{"id":4233,"date":"2026-09-27T23:51:48","date_gmt":"2026-09-27T15:51:48","guid":{"rendered":"https:\/\/fushuling.com\/?p=4233"},"modified":"2026-09-27T23:51:49","modified_gmt":"2026-09-27T15:51:49","slug":"%e5%bd%93%e6%88%91%e4%bb%ac%e8%ae%a9-agent-%e5%ae%a1%e8%ae%a1%e4%bb%a3%e7%a0%81%e7%9a%84%e6%97%b6%e5%80%99%ef%bc%8c%e5%ae%83%e5%88%b0%e5%ba%95%e5%9c%a8%e5%81%9a%e4%bb%80%e4%b9%88","status":"publish","type":"post","link":"https:\/\/fushuling.com\/index.php\/2026\/09\/27\/%e5%bd%93%e6%88%91%e4%bb%ac%e8%ae%a9-agent-%e5%ae%a1%e8%ae%a1%e4%bb%a3%e7%a0%81%e7%9a%84%e6%97%b6%e5%80%99%ef%bc%8c%e5%ae%83%e5%88%b0%e5%ba%95%e5%9c%a8%e5%81%9a%e4%bb%80%e4%b9%88\/","title":{"rendered":"\u5f53\u6211\u4eec\u8ba9 Agent \u5ba1\u8ba1\u4ee3\u7801\u7684\u65f6\u5019\uff0c\u5b83\u5230\u5e95\u5728\u505a\u4ec0\u4e48"},"content":{"rendered":"\n<h1 class=\"wp-block-heading\">\u524d\u8a00<\/h1>\n\n\n\n<p>\u5728\u6211\u8fd8\u5728\u505a\u5b89\u5168\u7684 2023 \u5e74\u91cc\uff0c LLM \u8fd8\u53ea\u662f\u4e00\u4e2a chatbox\uff0c\u6211\u4eec\u5728\u7f51\u9875\u5bf9\u8bdd\u6846\u91cc\u8f93\u5165\u95ee\u9898\uff0cLLM \u7ed9\u6211\u4eec\u56de\u7b54\uff0c\u4ece\u73b0\u5728\u7684\u773c\u5149\u6765\u770b\u6216\u8bb8\u4f1a\u8ba9\u4eba\u89c9\u5f97\u5f88\u539f\u59cb\uff0c\u6bd5\u7adf\u53ea\u662f\u4e00\u4e2a\u5bf9\u8bdd\u673a\u5668\u4eba\uff0c\u4f46\u5f53\u65f6\u5176\u5b9e\u5df2\u7ecf\u5f88\u8ba9\u4eba\u9707\u64bc\u4e86\u30022024 \u5e74\u8003\u4e86\u4e00\u5e74\u7814\u4e4b\u540e\u6211\u5f00\u59cb\u505a\u9759\u6001\u5206\u6790\uff0c\u5f53\u65f6\u5176\u5b9e\u4e5f\u6709\u501f\u52a9\u5230 LLM \uff0c\u4f46\u6700\u591a\u662f\u5e2e\u5fd9\u4fee\u4fee bug\uff0c\u628a\u62a5\u9519\u590d\u5236\u7ed9 LLM\uff0c\u95ee\u95ee\u5230\u5e95\u662f\u600e\u4e48\u56de\u4e8b\uff0c\u5b9e\u9645\u7684\u4ee3\u7801\u7edd\u5927\u90e8\u5206\u8fd8\u662f\u81ea\u5df1\u5199\u7684\u3002<\/p>\n\n\n\n<p>\u5f53\u65f6\u6211\u6709\u4e00\u4e2a\u670b\u53cb\u7ed9\u6211\u63a8\u8350\u4e86\u4e00\u4e2a\u5de5\u5177\uff0c\u53eb\u505a cursor\uff0c\u8bf4\u8fd9\u4e2a\u4e1c\u897f\u53ef\u4ee5\u5e2e\u5fd9\u5199\u4ee3\u7801\uff0c\u4e0b\u8f7d\u4f7f\u7528\u4e4b\u540e\u6211\u53d7\u5230\u4e86\u6bd4 chatgpt \u8fd8\u8981\u5927\u7684\u591a\u7684\u9707\u64bc\u2014\u2014\u5b83\u7adf\u7136\u53ef\u4ee5\u5206\u6790\u548c\u7406\u89e3\u6574\u4e2a\u9879\u76ee\u7684\u4ee3\u7801\uff0c\u800c\u4e0d\u4ec5\u4ec5\u53ea\u662f\u5bf9\u8bdd\u91cc\u8f93\u5165\u7684\u5185\u5bb9\uff01\u800c\u6211\u5f53\u65f6\u5176\u5b9e\u5df2\u7ecf\u610f\u8bc6\u5230\u4e86\uff0c\u65e2\u7136\u5b83\u80fd\u5206\u6790\u6574\u4e2a\u9879\u76ee\u7136\u540e\u6839\u636e\u9700\u6c42\u6765\u5199\u4ee3\u7801\uff0c\u81ea\u7136\u4e5f\u53ef\u4ee5\u7528\u6765\u6316\u6d1e\uff0c\u800c\u518d\u7ecf\u8fc7\u4e86\u4e00\u5e74\u7684\u53d1\u5c55\uff0cclaude code\u3001codex \u5df2\u7ecf\u6df1\u5207\u8bc1\u660e\u4e86\u6211\u7684\u76f4\u89c9\u662f\u6b63\u786e\u7684\uff0c\u901a\u7528 agent \u5df2\u7ecf\u62e5\u6709\u4e86\u8fdc\u8d85\u5e38\u4eba\u7684\u80fd\u529b\uff0c\u5e76\u80fd\u88ab\u5b9e\u9645\u7528\u6765\u53d1\u73b0\u771f\u5b9e\u9879\u76ee\u7684 0day\u3002\u4e8e\u662f\u53c8\u56de\u5230\u4e86\u6700\u521d\u7684\u90a3\u4e2a\u8ba9\u4eba\u6781\u5176\u597d\u5947\u7684\u95ee\u9898\uff1a\u5f53\u6211\u4eec\u8ba9 Agent \u5ba1\u4ee3\u7801\u7684\u65f6\u5019\uff0c\u5b83\u5230\u5e95\u5728\u505a\u4ec0\u4e48\uff1f\u5230\u5e95\u662f\u4ec0\u4e48\u8ba9 LLM \u4ece\u4e00\u4e2a chatbox \u53d8\u6210\u80fd\u5b9e\u9645\u5206\u6790\u9879\u76ee\u3001\u7406\u89e3\u9879\u76ee\u7684\u667a\u80fd\u4f53\u5462\uff1f<\/p>\n\n\n\n<h1 class=\"wp-block-heading\">codex<\/h1>\n\n\n\n<p>\u4f17\u6240\u5468\u77e5\uff0ccodex \u4e00\u76f4\u662f\u5f00\u6e90\u7684\uff0c\u6240\u4ee5\u6211\u4eec\u53ef\u4ee5\u76f4\u63a5\u627e\u5230\u5b83\u7684\u4ee3\u7801\uff1a<a href=\"https:\/\/github.com\/openai\/codex\">https:\/\/github.com\/openai\/codex<\/a><\/p>\n\n\n\n<p>codex \u662f\u4e00\u4e2a\u901a\u7528 agent\uff0c\u81ea\u7136\u4ece\u8bbe\u8ba1\u4e4b\u521d\u5c31\u4e0d\u662f\u4e3a\u4e86\u5b89\u5168\u573a\u666f\u800c\u670d\u52a1\u7684\uff0c\u4ee3\u7801\u4e2d\u5f53\u7136\u4e5f\u6ca1\u6709\u4efb\u4f55\u5b89\u5168\u626b\u63cf\u5668\u3001AST \u5206\u6790\u5668\u6216\u6f0f\u6d1e\u89c4\u5219\u5e93\uff0c\u6574\u4e2a agent \u5176\u5b9e\u53ea\u662f\u4e00\u4e2a\u6781\u7b80\u7684\u5faa\u73af\uff1a\u628a\u7528\u6237\u7684\u8bf7\u6c42 + \u73af\u5883\u4fe1\u606f + \u5de5\u5177 JSON Schema \u4e22\u7ed9 LLM \u2192 LLM \u5410\u51fa\u4e00\u4e2a shell \u547d\u4ee4 \u2192 \u672c\u5730\u6267\u884c \u2192 \u7ed3\u679c\u585e\u56de\u4e0a\u4e0b\u6587 \u2192 \u518d\u6765\u4e00\u8f6e\uff0c\u56e0\u6b64\u5bf9\u5b83\u800c\u8a00\uff0c\u6240\u8c13&#8221;\u7406\u89e3\u6574\u4e2a\u9879\u76ee&#8221;\uff0c\u6307\u7684\u662f\u6a21\u578b\u81ea\u5df1\u51b3\u5b9a\u8dd1\u4ec0\u4e48\u547d\u4ee4\u3001\u8bfb\u54ea\u4e9b\u6587\u4ef6\uff0c\u628a\u8bfb\u5230\u7684\u5b57\u8282\u7559\u5728\u4e0a\u4e0b\u6587\u91cc\uff0ccodex \u7684\u672c\u8d28\u5c31\u662f\u4e00\u4e2a\u5faa\u73af\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>while true:\n    prompt = { \u7cfb\u7edf\u63d0\u793a\u8bcd, \u5386\u53f2\u8bb0\u5f55, \u5de5\u5177Schema }\n    stream = \u53d1\u7ed9\u6a21\u578b(prompt)\n\n    for