u53d1\u7684\u6700\u4f73\u72b6\u6001\u3002<\/p>\n<blockquote>\n<p>\u9879\u76ee\u5730\u5740\uff1a<a href=\"https:\/\/github.com\/liujh168\/code-agent-demo.git\">[GitHub &#8211; code-agent]<\/a>\n<\/p>\n<\/blockquote>\n<hr \/>\n<p><em>\u5982\u679c\u4f60\u4e5f\u5728\u505a AI Agent \u76f8\u5173\u7684\u9879\u76ee\uff0c\u6216\u8005\u5bf9\u8fd9\u7bc7\u6587\u7ae0\u6709\u4efb\u4f55\u60f3\u6cd5\uff0c\u6b22\u8fce\u5728\u8bc4\u8bba\u533a\u4ea4\u6d41\uff01<\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8fd9\u4e2a\u4ec5\u7528500\u884c\u6838\u5fc3\u4ee3\u7801\u6784\u5efa\u7684AI\u4ee3\u7801Agent\u6846\u67b6\uff0c\u5c55\u793a\u4e86\u5982\u4f55\u8ba9\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u76f4\u63a5\u8f6c\u5316\u4e3a\u53ef\u6267\u884c\u7684Python\u4ee3\u7801\u3002\u5b83\u4e0d\u53ea\u662f\u7b80\u5355\u7684\u201c\u8f93\u5165-\u751f\u6210-\u8f93\u51fa\u201d\uff0c\u800c\u662f\u5177\u5907\u5b89\u5168\u6c99\u76d2\u6267\u884c\u548c\u81ea\u52a8\u7ea0\u9519\u80fd\u529b\u2014\u2014\u5f53LLM\u751f\u6210\u7684\u4ee3\u7801\u51fa\u73b0bug\u65f6\uff0c\u7cfb\u7edf\u4f1a\u81ea\u52a8\u5c06\u9519\u8bef\u4fe1\u606f\u53cd\u9988\u7ed9\u6a21\u578b\u8fdb\u884c\u4fee\u590d\uff0c\u6700\u591a\u5c1d\u8bd53\u6b21\uff0c\u5168\u7a0b\u65e0\u9700\u4eba\u5de5\u5e72\u9884\u3002\u901a\u8fc7\u56db\u4e2a\u62bd\u8c61\u63a5\u53e3\uff08LLM\u3001\u6267\u884c\u5668\u3001\u5de5\u5177\u3001\u5386\u53f2\u7ba1\u7406\uff09\u548c\u4e00\u4e2a\u6838\u5fc3\u7f16\u6392\u5f15\u64ce\uff0c\u5b9e\u73b0\u4e86\u201c\u751f\u6210\u2192\u6267\u884c\u2192\u6539\u8fdb\u201d\u7684\u667a\u80fd\u5faa\u73af\u3002\u2026<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-1801","post","type-post","status-publish","format-standard","hentry","category-unknown"],"_links":{"self":[{"href":"https:\/\/www.liujh168.com\/index.php\/wp-json\/wp\/v2\/posts\/1801","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.liujh168.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.liujh168.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.liujh168.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.liujh168.com\/index.php\/wp-json\/wp\/v2\/comments?post=1801"}],"version-history":[{"count":0,"href":"https:\/\/www.liujh168.com\/index.php\/wp-json\/wp\/v2\/posts\/1801\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.liujh168.com\/index.php\/wp-json\/wp\/v2\/media?parent=1801"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.liujh168.com\/index.php\/wp-json\/wp\/v2\/categories?post=1801"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.liujh168.com\/index.php\/wp-json\/wp\/v2\/tags?post=1801"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}