{"id":2072,"date":"2026-10-09T23:01:49","date_gmt":"2026-10-09T15:01:49","guid":{"rendered":"https:\/\/khsci.com\/khQuant\/tutorial-new\/strategy\/ai\/"},"modified":"2026-10-11T19:40:11","modified_gmt":"2026-10-11T11:40:11","slug":"ai-strategy","status":"publish","type":"page","link":"https:\/\/khsci.com\/khQuant\/ai-strategy\/","title":{"rendered":"3.4 \u4f7f\u7528 AI \u7f16\u5199\u548c\u56de\u6d4b\u9a8c\u8bc1\u7b56\u7565"},"content":{"rendered":"\n<style>\n.khq-web-manual{max-width:980px;margin:0 auto;padding:8px 0 36px;line-height:1.82;font-size:16px;color:#243042;word-break:break-word;}\n.khq-web-manual h2{font-size:1.45rem;line-height:1.4;margin:38px 0 14px;padding-top:8px;color:#12345f;border-top:1px solid #e7edf5;}\n.khq-web-manual h3{font-size:1.16rem;line-height:1.5;margin:24px 0 10px;color:#163b68;}\n.khq-web-manual blockquote{margin:18px 0;padding:14px 18px;border-left:4px solid #1e88e5;background:#f4f9ff;color:#36506f;border-radius:0 10px 10px 0;}\n.khq-web-manual 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controls preload=\"none\" playsinline poster=\"\/khQuant\/media\/tutorial-new\/tn-3.4.jpg?v=8183c266\" src=\"\/khQuant\/media\/tutorial-new\/tn-3.4.mp4?v=8183c266\">\u4f60\u7684\u6d4f\u89c8\u5668\u4e0d\u652f\u6301\u89c6\u9891\u64ad\u653e\uff0c\u53ef\u4ee5<a href=\"\/khQuant\/media\/tutorial-new\/tn-3.4.mp4?v=8183c266\">\u4e0b\u8f7d\u89c6\u9891<\/a>\u89c2\u770b\u3002<\/video><\/div>\n\n\n<p class=\"khq-tn-lead\" style=\"font-size:17px;line-height:1.75;color:#163b68;background:#f3f7fc;border-left:4px solid #2b6cb0;padding:12px 18px;border-radius:8px;margin:18px 0 26px;\"><strong>\u672c\u7bc7\u91cd\u70b9\uff1a<\/strong>\u672c\u7bc7\u8bb2\u8ba9 AI \u5199\u7b56\u7565\u7684\u4e00\u5957\u56fa\u5b9a\u6d41\u7a0b\uff0c\u91cd\u70b9\u662f\u600e\u4e48\u9a8c\u8bc1\u5b83\u5199\u5bf9\u4e86\uff0c\u5e76\u9644\u4e00\u6bb5 Codex \u5b9e\u9645\u8dd1\u5b8c\u5168\u7a0b\u7684\u5b9e\u62cd\u3002<\/p>\n\n<h2>1 \u4e24\u6761\u8def\u600e\u4e48\u9009<\/h2>\n<div class=\"khq-tn-table\"><table>\n<thead><tr><th style=\"text-align:left;\"><\/th><th style=\"text-align:left;\">V3\uff1a\u547d\u4ee4\u884c + Skill\uff08\u63a8\u8350\uff09<\/th><th style=\"text-align:left;\">V2\uff1a\u7f51\u9875\u5bf9\u8bdd + \u53c2\u8003\u6587\u6863<\/th><\/tr><\/thead>\n<tbody>\n<tr><td>AI \u5de5\u5177<\/td><td>Claude Code\u3001Codex\u3001Cursor\u3001DeepSeek harness\u3001WorkBuddy \u7b49\u7f16\u7801\u52a9\u624b<\/td><td>\u4efb\u610f\u7f51\u9875\u7248\u5bf9\u8bdd AI<\/td><\/tr>\n<tr><td>AI \u80fd\u505a\u7684<\/td><td>\u5199 <code>.py<\/code> \u548c <code>.kh<\/code>\u3001\u68c0\u67e5\u7ed3\u6784\u3001\u8dd1\u56de\u6d4b\u3001\u8bfb\u7ed3\u679c\u3001\u6539\u4ee3\u7801\u518d\u8dd1<\/td><td>\u53ea\u5199\u4ee3\u7801\uff1b\u56de\u6d4b\u8981\u4f60\u5728\u754c\u9762\u91cc\u70b9<\/td><\/tr>\n<tr><td>\u4f60\u8981\u505a\u7684<\/td><td>\u63d0\u9700\u6c42\u3001\u6279\u51c6\u547d\u4ee4\u3001\u6838\u5bf9\u7ed3\u679c<\/td><td>\u590d\u5236\u4ee3\u7801\u3001\u52a0\u8f7d\u56de\u6d4b\u3001\u628a\u65e5\u5fd7\u548c\u62a5\u9519\u8d34\u56de\u53bb<\/td><\/tr>\n<tr><td>\u51c6\u5907<\/td><td>\u6309 2.2 \u88c5\u597d <code>kh<\/code> \u548c khQuant Skill<\/td><td>\u6309 3.3 \u4e0b\u8f7d Skill \u7684\u53c2\u8003\u6587\u6863<\/td><\/tr>\n<\/tbody>\n<\/table><\/div>\n<p>\u4e24\u6761\u8def\u5199\u51fa\u6765\u7684\u7b56\u7565\u6587\u4ef6\u662f\u4e00\u6837\u7684\uff1aV2 \u548c V3 \u7684\u7b56\u7565\u63a5\u53e3\u5b8c\u5168\u76f8\u540c\uff08<a href=\"https:\/\/khsci.com\/khQuant\/chapter12\/\">3.1<\/a>\uff09\uff0c\u540c\u4e00\u4e2a <code>.py<\/code> \u4e24\u8fb9\u90fd\u80fd\u52a0\u8f7d\u3002<\/p>\n\n<h2>2 \u5148\u628a\u9700\u6c42\u8bf4\u6e05\u695a<\/h2>\n<p>AI \u5199\u9519\u7b56\u7565\uff0c\u591a\u6570\u662f\u56e0\u4e3a\u9700\u6c42\u542b\u7cca\uff0c\u5b83\u53ea\u80fd\u81ea\u5df1\u731c\u3002\u4e0b\u9762\u51e0\u9879\u8bf4\u5f97\u8d8a\u5177\u4f53\uff0c\u8fd4\u5de5\u8d8a\u5c11\uff1a<\/p>\n<div class=\"khq-tn-table\"><table>\n<thead><tr><th style=\"text-align:left;\">\u8981\u7d20<\/th><th style=\"text-align:left;\">\u4f8b\u5b50<\/th><\/tr><\/thead>\n<tbody>\n<tr><td>\u6807\u7684\u548c\u80a1\u7968\u6c60<\/td><td>\u300c\u80a1\u7968\u6c60\u7528\u6caa\u6df1300\u6307\u6570\u672c\u8eab\uff0c\u53ea\u4e3a\u6f14\u793a\u300d\u6216\u300c\u6211\u81ea\u5df1\u7ed9\u7684 