item in stream:\n        if item \u662f\u6587\u672c:       \u2192 \u6d41\u5f0f\u663e\u793a\u7ed9\u4f60\n        if item \u662f tool_call: \u2192 \u5e76\u53d1\u6267\u884c\uff0c\u7ed3\u679c\u4f5c\u4e3a\u65b0 item \u8ffd\u52a0\u8fdb\u5386\u53f2\n\n    if \u672c\u8f6e\u6ca1\u6709\u4efb\u4f55 tool_call:  \u2192 break\uff08\u552f\u4e00\u7684\u9000\u51fa\u6761\u4ef6\uff09\n    # \u5426\u5219\u5e26\u7740\u65b0\u5386\u53f2\u56de\u5230\u5faa\u73af\u9876\u90e8<\/code><\/pre>\n\n\n\n<p>\u6240\u4ee5 codex \u628a\u8bed\u4e49\u7406\u89e3\u5168\u90e8\u5916\u5305\u7ed9\u6a21\u578b\uff0charness \u4fdd\u6301\u65e0\u77e5\uff0c\u5b83\u4e0d\u8bd5\u56fe\u7406\u89e3\u9879\u76ee\uff0c\u4e5f\u4e0d\u8bd5\u56fe\u7ed9 LLM \u62d3\u5c55\u4efb\u4f55\u5916\u5728\u4fe1\u606f\uff0c\u800c\u53ea\u662f\u7ed9\u6a21\u578b\u4e00\u4e2a shell\uff0c\u8ba9\u6a21\u578b\u5e26\u7740\u4e00\u4e2a shell \u5728\u9879\u76ee\u91cc\u8d70\u4e00\u6761\u8d2a\u5fc3\u8def\u5f84\uff0c\u5e76\u628a\u8d70\u8fc7\u7684\u8def\u6bcf\u4e00\u6b65\u90fd\u5f80\u7a97\u53e3\u91cc\u5806\uff0c\u5806\u6ee1\u4e86\u5c31\u8ba9\u81ea\u5df1\u5199\u7bc7\u8bfb\u540e\u611f\u7136\u540e\u628a\u539f\u59cb\u6750\u6599\u5168\u6254\u4e86<\/p>\n\n\n\n<p>\u56e0\u6b64\u5f53\u6211\u4eec\u7ed9 codex \u4e00\u4e2a\u9700\u6c42\uff1a\u627e\u51fa\u8fd9\u4e2a\u9879\u76ee\u91cc\u6240\u6709\u5b89\u5168\u6f0f\u6d1e\uff0c\u5176\u5b9e agent \u672c\u8eab\u63d0\u4f9b\u7684\u5e2e\u52a9\u53ea\u662f\u7ed9\u4e86\u4e00\u4e2a shell \u73af\u5883\uff0charness \u7ec4\u88c5\u7684 prompt \u91cc\u5173\u4e8e\u9879\u76ee\u7684\u5168\u90e8\u4fe1\u606f\u53ea\u6709\u00a0<code>environment_context<\/code>\uff08cwd\/shell\/\u6743\u9650\uff09+\u00a0<code>AGENTS.md<\/code> \u3002\u800c\u6a21\u578b\u81ea\u8eab\u4f1a\u53bb\u601d\u8003\uff0c\u8fd9\u4e2a\u9879\u76ee\u5230\u5e95\u662f\u4ec0\u4e48\u67b6\u6784\u7684\uff0c\u4e8e\u662f\u5148\u53bb\u7528\u547d\u4ee4\u67e5\u8fd9\u662f Python \u8fd8\u662f Java \u8fd8\u662f Node\uff0c\u7136\u540e\u6311\u5bf9\u5e94\u7684 sink \u6a21\u5f0f\uff0c\u5f53\u7136\u8fd9\u4e2a\u6a21\u5f0f\u4e5f\u4e0d\u662f\u4ed3\u5e93\u91cc\u4efb\u4f55\u5730\u65b9\u7684\u914d\u7f6e\u6587\u4ef6\uff0c\u662f\u6a21\u578b\u51ed\u8bad\u7ec3\u5148\u9a8c\u4e34\u573a\u5199\u51fa\u6765\u7684\uff0c\u6bd4\u5982\u67e5\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>rg -n '(SELECT|INSERT|UPDATE|DELETE).*(\\+|\\|\\|)\\s*&#91;a-zA-Z_]' -g '*.py' -g '*.java' -g '*.js'<\/code><\/pre>\n\n\n\n<p>\u5f53\u7136\u4e86\uff0c<code>rg<\/code>\u00a0\u53ea\u544a\u8bc9\u4f60\u54ea\u4e00\u884c\u5339\u914d\u4e86\uff0c\u5224\u65ad\u4e0d\u4e86\u662f\u4e0d\u662f\u6f0f\u6d1e\uff0c\u6240\u4ee5\u8981\u518d\u8bfb\u5177\u4f53\u5339\u914d\u4f4d\u7f6e\u7684\u4ee3\u7801\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>sed -n '120,190p' src\/api\/users.py<\/code><\/pre>\n\n\n\n<p>\u5047\u8bbe\u53d1\u73b0\u53ef\u80fd\u786e\u5b9e\u5b58\u5728\u62fc\u63a5\u6ce8\u5165\u7684\u95ee\u9898\uff0c\u6a21\u578b\u5c31\u9700\u8981\u53bb\u5012\u8ffd\u53c2\u6570\u6765\u6e90\uff0c\u6bd4\u5982\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>rg -n 'def get_user' -B3 -A25          # \u627e\u51fd\u6570\u5b9a\u4e49\nrg -n '@app.route|@router\\.(get|post)' # \u627e\u80fd\u4e0d\u80fd\u4ece HTTP \u6253\u5230<\/code><\/pre>\n\n\n\n<p>\u5982\u679c\u6a21\u578b\u89c9\u5f97\u591f\u4e86\uff0c\u5c31\u4e0d\u4f1a\u518d\u8c03\u5de5\u5177\uff0c\u800c\u662f\u76f4\u63a5\u7ed3\u675f\u3002<\/p>\n\n\n\n<p>\u800c\u8fd9\u4e2a workflow \u5728\u5b9e\u9645\u5de5\u4f5c\u4e2d\u5176\u5b9e\u6709\u81f3\u5c11\u4e09\u4e2a\u7f3a\u9677\uff0c\u9996\u5148\uff0c\u6211\u4eec\u77e5\u9053\u4e0a\u4e0b\u6587\u7a97\u53e3\u662f\u6709\u9650\u7684\uff0c\u641c\u5230\u7684\u4ee3\u7801\u81ea\u7136\u4e5f\u4e0d\u53ef\u80fd\u5168\u90e8\u5582\u7ed9\u6a21\u578b\uff0ccodex \u91cc <code>max_output_tokens<\/code>\u00a0\u9ed8\u8ba4 10000\uff0c\u4e14\u662f\u4e2d\u95f4\u622a\u65ad\uff0c\u622a\u65ad\u7b56\u7565\u662f\u4fdd\u7559\u5934\u5c3e\u3001\u4e22\u5f03\u4e2d\u95f4\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>pub fn formatted_truncate_text(content: &amp;str, policy: TruncationPolicy) -> String {\n    if content.len() &lt;= policy.byte_budget() {\n        return content.to_string();\n    }\n\n    let original_token_count = approx_token_count(content);\n    let total_lines = content.lines().count();\n    let result = truncate_text(content, policy);\n    format!(\n        \"Warning: truncated output (original token count: {original_token_count})\\nTotal output lines: {total_lines}\\n\\n{result}\"\n    )\n}<\/code><\/pre>\n\n\n\n<p>\u6240\u4ee5\u6a21\u578b\u9700\u8981\u901a\u8fc7 Warning \u77e5\u9053\u8fd9\u91cc\u88ab\u622a\u65ad\u4e86\uff0c\u7136\u540e\u901a\u8fc7\u53cd\u590d\u7684\u641c\u7d22\u6765\u8865\u5168\u8fc7\u53bb\u88ab\u622a\u65ad\u7684\u4fe1\u606f\u3002<\/p>\n\n\n\n<p>\u5176\u6b21\uff0c\u7531\u4e8e codex \u5176\u5b9e\u5e76\u6ca1\u6709\u63d0\u4f9b\u4ec0\u4e48\u5de5\u5177\uff0c\u6240\u4ee5\u8de8\u51fd\u6570\u8ffd\u6c61\u70b9\u5fc5\u987b\u9760\u4e00\u4e32\u5de5\u5177\u8c03\u7528\uff0c\u800c\u6bcf\u6b65\u90fd\u5728\u6d88\u8017\u7a97\u53e3\uff0c\u6bd4\u5982\u5bf9\u4e8e\u4e0b\u9762\u7684\u4ee3\u7801\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># handlers\/user.py\n@app.get(\"\/user\")\ndef get_user(req):\n    uid = req.args&#91;\"id\"]              # \u6c61\u70b9\u6e90\n    return dao.find_by_id(uid)        # \u8de8\u6587\u4ef6\n\n# dao\/user.py\ndef find_by_id(uid):\n    return db.execute(f\"SELECT * FROM users WHERE id = {uid}\")  # \u2190 sink<\/code><\/pre>\n\n\n\n<p>\u867d\u7136\u53ea\u662f\u4e00\u4e2a\u5f88\u7b80\u5355\u8de8\u6587\u4ef6\u6c61\u70b9\u4f20\u64ad\u573a\u666f\uff0c\u4f46\u8981\u628a\u8fd9\u4e09\u6b65\u8fde\u8d77\u6765\uff0c\u6a21\u578b\u9700\u8981\uff1a\u8bfb\u00a0<code>handlers\/user.py<\/code>\u00a0\u2192 \u731c\u00a0<code>dao<\/code>\u00a0\u662f\u54ea\u4e2a\u6a21\u5757 \u2192 \u8bfb\u00a0<code>dao\/user.py<\/code>\u00a0\u2192 \u786e\u8ba4\uff0c\u800c\u8fd9\u81f3\u5c11\u9700\u8981 4~5 \u6b21\u5de5\u5177\u8c03\u7528\uff0c\u4e14\u6bcf\u6b21\u7684\u8f93\u51fa\u90fd\u7559\u5728\u7a97\u53e3\u91cc\uff0c\u800c\u5982\u679c\u4e00\u4e2a\u5927\u578b\u9879\u76ee\u6709\u51e0\u767e\u4e2a\u5165\u53e3\uff0c\u5f88\u660e\u663e\u8fd9\u6761\u8def\u8d70\u4e0d\u4e86\u591a\u8fdc\uff0c\u5149\u662f\u5224\u65ad\u8fd9\u5230\u5e95\u662f\u4e0d\u662f\u9700\u8981\u7684\u6a21\u5757\u53ef\u80fd\u5c31\u5df2\u7ecf\u7528\u5b8c\u4e0a\u4e0b\u6587\u4e86\u3002<\/p>\n\n\n\n<p>\u6700\u540e\uff0c\u5982\u679c\u4e0a\u4e0b\u6587\u5230\u8fbe\u9650\u5236\u4e86\uff0c\u5c31\u9700\u8981\u538b\u7f29\u4e0a\u4e0b\u6587\u4fdd\u7559\u8bb0\u5fc6\uff0c\u538b\u7f29\u4f1a\u628a\u8bfb\u8fc7\u7684\u4ee3\u7801\u5168\u90e8\u4e22\u6389\uff0c\u53ea\u7559\u6a21\u578b\u81ea\u5df1\u5199\u7684\u6458\u8981\uff0c\u8fd9\u91cc\u53ea\u6709\u4e00\u53e5\u975e\u5e38\u7b80\u5355\u7684 prompt\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>Create a handoff summary for another LLM that will resume the task<\/code><\/pre>\n\n\n\n<p>\u65b0\u5386\u53f2\u7531\u00a0<code>build_compacted_history<\/code>\u00a0\u62fc\u88c5\uff0c\u53ea\u6709\u4e09\u90e8\u5206\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>&#91; \u6700\u8fd1\u7684\u771f\u5b9e\u7528\u6237\u6d88\u606f\uff0c\u9884\u7b97 20_000 token ]\n&#91; \u6a21\u578b\u521a\u5199\u7684 summary ]\n&#91; \u91cd\u65b0\u6ce8\u5165\u7684 environment_context \/ AGENTS.md ]<\/code><\/pre>\n\n\n\n<p>\u8fd9\u91cc\u8fd8\u6709\u4e00\u4e2a\u7279\u70b9\uff0c\u65e7 summary \u4e0d\u7d2f\u79ef\uff0c\u76f4\u63a5\u88ab\u65b0\u7684\u66ff\u6362\uff0c\u6240\u4ee5\u538b\u7f29\u540e\u5b83\u53ea\u5269\u51e0\u6761\u81ea\u5df1\u5199\u7684\u7b14\u8bb0\uff0c\u8981\u91cd\u65b0\u786e\u8ba4\u7b2c 30 \u4e2a\u6587\u4ef6\uff0c\u5f97\u91cd\u65b0\u8bfb\u4e00\u904d\u2014\u2014\u800c\u5386\u53f2\u91cc\u6ca1\u6709\u4efb\u4f55\u4e1c\u897f\u544a\u8bc9\u5b83\u4e4b\u524d\u626b\u8fc7\u54ea\u513f\uff0c\u800c\u8fd9\u5b9e\u9645\u4e0a\u5341\u5206\u8003\u9a8c\u57fa\u6a21\u7684\u80fd\u529b\u3002\u56e0\u6b64 codex \u7684\u8bbe\u8ba1\u54f2\u5b66\u5c31\u662f\u6781\u7b80\uff0c\u5c06\u4e00\u5207\u4ea4\u7531\u6a21\u578b\u672c\u8eab\u5904\u7406\uff0c\u6240\u4ee5\u5f53\u4f60\u4f7f\u7528\u4e00\u4e9b\u53ef\u80fd\u5e76\u4e0d\u90a3\u4e48\u9002\u914d codex \u7684\u6a21\u578b\uff0c\u4f1a\u53d1\u73b0\u5de5\u4f5c\u6548\u7387\u5f88\u5dee\uff0c\u56e0\u4e3a codex \u628a\u4e00\u5207\u90fd\u4ea4\u7ed9\u6a21\u578b\u81ea\u5df1\u4e86\uff0c\u5982\u679c\u6a21\u578b\u81ea\u5df1\u7684\u80fd\u529b\u4e0d\u591f\u5f3a\uff0charness \u73af\u5883\u5f88\u96be\u63d0\u4f9b\u4ec0\u4e48\u5e2e\u52a9\uff0c\u56e0\u6b64\u6574\u4f53\u5c31\u7b28\u7b28\u7684(PS\uff1a\u602a\u4e0d\u5f97\u6211\u7528 deepseek \u63a5\u5165 codex \u611f\u89c9\u8fd9\u4e48\u7b28\uff0c\u505a\u957f\u4efb\u52a1\u7684\u65f6\u5019\u7ecf\u5e38\u505a\u7740\u505a\u7740\u5c31\u5fd8\u4e86\u4e4b\u524d\u5728\u5e72\u4ec0\u4e48\u4e86\uff0c\u53cd\u590d\u538b\u7f29\u8bb0\u5fc6\u4f46\u662f\u4efb\u52a1\u6ca1\u6709\u4efb\u4f55\u63a8\u8fdb)<\/p>\n\n\n\n<h1 class=\"wp-block-heading\">claude code<\/h1>\n\n\n\n<p>\u867d\u7136 claude code \u4e5f\u4e0d\u5f00\u6e90\uff0c\u4f46\u7531\u4e8e\u4f17\u6240\u5468\u77e5\u7684\u539f\u56e0\uff0cclaude code \u7684\u4ee3\u7801\u6cc4\u9732\u8fc7\u4e00\u6b21\uff0c\u6240\u4ee5\u6211\u4eec\u8fd8\u662f\u53ef\u4ee5\u4e00\u7779 claude code \u7684\u8bbe\u8ba1\u54f2\u5b66\uff0c\u8fd9\u91cc\u6211\u7528\u7684\u4ee3\u7801\u6765\u81ea\uff1a<a href=\"https:\/\/github.com\/ChinaSiro\/claude-code-sourcemap\">https:\/\/github.com\/ChinaSiro\/claude-code-sourcemap<\/a><\/p>\n\n\n\n<p>\u9996\u5148\uff0c\u548c codex \u4e00\u6837\uff0cclaude code \u6ca1\u6709\u9884\u5efa\u4ee3\u7801\u7d22\u5f15 \/ \u5411\u91cf\u5e93 \/ RAG\uff0c\u552f\u4e00\u7684\u7d22\u5f15\u662f\u4e2a\u6587\u4ef6\u8def\u5f84\u6a21\u7cca\u5339\u914d\u5668\uff0c\u662f\u7ed9 UI \u7684\u00a0<code>@\u6587\u4ef6<\/code>\u00a0\u8865\u5168\u7528\uff0c\u53ea\u7d22\u5f15\u8def\u5f84\u5b57\u7b26\u4e32\uff0c\u4e0d\u770b\u6587\u4ef6\u5185\u5bb9\u3001\u4e0d\u61c2\u8bed\u4e49\u3002\u5f53\u7136\uff0cclaude code \u4e5f\u6ca1\u6709\u6f0f\u6d1e\u5173\u952e\u8bcd\u8868\uff0c\u66f4\u6ca1\u6709 AST \/ \u6570\u636e\u6d41 \/ \u6c61\u70b9\u5206\u6790 \/ \u7b26\u53f7\u6267\u884c\u8fd9\u4e9b\u9ad8\u7ea7\u7684\u7a0b\u5e8f\u5206\u6790\u80fd\u529b\uff0c\u53ea\u6709\u6b63\u5219\u5bfc\u822a + \u8bfb\u539f\u6587 + \u6a21\u578b\u63a8\u7406\uff0c\u56e0\u6b64\u8fd8\u662f\u9760\u6a21\u578b\u7684\u901a\u7528\u5b89\u5168\u77e5\u8bc6 + \u901a\u7528\u68c0\u7d22\u5de5\u5177\u6765\u627e\u6f0f\u6d1e\uff0c\u6574\u4f53\u7684 workflow \u662f\u4e0b\u9762\u8fd9\u6837\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>while True:\n    # 1. \u6bcf\u8f6e\u91cd\u65b0\u7ec4\u88c5\u8f93\u5165\n    input = { \u7cfb\u7edf\u63d0\u793a\u8bcd, \u5168\u90e8\u5386\u53f2\u6d88\u606f(\u542b\u5386\u8f6e tool_result), \u5de5\u5177schema }\n\n    # 2. \u53d1\u7ed9\u6a21\u578b\uff0c\u6d41\u5f0f\u8fd4\u56de\n    stream = callModel(input)\n\n    # 3. \u8fb9\u6d41\u8fb9\u5904\u7406\n    tool_calls = &#91;]\n    for item in stream:\n        if item \u662f\u6587\u672c:       \u2192 \u6d41\u5f0f\u663e\u793a\u7ed9\u7528\u6237\n        if item \u662f tool_call: \u2192 \u8bb0\u4e0b\u6765\n\n    # 4. \u6709\u5de5\u5177\u8c03\u7528 \u2192 \u5e76\u53d1\u6267\u884c\uff0c\u7ed3\u679c\u4f5c\u4e3a\u65b0\u7684 tool_result \u6d88\u606f\u8ffd\u52a0\u8fdb\u5386\u53f2\n    if tool_calls:\n        \u7ed3\u679c = \u5e76\u53d1\u6267\u884c(tool_calls)        # Glob \/ Grep \/ Read \/ Bash \/ Agent...\n        \u5386\u53f2 += \u7ed3\u679c                      # \u4e0b\u4e00\u8f6e\u6a21\u578b\u5c31\u80fd\"\u770b\u89c1\"\u771f\u5b9e\u6587\u4ef6\u5185\u5bb9\u4e86\n        continue                         # \u56de\u5230\u5faa\u73af\u9876\u90e8\uff0c\u5e26\u7740\u66f4\u957f\u7684\u5386\u53f2\u518d\u95ee\u4e00\u6b21\n\n    # 5. \u672c\u8f6e\u6ca1\u6709\u4efb\u4f55 tool_call \u2192 \u552f\u4e00\u9000\u51fa\u6761\u4ef6\n    break<\/code><\/pre>\n\n\n\n<p>\u6240\u4ee5\u5bf9\u4e8e claude code \u800c\u8a00\uff0c\u5faa\u73af\u9000\u51fa\u7684\u4fe1\u53f7\u662f&#8221;\u6a21\u578b\u8fd9\u4e00\u8f6e\u6ca1\u6709\u518d\u8981\u6c42\u8c03\u7528\u5de5\u5177&#8221;\uff0c\u800c\u5bf9\u4e8e\u5b83\u800c\u8a00\uff0c\u6240\u8c13\u7684&#8221;\u7406\u89e3\u9879\u76ee\u4ee3\u7801&#8221;\uff0c\u4fbf\u662f\u5de5\u5177\u6267\u884c\u540e\u7ed3\u679c\u56de\u704c\u8fdb\u6d88\u606f\u5386\u53f2\uff0c\u6a21\u578b\u770b\u5230\u771f\u5b9e\u6587\u4ef6\u5185\u5bb9\u540e\u518d\u51b3\u5b9a\u4e0b\u4e00\u6b65<\/p>\n\n\n\n<p>\u6211\u4eec\u77e5\u9053 agent \u5176\u5b9e\u5c31\u662f\u6709\u4e86 tool \u7684 LLM\uff0c\u6a21\u578b\u6709\u4e86\u5de5\u5177\uff0c\u4e8e\u662f\u53ef\u4ee5\u5e72\u6d89\u548c\u5f71\u54cd\u73b0\u5b9e\uff0c\u800c\u4e0d\u518d\u53ea\u662f\u8f93\u51fa\u4e00\u5806\u6587\u672c\uff0cclaude code \u91cc\u5185\u7f6e\u7684 tool \u5176\u5b9e\u548c codex \u4e00\u6837\u633a\u5c11\u7684\uff0c\u5927\u90e8\u5206\u5c31\u662f\u4e00\u4e9b\u5fc5\u5907\u7684 shell \u5de5\u5177\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u5de5\u5177<\/th><th>\u5b9e\u73b0<\/th><th>\u5728&#8221;\u7406\u89e3\u9879\u76ee&#8221;\u91cc\u7684\u89d2\u8272<\/th><\/tr><\/thead><tbody><tr><td><code>Glob<\/code><\/td><td>\u6587\u4ef6\u6a21\u5f0f\u5339\u914d\uff0c\u6309\u4fee\u6539\u65f6\u95f4\u8fd4\u56de\u8def\u5f84<\/td><td>\u627e\u6587\u4ef6\uff0c\u5982&nbsp;<code>**\/*.tsx<\/code><\/td><\/tr><tr><td><code>Grep<\/code><\/td><td>\u771f\u00b7ripgrep\uff08<code>utils\/ripgrep.js<\/code>\uff0c\u81ea\u5e26 rg \u4e8c\u8fdb\u5236\uff09\uff0c\u5c0a\u91cd gitignore<\/td><td>\u5185\u5bb9\u6b63\u5219\u641c\u7d22\u2014\u2014\u8fd9\u5c31\u662f\u4f60\u8bf4\u7684&#8221;\u5173\u952e\u8bcd\u5339\u914d&#8221;\u90a3\u4e00\u6b65<\/td><\/tr><tr><td><code>Read<\/code><\/td><td>\u8bfb\u6587\u4ef6\uff08\u5e26\u884c\u53f7\uff0c\u652f\u6301\u56fe\u7247\/PDF\/notebook\uff09<\/td><td>\u8bfb\u547d\u4e2d\u4ee3\u7801\u7684\u5b8c\u6574\u4e0a\u4e0b\u6587<\/td><\/tr><tr><td><code>Bash<\/code><\/td><td>\u6267\u884c shell<\/td><td><code>ls<\/code>\u3001<code>git status\/log<\/code>\u3001\u8dd1\u5de5\u5177\u7b49<\/td><\/tr><tr><td><code>Agent<\/code><\/td><td>\u6d3e\u751f\u5b50 agent\uff08Explore \u53ea\u8bfb\u3001general-purpose\u3001verification\uff09<\/td><td>\u5e76\u884c\u641c\u7d22\u3001\u9694\u79bb\u4e0a\u4e0b\u6587<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u6240\u4ee5\u548c codex \u4e00\u6837\uff0c\u5f53\u6211\u4eec\u8981\u6c42 claude code \u627e\u51fa\u4e00\u4e2a\u9879\u76ee\u91cc\u7684\u6240\u6709\u6f0f\u6d1e\uff0c\u4f9d\u9760\u7684\u66f4\u591a\u7684\u53ea\u662f\u6a21\u578b\u672c\u8eab\u7684\u80fd\u529b\uff0c\u800c\u4e0d\u662f\u590d\u6742\u7cbe\u5999\u7684 harness \u8bbe\u8ba1\u3002\u5b83\u4f1a\u5148\u6478\u6e05\u4e00\u4e2a\u9879\u76ee\u7684\u5730\u5f62\uff0c\u6bd4\u5982\u5148\u7528 <code>ls<\/code>\u00a0\u6216\u8005 <code>Glob<\/code> \u770b\u76ee\u5f55\u7ed3\u6784\uff0c\u7136\u540e\u8bfb\u00a0<code>README<\/code>\u3001<code>package.json<\/code>\u3001<code>pom.xml<\/code>\u3001<code>equirements.txt<\/code> \u6765\u5efa\u7acb\u5bf9\u6574\u4e2a\u9879\u76ee\u7684\u521d\u6b65\u7406\u89e3\uff0c\u63a5\u4e0b\u6765\u57fa\u4e8e\u6280\u672f\u6808\u731c\u5173\u952e\u8bcd\u53bb Grep \u8def\u7531\/\u5165\u53e3\uff0c\u7136\u540e\u5230\u4e86\u7ecf\u5178\u627e Sink \u73af\u8282\uff0c\u6a21\u578b\u6839\u636e\u4e0a\u4e0b\u6587\u73b0\u573a\u751f\u6210\u4e00\u5806\u53ef\u80fd\u5b58\u5728\u6f0f\u6d1e\u7684\u5339\u914d\u6a21\u5f0f\uff0c\u53bb\u6574\u4e2a\u9879\u76ee\u7684\u4ee3\u7801\u91cc\u6b63\u5219\u5339\u914d\u770b\u662f\u5426\u5b58\u5728\uff0c\u5982\u679c\u547d\u4e2d\u4e86\uff0c\u5c31 <code>Read<\/code>\u00a0\u6253\u5f00\u6bcf\u4e2a\u547d\u4e2d\u7684\u6587\u4ef6\uff0c\u770b\u771f\u5b9e\u4e0a\u4e0b\u6587\uff0c\u5224\u65ad\u8fd9\u91cc\u7684 Sink \u5230\u5e95\u662f\u4e0d\u662f\u653b\u51fb\u8005\u53ef\u63a7\u7684\uff0c\u7528 Grep \u627e\u8c01\u8c03\u7528\u5b83\u3001\u53c2\u6570\u4ece\u54ea\u6765\uff0c\u624b\u5de5\u5728\u6587\u4ef6\u95f4\u8df3\u8f6c\u8ffd\u6eaf\u3002\u5982\u679c\u67e5\u8be2\u8f83\u591a\u65f6\u4f1a\u6d3e\u00a0<code>Explore<\/code>\u00a0\u5b50 agent \u5206\u5934\u641c\uff0c\u628a\u566a\u97f3\u6321\u5728\u4e3b\u4e0a\u4e0b\u6587\u4e4b\u5916\uff0c\u6700\u540e\u628a\u53d1\u73b0\u6309\u00a0<code>\u6587\u4ef6:\u884c\u53f7<\/code>\u00a0\u7ec4\u7ec7\u6210\u62a5\u544a\u8f93\u51fa<\/p>\n\n\n\n<p>\u6240\u4ee5\u548c codex \u4e00\u6837\uff0c\u5f53\u6211\u4eec\u8981\u6c42 claude code \u627e\u51fa\u4e00\u4e2a\u9879\u76ee\u7684\u6f0f\u6d1e\uff0c\u5b83\u4f1a\u9075\u5faa sink \u5230 source \u7684\u6a21\u5f0f\uff0c\u5148\u731c\u4e00\u5806 sink \u70b9\uff0c\u7136\u540e\u53bb\u770b\u9879\u76ee\u4ee3\u7801\u91cc\u5230\u5e95\u6709\u6ca1\u6709\u547d\u4e2d\uff0c\u5982\u679c\u547d\u4e2d\u4e86\u5c31\u6839\u636e\u5b9e\u9645\u7684\u4ee3\u7801\u4e0a\u4e0b\u6587\u5206\u6790\u8fd9\u4e2a sink \u70b9\u662f\u5426\u662f\u5916\u90e8\u53ef\u63a7\u7684\uff0charness \u5e76\u6ca1\u6709\u63d0\u4f9b\u592a\u591a\u7684\u5e2e\u52a9\uff0c\u66f4\u591a\u7684\u8fd8\u662f\u9760\u6a21\u578b\u672c\u8eab\u7684\u80fd\u529b\uff0c\u6a21\u578b\u5f3a\u5219 agent \u5f3a\uff0c\u6a21\u578b\u5f31\u5219 agent \u5f31<\/p>\n\n\n\n<p>\u4e0d\u8fc7\u6709\u610f\u601d\u7684\u662f claude code \u7684&#8221;\u8bb0\u5fc6&#8221;\u8fdc\u6bd4 codex \u590d\u6742\u7684\u591a\uff0c\u5b83\u628a&#8221;\u8bb0\u5fc6&#8221;\u5206\u6210\u4e24\u4e2a\u6b63\u4ea4\u7684\u4e1c\u897f\uff1a\u4f1a\u8bdd\u5386\u53f2\uff08\u4f1a\u6ea2\u51fa\uff0c\u9700\u8981\u538b\u7f29\uff09\u00a0\u548c\u00a0session memory\uff08\u4e00\u4e2a\u6301\u7eed\u7ef4\u62a4\u7684\u7b14\u8bb0\u6587\u4ef6\uff09\uff0c\u5bf9 claude code \u800c\u8a00\uff0c\u538b\u7f29 = \u628a\u6ea2\u51fa\u7684\u5386\u53f2\u6362\u6210\u6458\u8981 + \u91cd\u65b0\u6ce8\u5165\u5173\u952e\u4e0a\u4e0b\u6587<\/p>\n\n\n\n<p>claude code \u7684\u8bb0\u5fc6\u538b\u7f29\u6709\u591a\u4e2a\u5c42\u6b21\uff0c\u7b2c\u4e00\u4e2a\u5c42\u6b21\u662f microcompact\uff0c\u4e0d\u8c03\u6a21\u578b\uff0c\u53ea\u4e22\u5185\u5bb9\uff0c\u5b83\u53ea\u4f1a\u6e05\u6389 Read \/ Bash \/ Grep \u7b49\u5de5\u5177\u7684\u7ed3\u679c\uff0c\u4fdd\u7559\u6700\u8fd1 N \u6761\uff0c\u5e76\u628a\u66f4\u65e9\u7684\u7ed3\u679c\u66ff\u6362\u6210\u5360\u4f4d\u7b26\u00a0<code>[Old tool result content cleared]<\/code>\uff0c\u6709\u4e24\u79cd\u89e6\u53d1\u65f6\u673a\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u65f6\u95f4\u89e6\u53d1\uff1a\u8ddd\u4e0a\u6761 assistant \u6d88\u606f\u8d85\u8fc7\u9608\u503c \u2192 \u8bf4\u660e\u670d\u52a1\u7aef\u7f13\u5b58\u5df2\u51b7\uff0c\u53cd\u6b63\u8981\u91cd\u5199\u524d\u7f00\uff0c\u987a\u624b\u6e05\u6389\u7701 token<\/li>\n\n\n\n<li>cached microcompact\uff1a\u7528 API \u7684\u00a0<code>cache_edits<\/code>\u00a0\u673a\u5236\u5728\u670d\u52a1\u7aef\u5220\u9664\u5de5\u5177\u7ed3\u679c\uff0c\u672c\u5730\u6d88\u606f\u5185\u5bb9\u4e0d\u52a8 \u2192 \u4e0d\u7834\u574f\u524d\u7f00\u7f13\u5b58<\/li>\n<\/ul>\n\n\n\n<p>\u7b2c\u4e8c\u4e2a\u5c42\u6b21\u662f autocompact \uff0c\u6b64\u65f6\u4f1a\u8c03\u6a21\u578b\uff0c\u662f\u771f\u6b63\u7684\u6458\u8981\uff0c\u6d41\u7a0b\u5982\u4e0b\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>messages_in &#91;m1 .. mN]\n   \u2502\n   \u25bc\n\u2460 PreCompact hook                                    \u2192 customInstructions\n   \u2502\n   \u25bc\n\u2461 strip: \u56fe\u7247\u2192&#91;image]\uff0c\u53bb\u6389\u91cd\u6ce8\u5165\u9644\u4ef6                  \u2192 apiMessages\n   \u2502\n   \u25bc\n\u2462 fork \u5b50agent \u8c03\u6a21\u578b                                  \u2192 summaryResponse\n   cacheSafeParams \u5bf9\u9f50 \/ \u5de5\u5177\u5168\u62d2 \/ maxTurns=1\n   \u25b2\u2500\u2500 \u6458\u8981\u8bf7\u6c42\u81ea\u5df1\u8d85\u9650 \u2500\u2500 \u6309API\u8f6e\u6b21\u4e22\u6700\u8001\u7684\u7ec4\uff0c\u91cd\u8bd5 \u22643 \u2500\u2500\u2518\n   \u2502\n   \u25bc\n\u2463 formatCompactSummary: \u5220 &lt;analysis>\uff0c\u7559 &lt;summary>    \u2192 summaryMessage\n   \u2502\n   \u25bc\n\u2464 \u6e05 readFileState \/ loadedNestedMemoryPaths\n   \u2502\n   \u25bc\n\u2465 \u91cd\u5efa messages_out\n   &#91; \u8fb9\u754c\u6807\u8bb0 , \u6458\u8981\u6d88\u606f , \u4fdd\u7559\u7684\u8fd1\u671f\u6d88\u606f , \u91cd\u6ce8\u5165\u9644\u4ef6 , hook\u7ed3\u679c ]\n   \u2502\n   \u25bc\n\u2466 notifyCompaction \/ \u9065\u6d4b \/ PostCompact hook\n   \u2502\n   \u25bc\nmessages_in \u2014\u2014> messages_out<\/code><\/pre>\n\n\n\n<p>\u4e14\u4e0d\u540c\u4e8e codex \u5168\u8ba9\u6a21\u578b\u81ea\u7531\u53d1\u6325\uff0cclaude code \u7684\u6458\u8981\u63d0\u793a\u8bcd\u662f\u786c\u7ea6\u675f\u7684 9 \u6bb5\u7ed3\u6784\uff1aPrimary Request\u3001Key Technical Concepts\u3001Files and Code Sections\u3001Errors and fixes\u3001Problem Solving\u3001All user messages\u3001Pending Tasks\u3001Current Work\u3001Optional Next Step\uff0c\u6700\u540e\u4e00\u6bb5\u751a\u81f3\u8981\u6c42\u8d34\u6700\u8fd1\u5bf9\u8bdd\u7684\u539f\u8bdd\u4ee5\u907f\u514d\u610f\u56fe\u6f02\u79fb<\/p>\n\n\n\n<p>\u9664\u4e86\u8bb0\u5fc6\u538b\u7f29\u4ee5\u5916\uff0cclaude code \u8fd8\u6709\u4e00\u4e2a Session Memory\uff0c\u7c7b\u4f3c\u4e8e\u4e00\u4e2a\u540e\u53f0\u7b14\u8bb0\u6587\u4ef6\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>post-sampling hook\uff08\u6bcf\u8f6e\u6a21\u578b\u56de\u7b54\u540e\uff09\n   \u2514\u2500 shouldExtractMemory?  (token \u9608\u503c AND (\u5de5\u5177\u8c03\u7528\u6570\u9608\u503c OR \u672c\u8f6e\u65e0\u5de5\u5177\u8c03\u7528))\n         \u2514\u2500 fork \u5b50 agent\uff08\u53ea\u5141\u8bb8 Edit \u90a3\u4e00\u4e2a\u6587\u4ef6\uff09\n               \u2514\u2500 \u66f4\u65b0 ~\/.claude\/... \u4e0b\u7684 markdown \u7b14\u8bb0<\/code><\/pre>\n\n\n\n<p>\u7b14\u8bb0\u662f\u56fa\u5b9a 9 \u7ae0\u8282\u6a21\u677f\uff1aSession Title \/ Current State \/ Task specification \/ Files and Functions \/ Workflow \/ Errors &amp; Corrections \/ Codebase and System Documentation \/ Learnings \/ Key results \/ Worklog\uff0c\u6240\u4ee5 agent \u538b\u7f29\u8bb0\u5fc6\u65f6\u53ef\u4ee5\u76f4\u63a5\u62ff\u8fd9\u4efd\u7b14\u8bb0\u5f53\u6458\u8981\uff0c\u4e0d\u518d\u8c03\u4e00\u6b21\u5927\u6a21\u578b\u505a\u6458\u8981\uff0c\u800c\u4e14\u5b83\u5929\u7136\u662f&#8221;\u9762\u5411\u7ee7\u7eed\u5de5\u4f5c&#8221;\u800c\u4e0d\u662f&#8221;\u6d41\u6c34\u8d26&#8221;\u3002<\/p>\n\n\n\n<p>\u867d\u7136\u770b\u8d77\u6765 claude code \u7684\u8bb0\u5fc6\u6a21\u5757\u8fdc\u6bd4 codex \u590d\u6742\u7684\u591a\uff0c\u4f46\u5f53\u4f60\u7528 GPT \u63a5\u5165 codex\uff0c\u5176\u5b9e\u8bb0\u5fc6\u538b\u7f29\u662f\u7531\u670d\u52a1\u7aef\u505a\u7684\uff0c\u53ef\u60dc\u6211\u4eec\u770b\u4e0d\u4e86 openai \u5230\u5e95\u662f\u600e\u4e48\u505a\u8fd9\u4e00\u5757\u7684\uff0c\u6240\u4ee5 codex \u642d\u914d\u7b2c\u4e09\u65b9\u6a21\u578b\u6548\u679c\u5e76\u4e0d\u597d\uff0c\u5f88\u591a\u540e\u7aef\u80fd\u529b\u7528\u4e0d\u4e0a\uff0c\u5f88\u591a\u5de5\u5177 Schema \u7528\u7684\u5e76\u4e0d\u719f\u7ec3<\/p>\n\n\n\n<h1 class=\"wp-block-heading\">PI<\/h1>\n\n\n\n<p>PI \u5411\u6765\u4ee5\u6781\u7b80\u8457\u79f0\uff0c\u6838\u5fc3\u4e5f\u786e\u5b9e\u53ea\u662f\u4e00\u4e2a\u6807\u51c6\u7684 ReAct \u5faa\u73af\uff0c\u5373&#8221;\u6a21\u578b\u51b3\u5b9a \u2192 \u6267\u884c\u5de5\u5177 \u2192 \u56de\u586b\u7ed3\u679c&#8221;\uff0c\u6bcf\u4e00\u8f6e\u628a\u4e0a\u4e0b\u6587\u53d1\u7ed9\u6a21\u578b \u2192 \u6a21\u578b\u8fd4\u56de\u6587\u672c + toolCall \u2192 \u672c\u5730\u6267\u884c \u2192 \u7ed3\u679c\u4f5c\u4e3a\u00a0<code>toolResult<\/code>\u00a0\u6d88\u606f push \u56de\u00a0<code>currentContext.messages<\/code>\u00a0\u2192 \u518d\u53d1\u7ed9\u6a21\u578b\uff0c\u5faa\u73af\u76f4\u5230\u6a21\u578b\u4e0d\u518d\u8981\u5de5\u5177\uff0c\u8fd9\u5c31\u662f\u5bf9\u4e8e PI \u800c\u8a00&#8221;\u7406\u89e3&#8221;\u7684\u5168\u90e8\u5185\u5bb9<\/p>\n\n\n\n<p>\u6240\u4ee5\u5f53\u6211\u4eec\u8ba9\u5b83\u53bb\u4e00\u4e2a\u9879\u76ee\u91cc\u627e\u6f0f\u6d1e\uff0c\u5b83\u4e0d\u4f1a\u5148\u628a\u6574\u4e2a\u9879\u76ee\u8be6\u7ec6\u7406\u89e3\u4e00\u904d\u518d\u5206\u6790\uff0c\u800c\u662f\u7531\u6a21\u578b\u81ea\u5df1\u5373\u5174\u51b3\u5b9a\uff0c\u6240\u4ee5 workflow \u548c\u524d\u9762\u4e24\u4e2a\u90fd\u5dee\u4e0d\u591a\uff0c\u5927\u6982\u957f\u8fd9\u6837\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>ls<\/code>\u00a0\u770b\u6839\u76ee\u5f55\uff0c<code>read package.json<\/code>\u00a0\/\u00a0<code>README.md<\/code>\u00a0\u5224\u65ad\u6280\u672f\u6808<\/li>\n\n\n\n<li><code>find **\/*.ts<\/code>\u00a0\u6216\u00a0<code>**\/*.py<\/code>\u00a0\u6478\u6e05\u4ee3\u7801\u89c4\u6a21<\/li>\n\n\n\n<li><code>grep<\/code>\u00a0\u4e00\u5806\u5b83\u81ea\u5df1\u60f3\u7684\u6a21\u5f0f\uff1a<code>eval(<\/code>\u3001<code>exec(<\/code>\u3001<code>innerHTML<\/code>\u3001<code>password<\/code>\u3001<code>secret<\/code>\u3001<code>token<\/code>\u3001<code>SELECT.*\\+<\/code>\u3001<code>child_process<\/code>\u3001<code>subprocess<\/code>\u3001<code>deserialize<\/code>\u3001<code>md5<\/code>\u3001<code>random<\/code>\u2026\u2026<\/li>\n\n\n\n<li>\u5bf9\u547d\u4e2d\u6587\u4ef6\u00a0<code>read<\/code>\u00a0\u5168\u6587\uff0c\u4eba\u5de5\u5f0f\u9010\u884c\u770b<\/li>\n\n\n\n<li>\u53d1\u73b0\u53ef\u7591\u5904\u518d\u00a0<code>grep<\/code>\u00a0\u8ffd\u8c03\u7528\u65b9\/\u6570\u636e\u6765\u6e90\uff0c\u53cd\u590d\u8fed\u4ee3<\/li>\n\n\n\n<li>\u8f93\u51fa\u62a5\u544a<\/li>\n<\/ul>\n\n\n\n<p>pi \u7684\u5de5\u5177\u96c6\u4e5f\u53ea\u6709 8 \u4e2a\u901a\u7528\u7684\u5de5\u5177\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>export const allToolNames: Set&lt;ToolName> = new Set(&#91;\n\t\"read\",\n\t\"bash\",\n\t\"powershell\",\n\t\"edit\",\n\t\"write\",\n\t\"grep\",\n\t\"find\",\n\t\"ls\",\n]);<\/code><\/pre>\n\n\n\n<p>\u53ea\u8bfb\u573a\u666f\u8d70\u00a0<code>createReadOnlyToolDefinitions<\/code>\uff0c\u5373\u00a0<code>read \/ grep \/ find \/ ls<\/code>\uff0c\u4f5c\u7528\u5168\u90fd\u662f\u53d6\u6587\u672c\uff0c\u6ca1\u6709\u4e00\u4e2a\u8d1f\u8d23\u7406\u89e3\u4ee3\u7801\u7ed3\u6784\u7684\u5de5\u5177\u3002\u4e0d\u8fc7 