5 \u53ea\u80a1\u7968\u300d<\/td><\/tr>\n<tr><td>\u5468\u671f\u548c\u89e6\u53d1\u65b9\u5f0f<\/td><td>\u65e5 K \u7ebf\u89e6\u53d1\uff0c\u7528\u65e5\u7ebf\u6570\u636e\uff08\u89e6\u53d1\u65b9\u5f0f\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/chapter7\/\">1.8<\/a>\uff09<\/td><\/tr>\n<tr><td>\u6307\u6807\u548c\u53c2\u6570<\/td><td>RSI \u5468\u671f 14\uff1b\u53c2\u6570\u5199\u6210\u56fa\u5b9a\u503c\uff0c\u4e0d\u8981\u7528\u968f\u673a\u6570<\/td><\/tr>\n<tr><td>\u4e70\u5356\u89c4\u5219<\/td><td>RSI \u4ece\u4e0b\u5f80\u4e0a\u7a7f\u8fc7 30 \u4e14\u6ca1\u6709\u6301\u4ed3\u65f6\u4e70\u5165\uff1b\u4ece\u4e0a\u5f80\u4e0b\u7a7f\u8fc7 70 \u4e14\u6709\u6301\u4ed3\u65f6\u5356\u51fa<\/td><\/tr>\n<tr><td>\u4ed3\u4f4d<\/td><td>\u6bcf\u6b21\u7528 30% \u7684\u53ef\u7528\u8d44\u91d1\uff0c\u6309 100 \u80a1\u6574\u6570\u500d\u4e0b\u5355<\/td><\/tr>\n<tr><td>\u4ef7\u683c\u548c\u65f6\u70b9<\/td><td>\u7528\u5f53\u5929\u5f00\u76d8\u4ef7\u4e0b\u5355\uff1b\u6307\u6807\u53ea\u7528\u5230\u524d\u4e00\u5929\u6536\u76d8\u4e3a\u6b62\u7684\u6570\u636e<\/td><\/tr>\n<tr><td>\u56de\u6d4b\u8bbe\u7f6e<\/td><td>\u533a\u95f4\u3001\u521d\u59cb\u8d44\u91d1\u3001\u590d\u6743\u65b9\u5f0f\uff0c\u4ee5\u53ca\u8981\u4e0d\u8981\u6cbf\u7528\u81ea\u5e26\u6848\u4f8b\u7684\u4ea4\u6613\u6210\u672c<\/td><\/tr>\n<tr><td>\u8981\u4ea4\u56de\u4ec0\u4e48<\/td><td>\u7b56\u7565\u6587\u4ef6\u3001\u56de\u6d4b\u6458\u8981\u3001\u4ea4\u6613\u8bb0\u5f55\u91cc\u7684\u524d\u51e0\u7b14\u3001\u4f60\u81ea\u5df1\u7684\u68c0\u67e5\u7ed3\u8bba<\/td><\/tr>\n<\/tbody>\n<\/table><\/div>\n<p>\u300c\u4ef7\u683c\u548c\u65f6\u70b9\u300d\u4e00\u9879\u7279\u522b\u8981\u5199\u660e\u3002khQuant \u7684 <code>khHistory<\/code> \u4e0d\u542b\u5f53\u524d K \u7ebf\uff0c\u81ea\u5e26\u6848\u4f8b\u90fd\u7528\u5f53\u5929\u5f00\u76d8\u4ef7\u4e0b\u5355\u3001\u7528\u524d\u4e00\u5929\u4e3a\u6b62\u7684\u6536\u76d8\u4ef7\u7b97\u6307\u6807\uff0c\u8fd9\u6837\u4e0d\u4f1a\u7528\u5230\u672a\u6765\u6570\u636e\u3002\u8ba9 AI \u7167\u8fd9\u4e2a\u5199\u6cd5\u6765\uff0c\u540e\u9762\u6838\u5bf9\u8d77\u6765\u6700\u7701\u4e8b\u3002<\/p>\n\n<h2>3 V3\uff1a\u8ba9 AI \u5199\u4e00\u4e2a\u65b0\u7b56\u7565\u5e76\u8dd1\u901a<\/h2>\n<p>\u524d\u63d0\uff1a\u5df2\u7ecf\u6309 2.2 \u7b2c 1 \u8282\u8ba9 <code>kh<\/code> \u80fd\u7528\u3001\u88c5\u597d khQuant Skill\u3002\u4e0b\u9762\u7684\u4f8b\u5b50\u628a\u6587\u4ef6\u90fd\u653e\u5728\u7814\u7a76\u76ee\u5f55 <code>C:\\khdemo_ai<\/code>\uff0c\u8bf7\u6362\u6210\u4f60\u81ea\u5df1\u7684\u8def\u5f84\u3002\u8fd9\u6bb5\u53ef\u4ee5\u76f4\u63a5\u6539\u4e86\u7528\uff1a<\/p>\n<pre><code>\u7528 &#36;khquant \u5e2e\u6211\u5199\u4e00\u4e2a\u65b0\u7b56\u7565\u5e76\u56de\u6d4b\u9a8c\u8bc1\u3002\n\n\u7b56\u7565\uff1aRSI \u5747\u503c\u56de\u5f52\u3002\u65e5 K \u7ebf\u89e6\u53d1\uff0c\u7528\u65e5\u7ebf\u524d\u590d\u6743\u6570\u636e\u3002\n- RSI \u5468\u671f 14\uff0c\u53c2\u6570\u5199\u6210\u56fa\u5b9a\u503c\uff0c\u4e0d\u8981\u7528\u968f\u673a\u6570\u3002\n- RSI \u4ece\u4e0b\u5f80\u4e0a\u7a7f\u8fc7 30\u3001\u4e14\u6ca1\u6709\u6301\u4ed3\u65f6\uff0c\u7528 30% \u7684\u53ef\u7528\u8d44\u91d1\u4e70\u5165\uff0c\u6309 100 \u80a1\u6574\u6570\u500d\uff1b\n  RSI \u4ece\u4e0a\u5f80\u4e0b\u7a7f\u8fc7 70\u3001\u4e14\u6709\u6301\u4ed3\u65f6\uff0c\u5168\u90e8\u5356\u51fa\u3002\n- \u7528\u5f53\u5929\u5f00\u76d8\u4ef7\u4e0b\u5355\uff1bRSI \u53ea\u7528\u5230\u524d\u4e00\u5929\u6536\u76d8\u4e3a\u6b62\u7684\u6570\u636e\u3002\n- \u4ea4\u6613\u6210\u672c\u6cbf\u7528\u81ea\u5e26\u53cc\u5747\u7ebf\u6848\u4f8b\u7684 .kh\uff1b\u521d\u59cb\u8d44\u91d1\u7528 1000 \u4e07\u5143\u3002\n\n\u8981\u6c42\uff1a\n1. \u5148\u7528 tx \u6e90\u4e0b\u8f7d 000300.SH \u81ea 2022-01-01 \u8d77\u7684\u65e5\u7ebf\uff0c\u52a0 &#45;&#45;adj front\uff08\u524d\u590d\u6743\uff09\uff0c\u7528 &#45;&#45;data-root \u5b58\u5230 C:\\khdemo_ai\\data\uff1b\u4e0d\u8981\u56e0\u4e3a\u5e93\u91cc\u5df2\u7ecf\u6709 000300.SH \u5c31\u8df3\u8fc7\u4e0b\u8f7d\u3002\n2. \u8bfb Skill \u91cc\u7684\u7b56\u7565\u5f00\u53d1\u53c2\u8003\uff0c\u6309 khQuant \u7684\u56de\u8c03\u548c\u4fe1\u53f7\u683c\u5f0f\u5199\uff0c\u6587\u4ef6\u653e\u5728 C:\\khdemo_ai\uff0c\u540d\u5b57\u53eb rsi_demo\u3002\n3. \u5199\u5b8c\u5148\u8fd0\u884c kh strategy validate \u68c0\u67e5\u7ed3\u6784\uff0c\u901a\u8fc7\u540e\u518d\u56de\u6d4b\uff0c\u6bcf\u6761 kh run \u90fd\u52a0 &#45;&#45;data-root C:\\khdemo_ai\\data\u3002\n4. \u5148\u7528 000300.SH \u8dd1 2025-01-01 \u5230 2025-06-30 \u7684\u77ed\u533a\u95f4\uff0c\u7528 &#45;&#45;json \u7ed9\u6211\u6458\u8981\u3002\n5. \u628a\u4ea4\u6613\u8bb0\u5f55\u91cc\u7684\u524d 5 \u7b14\u5217\u51fa\u6765\uff0c\u9010\u7b14\u8bf4\u660e\u5f53\u5929\u4e3a\u4ec0\u4e48\u4e70\u6216\u5356\uff08\u5bf9\u5e94\u7684 RSI \u6570\u503c\uff09\uff0c\u8ba9\u6211\u6838\u5bf9\u3002\n6. \u6ca1\u95ee\u9898\u518d\u8dd1 2023-01-01 \u5230 2026-09-30\uff0c\u751f\u6210 HTML \u62a5\u544a\u3002\n7. \u4e0d\u8981\u4fee\u6539\u5168\u5c40\u914d\u7f6e\uff0c\u4e0d\u8981\u5220\u9664\u4efb\u4f55\u56de\u6d4b\u7ed3\u679c\u3002<\/code><\/pre>\n<p>AI \u4e00\u822c\u4f1a\u4f9d\u6b21\u8fd0\u884c\u8fd9\u4e9b\u547d\u4ee4\uff08\u6bcf\u6761\u6267\u884c\u524d\u5148\u5728\u56de\u590d\u91cc\u5199\u51fa\u6765\uff0c\u7b49\u4f60\u6279\u51c6\uff09\uff1a<\/p>\n<pre><code>kh data download &#45;&#45;source tx &#45;&#45;stocks 000300.SH &#45;&#45;start 20220101 &#45;&#45;adj front &#45;&#45;data-root C:\\khdemo_ai\\data\nkh strategy create rsi_demo &#45;&#45;dir C:\\khdemo_ai     # \u751f\u6210\u5e26\u56db\u4e2a\u56de\u8c03\u7684\u6a21\u677f\u548c .kh\nkh strategy validate C:\\khdemo_ai\\rsi_demo.py\nkh run C:\\khdemo_ai\\rsi_demo.kh &#45;&#45;data-root C:\\khdemo_ai\\data &#45;&#45;stocks 000300.SH &#45;&#45;start 20250101 &#45;&#45;end 20250630 &#45;&#45;json\nkh result show &#45;&#45;json\nkh run C:\\khdemo_ai\\rsi_demo.kh &#45;&#45;data-root C:\\khdemo_ai\\data &#45;&#45;stocks 000300.SH &#45;&#45;start 20230101 &#45;&#45;end 20260930 &#45;&#45;report &#45;&#45;no-open<\/code><\/pre>\n<ul>\n<li>\u5148\u77ed\u540e\u957f\uff1a\u77ed\u533a\u95f4\u51e0\u79d2\u5c31\u8dd1\u5b8c\uff0c\u9010\u7b14\u6838\u5bf9\u5bb9\u6613\uff1b\u89c4\u5219\u5bf9\u4e86\u518d\u8dd1\u957f\u533a\u95f4\u3002<\/li>\n<li>\u6307\u6807\u9700\u8981\u9884\u70ed\uff1aRSI 14 \u81f3\u5c11\u8981\u5f80\u524d\u591a 15 \u6839 K \u7ebf\uff0c\u6570\u636e\u8981\u6bd4\u56de\u6d4b\u5f00\u59cb\u65e5\u65e9\u4e0b\u4e00\u6bb5\uff08\u4e0a\u9762\u4ece 2022 \u5e74\u8d77\u4e0b\u8f7d\u5c31\u591f\u4e86\uff09\u3002<\/li>\n<li>\u60f3\u540c\u65f6\u8bd5\u51e0\u7ec4\u53c2\u6570\uff0c\u7528 2.2 \u7b2c 1.5 \u8282\u7684\u7814\u7a76\u63d0\u793a\u8bcd\uff0c\u6216\u7b2c 4.7 \u8282\u7684\u811a\u672c\u5199\u6cd5\u3002<\/li>\n<\/ul>\n\n<h3>\u5b9e\u62cd\uff1aCodex \u8dd1\u8fd9\u6bb5\u63d0\u793a\u8bcd\u7684\u8fc7\u7a0b\u548c\u7ed3\u679c<\/h3>\n<p>2026 \u5e74 10 \u6708 10 \u65e5\uff0c\u6211\u4eec\u5728 Codex \u684c\u9762\u7248\uff08\u7814\u7a76\u76ee\u5f55 <code>C:\\khdemo_ai<\/code>\uff0ckhQuant 3.4.1.9\uff09\u91cc\u53d1\u4e86\u8fd9\u6bb5\u63d0\u793a\u8bcd\uff08\u5f53\u65f6\u8fd8\u6ca1\u6709\u300c\u521d\u59cb\u8d44\u91d1 1000 \u4e07\u300d\u8fd9\u534a\u53e5\uff09\uff0c\u7528\u65f6\u7ea6 10 \u5206\u949f\u3002\u8fc7\u7a0b\u4e2d\u6709\u4e09\u5904\u503c\u5f97\u770b\uff1a<\/p>\n<ul>\n<li><strong>\u5b83\u53d1\u73b0\u4e86\u9700\u6c42\u91cc\u7684\u77db\u76fe\u5e76\u5148\u95ee\u3002<\/strong>\u81ea\u5e26\u6848\u4f8b\u7684\u521d\u59cb\u8d44\u91d1\u662f 100 \u4e07\uff0c30% \u53ea\u6709 30 \u4e07\uff1b\u6caa\u6df1 300 \u6307\u6570\u70b9\u4f4d\u7ea6 3700\uff5e4900\uff0c\u6309 100 \u80a1\u6574\u6570\u500d\u4e70\u4e00\u624b\u5c31\u8981 37 \u4e07\u4ee5\u4e0a\uff0c\u6309\u539f\u9700\u6c42\u4e00\u7b14\u90fd\u4e70\u4e0d\u8fdb\u3002\u5b83\u505c\u4e0b\u6765\u95ee\u521d\u59cb\u8d44\u91d1\u7528\u591a\u5c11\uff0c\u5efa\u8bae 1000 \u4e07\u3002\u6240\u4ee5\u4e0a\u9762\u7684\u63d0\u793a\u8bcd\u5df2\u7ecf\u8865\u4e0a\u4e86\u8fd9\u534a\u53e5\u3002<\/li>\n<li><strong>\u8dd1\u5b8c\u77ed\u533a\u95f4\u5148\u81ea\u67e5\u3002<\/strong>\u5b83\u53d1\u73b0\u9884\u70ed\u6570\u636e\u6bd4\u9884\u671f\u77ed\uff0cRSI \u7684\u8d77\u7b97\u70b9\u4f1a\u968f\u56de\u6d4b\u533a\u95f4\u53d8\u5316\uff0c\u4e8e\u662f\u6539\u4e86\u53d6\u5386\u53f2\u6570\u636e\u7684\u5199\u6cd5\u3001\u91cd\u65b0\u9a8c\u8bc1\u518d\u91cd\u8dd1\uff0c\u5e76\u5728\u56de\u590d\u91cc\u8bf4\u660e\u4e86\u539f\u56e0\u3002AI \u6539\u4e86\u4ec0\u4e48\u3001\u4e3a\u4ec0\u4e48\u6539\uff0c\u8981\u8ba9\u5b83\u8bf4\u6e05\u695a\u3002<\/li>\n<li><strong>\u9010\u7b14\u7ed9\u51fa\u6838\u5bf9\u4f9d\u636e\u3002<\/strong>\u6bcf\u7b14\u4ea4\u6613\u90fd\u5217\u51fa\u524d\u4e24\u4e2a\u4ea4\u6613\u65e5\u7684 RSI \u6570\u503c\uff0c\u6309\u89c4\u5219\u4e00\u773c\u80fd\u6838\u5bf9\uff1b\u5b83\u8fd8\u53e6\u5199\u4e86\u4e00\u4e2a\u72ec\u7acb\u590d\u6838\u811a\u672c\uff0c\u9010\u7b14\u91cd\u7b97 RSI \u548c\u6210\u4ea4\u6570\u91cf\u3002<\/li>\n<\/ul>\n<figure class=\"khq-tn-fig\"><a href=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/v3\/v3-ai-rsi-process.webp?v=5f4b04fe\" target=\"_blank\" rel=\"noopener\" title=\"\u70b9\u51fb\u67e5\u770b\u539f\u56fe\"><img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/v3\/v3-ai-rsi-process.webp?v=5f4b04fe\" width=\"1140\" height=\"1650\" alt=\"\u8fc7\u7a0b\uff1avalidate \u68c0\u67e5\u7ed3\u6784 \u2192 \u77ed\u533a\u95f4\u56de\u6d4b \u2192 \u53d1\u73b0\u9884\u70ed\u6570\u636e\u95ee\u9898\u3001\u6539\u5199\u6cd5\u540e\u91cd\u8dd1\" loading=\"lazy\"><\/a><figcaption>\u8fc7\u7a0b\uff1avalidate \u68c0\u67e5\u7ed3\u6784 \u2192 \u77ed\u533a\u95f4\u56de\u6d4b \u2192 \u53d1\u73b0\u9884\u70ed\u6570\u636e\u95ee\u9898\u3001\u6539\u5199\u6cd5\u540e\u91cd\u8dd1<\/figcaption><\/figure>\n<p>\u6700\u540e\u7684\u56de\u590d\uff1a\u77ed\u533a\u95f4 2025 \u5e74\u4e0a\u534a\u5e74\u53ea\u6709 1 \u7b14\u4e70\u5165\uff084 \u6708 10 \u65e5\uff0cRSI \u4ece 28.18 \u56de\u5230 32.81\uff09\uff1b\u957f\u533a\u95f4 2023-01-01\uff5e2026-09-30 \u5171 6 \u7b14\uff0c\u603b\u6536\u76ca\u7ea6 +4.11%\u3001\u6700\u5927\u56de\u64a4\u7ea6 5.97%\u3002\u8fd9\u53ea\u662f\u6f14\u793a\u89c4\u5219\u5199\u5f97\u5bf9\u4e0d\u5bf9\uff0c\u4e0d\u662f\u4e00\u4e2a\u597d\u7b56\u7565\uff0c\u4e0d\u6784\u6210\u4efb\u4f55\u6295\u8d44\u5efa\u8bae\u3002<\/p>\n<figure class=\"khq-tn-fig\"><a href=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/v3\/v3-ai-rsi-result.webp?v=6255d607\" target=\"_blank\" rel=\"noopener\" title=\"\u70b9\u51fb\u67e5\u770b\u539f\u56fe\"><img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/v3\/v3-ai-rsi-result.webp?v=6255d607\" width=\"1145\" height=\"1695\" alt=\"\u7ed3\u679c\uff1a\u77ed\u533a\u95f4 JSON \u6458\u8981\u3001\u957f\u533a\u95f4\u524d 5 \u7b14\u4ea4\u6613\u4e0e\u5bf9\u5e94 RSI\u3001\u5b8c\u6574\u6838\u5bf9\u8bb0\u5f55\u548c HTML \u62a5\u544a\u94fe\u63a5\" loading=\"lazy\"><\/a><figcaption>\u7ed3\u679c\uff1a\u77ed\u533a\u95f4 JSON \u6458\u8981\u3001\u957f\u533a\u95f4\u524d 5 \u7b14\u4ea4\u6613\u4e0e\u5bf9\u5e94 RSI\u3001\u5b8c\u6574\u6838\u5bf9\u8bb0\u5f55\u548c HTML \u62a5\u544a\u94fe\u63a5<\/figcaption><\/figure>\n<p>\u62ff\u5230\u8fd9\u6837\u7684\u56de\u590d\uff0c\u6309\u4e0b\u4e00\u8282\u7684\u6e05\u5355\u518d\u81ea\u5df1\u8fc7\u4e00\u904d\uff1a\u6253\u5f00 HTML \u62a5\u544a\u770b\u4ea4\u6613\u660e\u7ec6\uff0c\u6311\u4e00\u4e24\u7b14\u6309 RSI \u6570\u503c\u624b\u7b97\uff0c\u786e\u8ba4\u548c\u89c4\u5219\u4e00\u81f4\u3002<\/p>\n\n<h2>4 \u600e\u4e48\u9a8c\u8bc1 AI \u5199\u7684\u7b56\u7565<\/h2>\n<p>\u56de\u6d4b\u300c\u8dd1\u901a\u300d\u4e0d\u7b49\u4e8e\u300c\u5199\u5bf9\u300d\u3002\u4e0b\u9762\u8fd9\u4efd\u6e05\u5355\u9010\u9879\u8fc7\u4e00\u904d\uff0c\u5927\u90e8\u5206\u9519\u8bef\u90fd\u80fd\u5728\u77ed\u533a\u95f4\u91cc\u53d1\u73b0\uff1a<\/p>\n<div class=\"khq-tn-table\"><table>\n<thead><tr><th style=\"text-align:left;\">\u68c0\u67e5\u4ec0\u4e48<\/th><th style=\"text-align:left;\">\u600e\u4e48\u67e5<\/th><\/tr><\/thead>\n<tbody>\n<tr><td>\u7ed3\u6784\u5bf9\u4e0d\u5bf9<\/td><td>\u6709 <code>init(stock_codes, init_data)<\/code>\uff08\u5fc5\u987b\u5199\u3001\u4e24\u4e2a\u53c2\u6570\uff09\u548c <code>khHandlebar(data)<\/code>\uff0c<code>khHandlebar<\/code> \u8fd4\u56de\u4fe1\u53f7\u5217\u8868\uff08<a href=\"https:\/\/khsci.com\/khQuant\/chapter12\/\">3.1<\/a>\uff09\u3002V3 \u7684 <code>kh strategy