PI \u7684\u8bb0\u5fc6\u6a21\u5757\u5012\u662f\u633a\u6709\u610f\u601d\u7684\uff0c\u5bf9\u5b83\u800c\u8a00\uff0c\u8bb0\u5fc6\u662f\u4e00\u6761\u00a0append-only \u7684\u6d88\u606f\u6761\u76ee\u94fe\uff0c\u6a21\u578b\u6bcf\u8f6e\u770b\u5230\u7684\u4e0a\u4e0b\u6587\u662f\u6700\u8fd1\u4e00\u6b21\u6458\u8981 + \u4e4b\u540e\u7684\u539f\u59cb\u6761\u76ee\uff0c\u5386\u53f2\u9760 LLM \u751f\u6210\u7684\u6458\u8981\u6709\u635f\u5730\u4fdd\u7559\uff0c\u4e0d\u662f\u9760\u68c0\u7d22<\/p>\n\n\n\n<p>PI \u7684\u8bb0\u5fc6\u88ab\u4ee5\u4e00\u68f5\u6811\u7684\u5f62\u5f0f\u50a8\u5b58\uff0c\u4e00\u4e2a\u4f1a\u8bdd\u4e00\u4e2a\u6587\u4ef6\uff0c\u6bcf\u6761 entry \u5e26\u00a0<code>id<\/code>\u00a0\/\u00a0<code>parentId<\/code>\u00a0\/\u00a0<code>timestamp<\/code>\uff0c\u751a\u81f3 entry \u7684\u7c7b\u578b\u8fdc\u4e0d\u6b62\u6d88\u606f\uff0c\u8fd8\u8bb0\u5f55\u6a21\u578b\u5207\u6362\u3001\u601d\u8003\u7b49\u7ea7\u3001\u7528\u91cf\u3001\u4e66\u7b7e\u3001\u4ee5\u53ca\u6539\u5199\u5386\u53f2\u3002\u5f53\u6d89\u53ca\u5230\u4e0a\u4e0b\u6587\u91cd\u5efa\u65f6\uff0c\u6a21\u578b\u6bcf\u8f6e\u6536\u5230\u7684\u4e0a\u4e0b\u6587\u7531\u00a0<code>buildContextEntries<\/code>\u00a0\u4ece\u5f53\u524d\u53f6\u5b50\u6cbf\u00a0<code>parentId<\/code>\u00a0\u56de\u6eaf\u5230\u6839\uff0c\u7136\u540e\u53ea\u4fdd\u7559\u6700\u8fd1\u4e00\u6b21 compaction \u53ca\u5176\u4e4b\u540e\u7684\u90e8\u5206\u3002\u800c\u5f53\u4e0a\u4e0b\u6587\u903c\u8fd1\u6a21\u578b\u7a97\u53e3\u5c31\u4f1a\u89e6\u53d1\u8bb0\u5fc6\u7684\u538b\u7f29\uff0c\u53ea\u4fdd\u7559\u6700\u8fd1\u7ea6 20000 token \u7684\u539f\u59cb\u6d88\u606f\uff0c\u5176\u4f59\u5168\u90e8\u4ea4\u7ed9\u6a21\u578b\u603b\u7ed3\uff0c\u603b\u7ed3\u683c\u5f0f\u662f\u786c\u7f16\u7801\u7684\u7ed3\u6784\u5316\u6a21\u677f\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>## Goal\n## Constraints &amp; Preferences\n## Progress\n  ### Done \/ ### In Progress \/ ### Blocked\n## Key Decisions\n## Next Steps\n## Critical Context<\/code><\/pre>\n\n\n\n<p>\u4e14\u8bb0\u5fc6\u7684\u538b\u7f29\u4e0d\u540c\u4e8e codex \u7684\u4e22\u5f03\u5386\u53f2\u91cd\u5efa\uff0c\u800c\u662f\u589e\u91cf\u66f4\u65b0\uff1a\u5982\u679c\u5b58\u5728\u4e0a\u4e00\u6b21\u6458\u8981\uff0c\u4f1a\u7528\u00a0<code>UPDATE_SUMMARIZATION_PROMPT<\/code>\u00a0\u628a\u65b0\u5185\u5bb9\u5408\u5e76\u8fdb\u65e7\u6458\u8981\uff0c\u5e76\u660e\u786e\u8981\u6c42\u4fdd\u7559\u6240\u6709\u65e2\u6709\u4fe1\u606f\u3001\u4fdd\u7559\u7cbe\u786e\u6587\u4ef6\u8def\u5f84\/\u51fd\u6570\u540d\/\u9519\u8bef\u4fe1\u606f<\/p>\n\n\n\n<h1 class=\"wp-block-heading\">deepseek-harness<\/h1>\n\n\n\n<p>deepseek-harness \u8bb2\u7a76\u4e07\u7269\u5373\u63d2\u4ef6\uff0c\u8fd9\u53c8\u662f\u4e00\u79cd\u4e0d\u540c\u4e8e\u524d\u4e09\u8005\u7684 agent \u8bbe\u8ba1\u54f2\u5b66\u3002\u867d\u7136 dsh \u7684\u6838\u5fc3\u4e5f\u662f ReAct \u5faa\u73af\uff0c\u771f\u6b63\u5e72\u6d3b\u7684\u6838\u5fc3\u662f\u00a0<code>agent-loop<\/code>\u00a0\u8fd9\u4e2a\u63d2\u4ef6\uff0c\u57fa\u672c\u5355\u4f4d\u662f\u00a0step\uff1a\u4e00\u6b21\u6a21\u578b\u8bf7\u6c42 + \u5b83\u53d1\u8d77\u7684\u6240\u6709\u5de5\u5177\u8c03\u7528\u3002\u5728\u5de5\u4f5c\u7684\u65f6\u5019\u6709\u4e00\u4efd session \u65e5\u5fd7\uff0c\u6a21\u578b\u770b\u5230\u7684\u6240\u6709\u4e1c\u897f\u90fd\u6765\u81ea\u8fd9\u4efd\u65e5\u5fd7\uff0c\u5de5\u5177\u7ed3\u679c\u5199\u56de\u65e5\u5fd7\uff0c\u4e0b\u4e00 step \u518d\u6295\u5f71\u7ed9\u6a21\u578b<\/p>\n\n\n\n<p>\u975e\u5e38\u6709\u8da3\u7684\u662f\uff0cdsh \u7684\u7cfb\u7edf\u63d0\u793a\u8bcd\u9ed8\u8ba4\u51e0\u4e4e\u662f\u7a7a\u7684\uff0c\u53ea\u662f\u4e00\u5806\u6309 order \u6392\u5e8f\u7684\u5206\u7247\uff0c\u6bcf\u4e2a\u5de5\u5177\u81ea\u5df1\u8d21\u732e\u4e00\u6bb5\uff0c\u56e0\u6b64 dsh \u540c\u6837\u6ca1\u6709\u5728\u63d0\u793a\u91cc\u6559\u6a21\u578b\u5e94\u8be5\u600e\u4e48\u505a\uff0c\u5b83\u53ea\u662f\u63d0\u4f9b\u80fd\u529b\uff0c\u8ba9\u6a21\u578b\u7528\u81ea\u5df1\u7684\u5224\u65ad\u53bb\u7528\u5de5\u5177\u89e3\u51b3\u95ee\u9898<\/p>\n\n\n\n<p>\u4f46\u548c\u524d\u9762\u4e09\u4e2a agent \u7684 tool \u91cc\u53ea\u63d0\u4f9b\u6700\u7b80\u5355\u7684 shell \u547d\u4ee4\u4e0d\u540c\uff0c dsh \u5176\u5b9e\u662f\u63d0\u4f9b\u4e86 <code>lsp<\/code>\u00a0\u7684\uff0c\u4f46\u5b83\u660e\u786e\u88ab\u5b9a\u4f4d\u6210\u8f85\u52a9\uff0c\u4e14\u53ea\u5728\u6587\u672c\u5339\u914d\u6b67\u4e49\u65f6\u624d\u7528\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>export const LSP_PROMPT_TEXT =\n  'Use search\/read for ordinary navigation. Use lsp when textual matches are ambiguous or before a change requires precise definitions, implementations, or references. ...'