validate<\/code> \u80fd\u67e5\u51fa\u7f3a\u51fd\u6570\u548c\u8bed\u6cd5\u9519\u8bef<\/td><\/tr>\n<tr><td>\u6709\u6ca1\u6709\u7528\u5230\u672a\u6765\u6570\u636e<\/td><td>\u6307\u6807\u662f\u5426\u53ea\u7528\u5230\u524d\u4e00\u5929\uff1b\u6709\u6ca1\u6709\u62ff\u5f53\u5929\u6536\u76d8\u4ef7\u5224\u65ad\u3001\u53c8\u6309\u5f53\u5929\u5f00\u76d8\u4ef7\u6210\u4ea4<\/td><\/tr>\n<tr><td>\u4e0b\u5355\u6570\u91cf<\/td><td>\u4fe1\u53f7\u7684 <code>volume<\/code> \u5355\u4f4d\u662f<strong>\u80a1<\/strong>\uff0c\u80a1\u7968\u6309 100 \u80a1\u6574\u6570\u500d\uff1b\u6709\u6ca1\u6709\u628a\u300c\u624b\u300d\u5f53\u6210\u300c\u80a1\u300d<\/td><\/tr>\n<tr><td>\u53c2\u6570\u662f\u5426\u56fa\u5b9a<\/td><td>\u6709\u6ca1\u6709\u6b8b\u7559 <code>random<\/code>\uff1b\u540c\u4e00\u914d\u7f6e\u8fde\u8dd1\u4e24\u6b21\uff0c\u7ed3\u679c\u5e94\u5b8c\u5168\u4e00\u6837<\/td><\/tr>\n<tr><td>\u4ea4\u6613\u8bb0\u5f55\u5bf9\u5f97\u4e0a\u89c4\u5219\u5417<\/td><td>\u6253\u5f00\u62a5\u544a\u6216 <code>trades.csv<\/code>\uff0c\u6311\u51e0\u7b14\uff0c\u6309\u89c4\u5219\u624b\u7b97\u5f53\u5929\u8be5\u4e0d\u8be5\u4e70\u5356<\/td><\/tr>\n<tr><td>\u4e00\u7b14\u4ea4\u6613\u90fd\u6ca1\u6709<\/td><td>\u591a\u534a\u662f\u6570\u636e\u4e0d\u591f\u9884\u70ed\uff0c\u6216\u590d\u6743\u4e0d\u4e00\u81f4\uff08tx \u4e0b\u8f7d\u8981\u52a0 <code>&#45;&#45;adj front<\/code>\uff09\uff1b\u770b\u65e5\u5fd7\u91cc\u7684\u63d0\u793a<\/td><\/tr>\n<tr><td>\u548c\u81ea\u5e26\u6848\u4f8b\u5bf9\u7167<\/td><td>\u8ba9 AI \u6539\u7684\u662f\u53cc\u5747\u7ebf\u8fd9\u7c7b\u81ea\u5e26\u6848\u4f8b\u65f6\uff0c\u5148\u7528\u76f8\u540c\u53c2\u6570\u8dd1\u539f\u6848\u4f8b\u548c\u6539\u540e\u7684\u7248\u672c\uff0c\u7ed3\u679c\u5e94\u8be5\u4e00\u81f4\uff0c\u518d\u6539\u89c4\u5219<\/td><\/tr>\n<tr><td>\u8fd4\u56de\u503c<\/td><td><code>khHandlebar<\/code> \u6bcf\u6761\u8def\u5f84\u6700\u540e\u90fd\u8fd4\u56de\u5217\u8868\uff0c\u6ca1\u6709\u4fe1\u53f7\u8fd4\u56de <code>&#91;]<\/code>\uff1b<code>generate_signal<\/code> \u7684\u7ed3\u679c\u7528 <code>signals.extend()<\/code>\uff0c\u4e0d\u8981 <code>append<\/code><\/td><\/tr>\n<tr><td>\u5468\u671f\u4e00\u81f4<\/td><td>\u4ee3\u7801\u91cc <code>khHistory<\/code> \u7684\u5468\u671f\uff08<code>'1d'<\/code>\u3001<code>'1m'<\/code>\u3001<code>'5m'<\/code>\uff09\u548c\u89e6\u53d1\u65b9\u5f0f\u3001\u6570\u636e\u5468\u671f\u4e00\u81f4\uff1b\u8ba1\u7b97\u6307\u6807\u524d\u68c0\u67e5\u4e86\u5386\u53f2\u6570\u636e\u591f\u4e0d\u591f<\/td><\/tr>\n<tr><td>\u6ca1\u6709\u7f16\u9020<\/td><td>\u5bf9\u4e0d\u4e0a\u6587\u6863\u7684\u51fd\u6570\u540d\u3001\u53c2\u6570\u540d\uff0c\u8ba9 AI \u6307\u51fa\u51fa\u5904\uff1b\u6307\u4e0d\u51fa\u6765\u5c31\u8ba9\u5b83\u6539\uff08\u51fd\u6570\u6e05\u5355\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/chapter13\/\">3.2<\/a>\uff09<\/td><\/tr>\n<tr><td>V2 \u7528\u6237<\/td><td>\u4e0d\u8981\u8ba9 AI \u7528 <code>kh<\/code> \u547d\u4ee4\u884c\uff08V2 \u6ca1\u6709\uff09\uff1b\u5199\u4e86 <code>khPreMarket<\/code>\/<code>khPostMarket<\/code> \u8981\u5728\u754c\u9762\u91cc\u52fe\u9009\u5bf9\u5e94\u56de\u8c03\uff0c\u5426\u5219\u4e0d\u4f1a\u8fd0\u884c<\/td><\/tr>\n<tr><td>\u6362\u4e00\u6bb5\u533a\u95f4\u518d\u770b<\/td><td>\u5728\u6ca1\u53c2\u4e0e\u6311\u53c2\u6570\u7684\u533a\u95f4\u4e0a\u518d\u8dd1\u4e00\u6b21\uff0c\u8b66\u60d5\u53ea\u5728\u4e00\u6bb5\u5386\u53f2\u91cc\u597d\u770b\u7684\u8fc7\u5ea6\u62df\u5408<\/td><\/tr>\n<\/tbody>\n<\/table><\/div>\n<div class=\"khq-tn-callout warn\"><div class=\"lbl\">\u6ce8\u610f<\/div><p>AI \u8bf4\u300c\u56de\u6d4b\u901a\u8fc7\u3001\u6536\u76ca\u4e0d\u9519\u300d\u65f6\uff0c\u8bf7\u81ea\u5df1\u6253\u5f00\u62a5\u544a\u770b\u4ea4\u6613\u660e\u7ec6\u3002\u6536\u76ca\u6570\u5b57\u672c\u8eab\u4e0d\u80fd\u8bc1\u660e\u7b56\u7565\u5199\u5bf9\u4e86\uff0c\u66f4\u4e0d\u4ee3\u8868\u672a\u6765\u4f1a\u8d5a\u94b1\u3002<\/p><\/div>\n\n<h2>5 \u63a5\u7740\u505a\uff1a\u6279\u91cf\u8bd5\u53c2\u6570<\/h2>\n<p>\u672c\u7bc7\u7b2c 3 \u8282\u662f\u300c\u5199\u65b0\u7b56\u7565\u300d\uff1b\u89c4\u5219\u6838\u5bf9\u65e0\u8bef\u540e\uff0c\u60f3\u6279\u91cf\u8bd5\u53c2\u6570\uff0c\u7167\u6284 <a href=\"https:\/\/khsci.com\/khQuant\/cli\/#prompt\">2.2 \u7b2c 1.5 \u8282\u7684\u7814\u7a76\u63d0\u793a\u8bcd<\/a>\u5373\u53ef\uff0c\u90a3\u91cc\u6709\u4e00\u6b21\u771f\u5b9e\u7814\u7a76\u7684\u5b8c\u6574\u8fc7\u7a0b\u548c\u7ed3\u679c\uff08<a href=\"https:\/\/khsci.com\/khQuant\/cli\/#result\">2.2 \u7b2c 2 \u8282<\/a>\uff09\u3002<\/p>\n\n<h2 id=\"v2\">6 V2\uff1a\u7528\u7f51\u9875\u5bf9\u8bdd AI \u5199\u7b56\u7565<\/h2>\n<p>V2 \u6ca1\u6709\u547d\u4ee4\u884c\uff0cAI \u770b\u4e0d\u5230\u4f60\u7684\u6570\u636e\u548c\u7ed3\u679c\uff0c\u6bcf\u4e00\u6b65\u90fd\u8981\u4f60\u6765\u8f6c\u8ff0\uff1b\u80fd\u7528 V3 \u7684\u8bdd\uff0c\u7b2c 3 \u8282\u7684\u6d41\u7a0b\u4f1a\u7701\u4e8b\u5f97\u591a\u3002V2 \u7684\u505a\u6cd5\u662f\uff1a<\/p>\n<ol>\n<li>\u6309 <a href=\"https:\/\/khsci.com\/khQuant\/khquant-skill\/#v2\">3.3 \u7b2c 5 \u8282<\/a>\u53d6\u51fa khQuant Skill \u7684\u7b56\u7565\u5f00\u53d1\u53c2\u8003\u6587\u6863 <code>strategy-development.md<\/code>\uff0c\u4f5c\u4e3a\u9644\u4ef6\u53d1\u7ed9\u5bf9\u8bdd AI\uff0c\u518d\u53d1\u4e0b\u9762\u7684\u5f00\u573a\u767d\u3002<\/li>\n<li>\u6309\u7b2c 2 \u8282\u628a\u9700\u6c42\u5199\u6e05\u695a\u53d1\u8fc7\u53bb\uff0c\u8ba9\u5b83\u4ea4\u56de\u5b8c\u6574\u7684 <code>.py<\/code>\u3002<\/li>\n<li>\u6309\u7b2c 4 \u8282\u7684\u6e05\u5355\u770b\u4e00\u904d\u4ee3\u7801\uff0c\u5b58\u6210\u6587\u4ef6\uff0c\u5728 V2 \u754c\u9762\u91cc\u52a0\u8f7d\u56de\u6d4b\u3002<\/li>\n<li>\u6709\u62a5\u9519\u6216\u4ea4\u6613\u5bf9\u4e0d\u4e0a\u89c4\u5219\uff0c\u628a\u65e5\u5fd7\u8d34\u56de\u53bb\u8ba9\u5b83\u6539\uff1b\u786e\u8ba4\u65e0\u8bef\u540e\u518d\u7528\u957f\u533a\u95f4\u56de\u6d4b\u3002<\/li>\n<\/ol>\n\n<h3>6.1 \u5f00\u573a\u767d\u6a21\u677f\uff08\u53ef\u7167\u6284\uff09<\/h3>\n<p>\u9644\u4ef6\u53d1\u8fc7\u53bb\u540e\uff0c\u5728\u540c\u4e00\u6761\u6d88\u606f\u91cc\u8d34\u4e0a\u8fd9\u6bb5\u8bdd\u3002\u65b9\u62ec\u53f7\u91cc\u7684\u5185\u5bb9\u6309\u4f60\u7684\u60c5\u51b5\u6539\uff1a<\/p>\n<pre><code>\u6211\u5728\u7528 khQuant \u56de\u6d4b\u5e73\u53f0\u7684 V2 \u7248\u672c\uff08\u56fe\u5f62\u754c\u9762\uff0c\u6ca1\u6709 kh \u547d\u4ee4\u884c\uff09\u3002\n\u9644\u4ef6 strategy-development.md \u662f khQuant \u5b98\u65b9\u7684\u7b56\u7565\u5f00\u53d1\u6587\u6863\uff0c\u8bf7\u4ee5\u5b83\u4e3a\u552f\u4e00\u4f9d\u636e\u5199\u4ee3\u7801\uff1a\n\u6587\u6863\u91cc\u6ca1\u6709\u7684\u51fd\u6570\u3001\u53c2\u6570\u4e0d\u8981\u4f7f\u7528\uff0c\u4e5f\u4e0d\u8981\u81ea\u5df1\u7f16\uff1b\u62ff\u4e0d\u51c6\u7684\u5730\u65b9\u76f4\u63a5\u544a\u8bc9\u6211\u3002\n\n\u8981\u6c42\uff1a\n1. \u53ea\u5199\u4e00\u4e2a .py \u7b56\u7565\u6587\u4ef6\uff0c\u5f00\u5934\u7528 from khQuantImport import *\u3002\n2. \u5fc5\u987b\u6709 init(stock_codes, init_data) \u548c khHandlebar(data) \u4e24\u4e2a\u51fd\u6570\uff0cinit \u7528\u4e0d\u5230\u4e5f\u8981\u5199\u4e0a\u3002\n3. khHandlebar \u8fd4\u56de\u4fe1\u53f7\u5217\u8868\uff1b\u7528 generate_signal \u751f\u6210\u4fe1\u53f7\u65f6\u7528 signals.extend()\uff0c\u4e0d\u8981\u7528 append()\u3002\n4. \u80a1\u7968\u4ee3\u7801\u5e26\u4ea4\u6613\u6240\u540e\u7f00\uff08\u5982 000001.SZ\uff09\uff1b\u4fe1\u53f7\u91cc\u7684 volume \u5355\u4f4d\u662f\u201c\u80a1\u201d\u3002\n5. \u53d6\u5386\u53f2\u6570\u636e\u7528 khHistory\uff0c\u5fc5\u987b\u663e\u5f0f\u4f20 current_time\uff0c\u53ea\u4f20 khGet(data, \"date_num\") \u6216 khGet(data, \"datetime_str\")\uff0c\u4e0d\u80fd\u7528\u5230\u5f53\u524d\u8fd9\u6839 K \u7ebf\u4e4b\u540e\u7684\u6570\u636e\u3002\n6. \u4e0d\u8981\u4f7f\u7528 kh \u547d\u4ee4\u884c\uff0cV2 \u6ca1\u6709\u3002\n7. \u5728\u5173\u952e\u5224\u65ad\u5904\u7528 logging.info \u6253\u65e5\u5fd7\uff0c\u4e70\u5356\u65f6\u7684\u65e5\u5fd7\u52a0\u4e0a &#91;TRADE] \u524d\u7f00\u3002\n8. \u4ee3\u7801\u5199\u5b8c\u540e\uff0c\u5355\u72ec\u5217\u51fa\u6211\u9700\u8981\u5728 V2 \u754c\u9762\u91cc\u8bbe\u7f6e\u7684\u56de\u6d4b\u53c2\u6570\uff1a\n   \u89e6\u53d1\u65b9\u5f0f\u3001K \u7ebf\u5468\u671f\u3001\u590d\u6743\u65b9\u5f0f\u3001\u80a1\u7968\u6c60\u3001\u56de\u6d4b\u533a\u95f4\u3001\u521d\u59cb\u8d44\u91d1\uff0c\u4ee5\u53ca\u662f\u5426\u8981\u5f00\u542f\u76d8\u524d\/\u76d8\u540e\u56de\u8c03\u3002\n\n\u5148\u56de\u590d\u201c\u5df2\u8bfb\u5b8c\u6587\u6863\u201d\uff0c\u5e76\u7528\u4e09\u4e94\u53e5\u8bdd\u8bf4\u660e\u8fd9\u4e2a\u6846\u67b6\u7684\u7b56\u7565\u7ed3\u6784\uff0c\u7136\u540e\u7b49\u6211\u63cf\u8ff0\u7b56\u7565\u3002<\/code><\/pre>\n<p>\u8ba9 AI \u5148\u590d\u8ff0\u6846\u67b6\u7ed3\u6784\uff0c\u662f\u4e3a\u4e86\u786e\u8ba4\u5b83\u771f\u7684\u8bfb\u4e86\u6587\u6863\u3002\u5982\u679c\u5b83\u590d\u8ff0\u5f97\u548c\u6587\u6863\u5bf9\u4e0d\u4e0a\uff08\u6bd4\u5982\u8bf4 <code>khHandlebar<\/code> \u8fd4\u56de\u4e00\u4e2a\u5b57\u5178\uff09\uff0c\u5c31\u6362\u4e00\u4e2a\u80fd\u8bfb\u9644\u4ef6\u7684 AI\uff0c\u6216\u8005\u6539\u6210\u7c98\u8d34\u5168\u6587\u3002<\/p>\n\n<h3>6.2 \u5728 V2 \u754c\u9762\u91cc\u52a0\u8f7d\u56de\u6d4b<\/h3>\n<ol>\n<li>\u628a AI \u7ed9\u7684\u4ee3\u7801\u5b58\u6210 <code>.py<\/code> \u6587\u4ef6\uff0c\u6587\u4ef6\u7f16\u7801\u7528 UTF-8\u3002\u5efa\u8bae\u548c\u793a\u4f8b\u7b56\u7565\u653e\u5728\u540c\u4e00\u4e2a\u6587\u4ef6\u5939\uff0c\u65b9\u4fbf\u7ba1\u7406\u3002<\/li>\n<li>\u6253\u5f00 V2\uff0c\u6700\u597d\u5148\u70b9\u5de5\u5177\u680f\u300c\u52a0\u8f7d\u914d\u7f6e\u300d\u8f7d\u5165\u4e00\u4e2a\u548c\u65b0\u7b56\u7565\u7c7b\u578b\u76f8\u8fd1\u7684\u793a\u4f8b\u914d\u7f6e\uff08\u6bd4\u5982\u65e5\u7ebf\u7b56\u7565\u5c31\u8f7d\u5165\u53cc\u5747\u7ebf\u793a\u4f8b\u7684 <code>.kh<\/code>\uff09\uff0c\u5728\u5b83\u7684\u57fa\u7840\u4e0a\u6539\uff0c\u53c2\u6570\u4e0d\u5bb9\u6613\u6f0f\u3002<\/li>\n<li>\u70b9\u300c\u9009\u62e9\u7b56\u7565\u6587\u4ef6\u300d\uff0c\u9009\u4e2d\u521a\u4fdd\u5b58\u7684 <code>.py<\/code>\u3002<\/li>\n<li>\u6309 AI \u5217\u51fa\u7684\u56de\u6d4b\u53c2\u6570\u9010\u9879\u8bbe\u7f6e\uff1a\u89e6\u53d1\u65b9\u5f0f\u548c\u6570\u636e\u5468\u671f\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/chapter7\/\">1.8 \u89e6\u53d1\u65b9\u5f0f\u4e0e\u76d8\u524d\u76d8\u540e<\/a>\uff0c\u533a\u95f4\u3001\u8d44\u91d1\u3001\u80a1\u7968\u6c60\u3001\u590d\u6743\u65b9\u5f0f\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/chapter6\/\">1.7 \u56de\u6d4b\u914d\u7f6e\u8be6\u89e3<\/a>\u3002\u56de\u6d4b\u7528\u5230\u7684\u6570\u636e\u8981\u5148\u4e0b\u8f7d\u597d\uff0c\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/chapter10\/\">1.4 \u6570\u636e\u7ba1\u7406\u6a21\u5757<\/a>\u3002<\/li>\n<li>\u70b9\u300c\u914d\u7f6e\u53e6\u5b58\u4e3a\u300d\u4fdd\u5b58\u6210\u65b0\u7684 <code>.kh<\/code>\uff0c\u4ee5\u540e\u76f4\u63a5\u300c\u52a0\u8f7d\u914d\u7f6e\u300d\u5c31\u80fd\u590d\u73b0\u3002<\/li>\n<li>\u70b9\u300c\u5f00\u59cb\u8fd0\u884c\u300d\uff0c\u770b\u53f3\u4fa7\u65e5\u5fd7\uff1b\u8dd1\u5b8c\u5728\u56de\u6d4b\u62a5\u544a\u91cc\u68c0\u67e5\u4ea4\u6613\u8bb0\u5f55\uff0c\u770b\u770b\u4e70\u5356\u70b9\u662f\u5426\u7b26\u5408\u4f60\u7684\u903b\u8f91\uff08\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/chapter9\/\">1.10 \u56de\u6d4b\u62a5\u544a<\/a>\uff09\u3002<\/li>\n<\/ol>\n<p>\u4e5f\u53ef\u4ee5\u8ba9 AI \u8fde <code>.kh<\/code> \u914d\u7f6e\u6587\u4ef6\u4e00\u8d77\u5199\uff0c\u4f46\u5b57\u6bb5\u591a\u3001\u8def\u5f84\u5bb9\u6613\u5199\u9519\uff0c\u4e0d\u5982\u5728\u754c\u9762\u91cc\u8bbe\u7f6e\u53ef\u9760\u3002\u5982\u679c\u7528\u4e86 AI \u5199\u7684 <code>.kh<\/code>\uff0c\u52a0\u8f7d\u540e\u8bf7\u5728\u754c\u9762\u4e0a\u9010\u9879\u6838\u5bf9\u4e00\u904d\uff0c\u5c24\u5176\u662f\u7b56\u7565\u6587\u4ef6\u8def\u5f84\u3002<\/p>\n\n<h3>6.3 \u62a5\u9519\u4e86\u600e\u4e48\u529e<\/h3>\n<p>\u56de\u5230\u540c\u4e00\u4e2a\u5bf9\u8bdd\uff0c\u628a\u65e5\u5fd7\u91cc\u7684\u5b8c\u6574\u62a5\u9519\uff08\u5305\u62ec\u524d\u540e\u51e0\u884c\uff09\u539f\u6837\u8d34\u7ed9 AI\uff0c\u8bf4\u660e\u300c\u8fd9\u662f\u5728 V2 \u91cc\u8fd0\u884c\u65f6\u7684\u62a5\u9519\uff0c\u8bf7\u6309\u6587\u6863\u4fee\u6539\u300d\u3002\u5e38\u89c1\u7684\u51e0\u7c7b\uff1a<\/p>\n<ul>\n<li><code>NameError<\/code> \u6216\u300c\u6ca1\u6709\u8fd9\u4e2a\u5c5e\u6027\u300d\uff1a\u591a\u534a\u662f\u7528\u4e86\u4e0d\u5b58\u5728\u7684\u51fd\u6570\uff0c\u8ba9 AI \u5bf9\u7167\u6587\u6863\u6539\u3002<\/li>\n<li>\u8fd0\u884c\u6b63\u5e38\u4f46\u4e00\u7b14\u4ea4\u6613\u90fd\u6ca1\u6709\uff1a\u5148\u770b\u65e5\u5fd7\u91cc\u6709\u6ca1\u6709\u6253\u51fa\u5224\u65ad\u8fc7\u7a0b\uff1b\u518d\u68c0\u67e5\u6570\u636e\u6709\u6ca1\u6709\u4e0b\u8f7d\u3001\u590d\u6743\u65b9\u5f0f\u662f\u5426\u548c\u7b56\u7565\u9884\u671f\u4e00\u81f4\u3001\u6307\u6807\u9700\u8981\u7684\u5386\u53f2\u957f\u5ea6\u662f\u5426\u8d85\u8fc7\u4e86\u533a\u95f4\u3002<\/li>\n<li>\u7ed3\u679c\u548c\u9884\u671f\u5dee\u5f88\u591a\uff1a\u628a\u4e00\u4e24\u5929\u7684\u65e5\u5fd7\u548c\u4ea4\u6613\u8bb0\u5f55\u8d34\u7ed9 