<\/code><\/pre>\n\n\n\n<p>\u6240\u4ee5\u5b83\u672c\u8d28\u4e0a\u4ecd\u7136\u53ea\u662f\u4e00\u79cd\u542f\u53d1\u5f0f\u91c7\u6837\uff0c\u5b83\u65e0\u6cd5\u7406\u89e3\u6574\u4e2a\u9879\u76ee\uff0c\u5355\u6b21\u7684\u5de5\u5177\u8c03\u7528\u7ed3\u679c\u90fd\u6709\u786c\u4e0a\u9650\uff0c<code>glob<\/code>\u00a0100 \u6761\u8def\u5f84\u3001<code>grep<\/code>\u00a0250 \u6761\u5339\u914d\u3001\u6bcf\u884c 2000 \u5b57\u8282\uff0c\u8d85\u51fa\u7684\u5b8c\u6574\u7ed3\u679c\u843d\u76d8\uff0c\u628a locator \u7ed9\u6a21\u578b\uff0c\u9700\u8981\u65f6\u518d\u53d6\uff0c<code>subagent<\/code>\u00a0\u5de5\u5177\u628a\u72ec\u7acb\u5b50\u4efb\u52a1\u4e22\u5230\u72ec\u7acb\u4e0a\u4e0b\u6587\u7684\u5b50\u91cc\u7a0b\u53bb\u8dd1\uff0c\u53ea\u56de\u4f20\u7ed3\u8bba\uff0c\u4e0d\u6c61\u67d3\u4e3b\u7ebf\u4e0a\u4e0b\u6587\uff0c\u56e0\u6b64\u5f53\u6211\u4eec\u7ed9\u5b83\u4e00\u4e2a&#8221;\u5ba1\u8ba1\u6574\u4e2a\u9879\u76ee&#8221;\u7684\u4efb\u52a1\uff0c\u73b0\u5b9e\u91cc\u5f80\u5f80\u662f\uff1a\u4e3b\u7ebf\u89c4\u5212 \u2192 \u62c6\u6210 N \u4e2a subagent \u5404\u5ba1\u4e00\u5757 \u2192 \u4e3b\u7ebf\u6c47\u603b\uff0c\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\u5b83\u80fd\u5bf9\u4e00\u4e2a\u8fdc\u8d85\u4e0a\u4e0b\u6587\u7a97\u53e3\u7684\u9879\u76ee\u7ed9\u51fa\u770b\u8d77\u6765\u5b8c\u6574\u7684\u62a5\u544a\uff0c\u4f46\u672c\u8d28\u4e0a\u8fd8\u662f\u548c\u524d\u9762\u4e09\u4e2a\u4e00\u6837\u662f\u5173\u952e\u8bcd\u5339\u914d\u7136\u540e Sink to Source \u7684\u5206\u6790\uff0c\u6574\u4f53\u8fd8\u662f\u4f9d\u9760\u6a21\u578b\u672c\u8eab\u7684\u80fd\u529b<\/p>\n\n\n\n<p>\u4e0d\u8fc7\u5bf9\u4e8e dsh \u800c\u8a00\uff0c\u5b83\u5176\u5b9e\u6ca1\u6709&#8221;\u8bb0\u5fc6&#8221;\u8fd9\u4e2a\u5bf9\u8c61\uff0c\u6240\u8c13\u8bb0\u5fc6 =\u00a0append-only \u7684\u4f1a\u8bdd\u4e8b\u4ef6\u65e5\u5fd7\uff1b\u6240\u8c13\u538b\u7f29\u5176\u5b9e\u53ea\u662f\u5728\u65e5\u5fd7\u4e0a\u8ffd\u52a0\u4e00\u6b21&#8221;\u628a surface \u4e0a\u4e00\u6bb5\u533a\u95f4\u66ff\u6362\u6210\u4e00\u6761\u68c0\u70b9\u6d88\u606f&#8221;\u7684\u4e8b\u52a1\uff0c\u65e5\u5fd7\u6c38\u4e0d\u5220\u6539\uff0c\u6a21\u578b\u770b\u5230\u7684\u4e0a\u4e0b\u6587\u53ea\u662f\u65e5\u5fd7\u7684\u4e00\u4e2a\u6d3e\u751f\u6295\u5f71\u3002\u751f\u6210\u6458\u8981\u65f6\u5e76\u4e0d\u4f1a\u53e6\u8d77\u4e00\u5957 summarizer system prompt\uff0c\u800c\u662f\u539f\u6837\u91cd\u653e\u5bf9\u8bdd\u524d\u7f00\uff08system + tools + \u88ab\u9009\u533a\u7684 messages\uff09\uff0c\u628a\u538b\u7f29\u6307\u4ee4\u4f5c\u4e3a\u6700\u540e\u4e00\u6761 user message\u00a0\u8ffd\u52a0\u3002\u52a0\u4e0a\u5de5\u5177 schema \u540e\uff0c\u8fd9\u6b21\u8f85\u52a9\u8c03\u7528\u662f\u4e0a\u4e00\u6b21\u771f\u5b9e\u8bf7\u6c42\u7684\u771f\u524d\u7f00\uff0cprovider \u7684\u9884\u70ed\u7f13\u5b58\u80fd\u76f4\u63a5\u547d\u4e2d\uff0c\u53ea\u6709\u6307\u4ee4\u90a3\u4e00\u5c0f\u6bb5\u662f\u65b0\u7684 token\uff0c\u6307\u4ee4\u5f3a\u5236\u4e00\u4e2a\u56fa\u5b9a 8 \u6bb5 markdown \u6a21\u677f\uff08Primary Request and Intent \/ Key Technical Concepts \/ Files and Code \/ Errors and Fixes \/ Pending Jobs \/ Current Work \/ Next Step \/ Critical Context\uff09\uff0c\u5e76\u660e\u786e\u8981\u6c42&#8221;\u5df2\u6709\u00a0<code>&lt;compacted-summary><\/code>\u00a0\u5757\u65f6\u4e0d\u5f97\u7167\u6284\uff0c\u8981\u5408\u5e76\u53bb\u91cd&#8221;\u3002\u5e76\u4e14\u843d\u5730\u524d\u6709\u4e00\u5957\u786c\u6821\u9a8c\uff0c\u5fc5\u987b\u4e25\u683c\u5c0f\u4e8e\u88ab\u538b\u533a\u95f4\u7684 route-priced token \u6570\uff0c\u5426\u5219\u629b\u9519\u3001\u4e0d\u63d0\u4ea4\uff0c\u6240\u4ee5\u80fd\u4fdd\u8bc1\u538b\u5b8c\u80af\u5b9a\u662f\u66f4\u5c0f\u7684<\/p>\n\n\n\n<h1 class=\"wp-block-heading\">\u603b\u7ed3<\/h1>\n\n\n\n<p>\u6240\u4ee5\u548c\u6211\u6700\u521d\u7684\u731c\u60f3\u6709\u6781\u5927\u7684\u4e0d\u540c\uff0c\u5176\u5b9e\u6211\u4e4b\u524d\u4e00\u76f4\u4ee5\u4e3a\u8fd9\u4e9b\u901a\u7528 agent \u5728\u7406\u89e3\u9879\u76ee\u4ee3\u7801\u4e0a\u4f1a\u6709\u5f88\u590d\u6742\u7684\u8bbe\u8ba1\uff0c\u6bd4\u5982 embedding\u3001RAG \u7b49\u7b49\uff0c\u800c\u5b9e\u9645\u4e0a\u4ed6\u4eec\u7684\u8bbe\u8ba1\u8fdc\u6bd4\u6211\u60f3\u7684\u8981\u7b80\u5355\u7684\u591a\u7684\u591a\uff0c\u5176\u5b9e\u53ea\u662f\u7ed9\u6a21\u578b\u63d0\u4f9b\u4e86\u4e00\u4e9b\u5fc5\u8981\u7684\u5de5\u5177\uff0c\u6bd4\u5982\u641c\u7d22\u4ee3\u7801\u3001\u6267\u884c shell \u547d\u4ee4\uff0c\u800c\u6a21\u578b\u672c\u8eab\u4f9d\u9760\u8fd9\u4e9b\u5176\u5b9e\u5f88\u7b80\u5355\u7684\u5de5\u5177\u5c31\u5df2\u7ecf\u80fd\u8868\u73b0\u51fa\u6781\u5f3a\u7684\u80fd\u529b\u4e86\u3002\u6211\u4eec\u7ecf\u5e38\u80fd\u542c\u8bf4\u4ec0\u4e48\u4e0d\u61c2\u6280\u672f\u7684\u5c0f\u767d\u7528 claude code \u63a5\u4e00\u4e2a deepseek \u5c31\u80fd\u53d1\u73b0 0day \u4e86\uff0c\u800c\u5176\u5b9e\u901a\u7528 agent \u672c\u8eab\u7684\u8bbe\u8ba1\u5df2\u7ecf\u975e\u5e38\u7b80\u5355\u4e86\u3002<\/p>\n\n\n\n<p>\u8fd9\u8ba9\u6211\u60f3\u5230\u4e86\u6700\u8fd1\u9646\u961f\u5199\u7684\u4e00\u7bc7\u535a\u5ba2\uff1a<a href=\"https:\/\/zeddyu.github.io\/p\/from-code-to-chain-why-wp2shell-stayed-out-of-reach\/\">From Code to Chain: Why WP2Shell Stayed Out of Reach<\/a>\uff0c\u8fd9\u7bc7\u535a\u5ba2\u662f\u8bb2\u4ed6\u600e\u4e48\u6d4b\u8bd5\u51e0\u4e2a\u4e3b\u6d41\u5927\u6a21\u578b\u7684\u957f\u7a0b\u4ee3\u7801\u5ba1\u8ba1\u80fd\u529b\u7684\uff0c\u800c\u7ed3\u679c\u662f GPT 5.6 Sol \/ GLM-5.2 \/ Qwen 3.8-Max-Preview \u5747\u672a\u80fd\u5728\u767d\u76d2\u5ba1\u8ba1\u7684\u60c5\u51b5\u4e0b\u53d1\u73b0 WP2Shell\u3002\u8fd9\u975e\u5e38\u6709\u8da3\uff0c\u5bf9\u4e8e\u9ed1\u76d2\u6e17\u900f\u7684\u573a\u666f\uff0c\u6211\u4eec\u77e5\u9053 agent 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