AI\uff0c\u8ba9\u5b83\u9010\u7b14\u89e3\u91ca\u4e3a\u4ec0\u4e48\u5728\u90a3\u5929\u4e70\u5356\u3002<\/li>\n<\/ul>\n<p>\u5982\u679c\u4f60\u7528\u7684\u662f Claude Code\u3001Codex \u8fd9\u7c7b\u684c\u9762 AI \u5de5\u5177\uff0c\u4e5f\u53ef\u4ee5\u8ba9\u5b83\u8bfb <code>strategy-development.md<\/code> \u76f4\u63a5\u628a <code>.py<\/code> \u5199\u8fdb\u4f60\u7684\u7b56\u7565\u6587\u4ef6\u5939\uff0c\u7701\u53bb\u590d\u5236\u7c98\u8d34\u3002\u4f46\u4e0d\u8981\u70b9\u540d\u4f7f\u7528 khquant Skill\uff0c\u5b83\u627e\u4e0d\u5230 <code>kh<\/code> \u547d\u4ee4\u4f1a\u505c\u4e0b\uff1b\u56de\u6d4b\u4ecd\u7136\u8981\u4f60\u5728 V2 \u754c\u9762\u91cc\u505a\u3002<\/p>\n\n<h2>\u5e38\u89c1\u95ee\u9898<\/h2>\n<p class=\"q\"><strong>\u95ee\uff1aAI \u5199\u7684\u4ee3\u7801\u7528\u4e86 khQuant \u91cc\u6ca1\u6709\u7684\u51fd\u6570\uff1f<\/strong><br>\n\u7b54\uff1a\u8ba9\u5b83\u5148\u8bfb Skill \u7684\u7b56\u7565\u5f00\u53d1\u53c2\u8003\uff0c\u518d\u6539\uff1b\u51fd\u6570\u6e05\u5355\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/chapter13\/\">3.2<\/a>\u3002V3 \u7528 <code>kh strategy validate<\/code> \u80fd\u53d1\u73b0\u7f3a\u51fd\u6570\u3001\u8bed\u6cd5\u9519\u8bef\uff0c\u903b\u8f91\u5bf9\u4e0d\u5bf9\u8fd8\u8981\u770b\u4ea4\u6613\u8bb0\u5f55\u3002<\/p>\n<p class=\"q\"><strong>\u95ee\uff1a\u540c\u4e00\u4e2a\u7b56\u7565\u4e24\u6b21\u56de\u6d4b\u7ed3\u679c\u4e0d\u4e00\u6837\uff1f<\/strong><br>\n\u7b54\uff1a\u4ee3\u7801\u91cc\u8fd8\u6709\u968f\u673a\u6570\u3002\u8ba9 AI \u628a <code>random<\/code> \u751f\u6210\u7684\u53c2\u6570\u5168\u90e8\u6539\u6210\u56fa\u5b9a\u503c\u3002<\/p>\n<p class=\"q\"><strong>\u95ee\uff1aAI \u6539\u5b8c\u8bf4\u6ca1\u95ee\u9898\uff0c\u4f46\u4ea4\u6613\u6b21\u6570\u660e\u663e\u4e0d\u5bf9\uff1f<\/strong><br>\n\u7b54\uff1a\u6309\u7b2c 4 \u8282\u9010\u9879\u67e5\uff0c\u91cd\u70b9\u770b\u4e0b\u5355\u6570\u91cf\u7684\u5355\u4f4d\uff08\u80a1\uff09\u548c\u6307\u6807\u7684\u65f6\u70b9\u3002\u8ba9 AI \u628a\u6709\u7591\u95ee\u7684\u90a3\u51e0\u7b14\u9010\u7b14\u89e3\u91ca\uff0c\u901a\u5e38\u5c31\u80fd\u53d1\u73b0\u95ee\u9898\u3002<\/p>\n<p class=\"q\"><strong>\u95ee\uff1a\u80fd\u8ba9 AI \u76f4\u63a5\u5e2e\u6211\u4e0b\u5355\u5417\uff1f<\/strong><br>\n\u7b54\uff1a\u4e0d\u80fd\u3002<code>kh<\/code> \u53ea\u6709\u6570\u636e\u3001\u56de\u6d4b\u548c\u7ed3\u679c\u529f\u80fd\uff0c\u6ca1\u6709\u4efb\u4f55\u4e0b\u5355\u529f\u80fd\u3002<\/p>\n\n<p style=\"color:#888;font-size:.9em;\">\u672c\u7bc7\u57fa\u4e8e V3.4.1.10\u3001\u5f00\u6e90 V2 \u548c khQuant Skill v1.3.3 \u7f16\u5199\u3002<\/p>\n\n<nav class=\"khq-tn-nav\"><a class=\"prev\" href=\"https:\/\/khsci.com\/khQuant\/khquant-skill\/\"><span>\u4e0a\u4e00\u7bc7<\/span>3.3 khQuant \u7684 Skill \u4ecb\u7ecd<\/a><a class=\"next\" href=\"https:\/\/khsci.com\/khQuant\/examples\/\"><span>\u4e0b\u4e00\u7bc7<\/span>3.5 V3 \u5185\u7f6e\u7b56\u7565\u4e00\u89c8<\/a><\/nav>\n<\/div>\n\n","protected":false},"excerpt":{"rendered":"<p>\u9002\u7528\u7248\u672c V2V3 \u4f60\u7684\u6d4f\u89c8\u5668\u4e0d\u652f\u6301\u89c6\u9891\u64ad\u653e\uff0c\u53ef\u4ee5\u4e0b\u8f7d\u89c6\u9891\u89c2\u770b\u3002 \u672c\u7bc7\u91cd\u70b9\uff1a\u672c\u7bc7\u8bb2\u8ba9 AI \u5199\u7b56\u7565\u7684\u4e00\u5957\u56fa\u5b9a\u6d41 [&hellip;]<\/p>\n","protected":false},"author":0,"featured_media":0,"parent":0,"menu_order":3,"comment_status":"closed","ping_status":"closed","template":"template\/caidan.php","meta":{"_acf_changed":false,"footnotes":""},"class_list":["post-2072","page","type-page","status-publish","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/pages\/2072","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/types\/page"}],"replies":[{"embeddable":true,"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/comments?post=2072"}],"version-history":[{"count":0,"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/pages\/2072\/revisions"}],"wp:attachment":[{"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/media?parent=2072"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}