{"id":1306,"date":"2026-07-05T21:43:07","date_gmt":"2026-07-05T13:43:07","guid":{"rendered":"https:\/\/khsci.com\/khQuant\/khquant-skill\/"},"modified":"2026-10-11T19:40:11","modified_gmt":"2026-10-11T11:40:11","slug":"khquant-skill","status":"publish","type":"page","link":"https:\/\/khsci.com\/khQuant\/khquant-skill\/","title":{"rendered":"3.3 khQuant \u7684 Skill \u4ecb\u7ecd"},"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 code{background:#f3f6fa;border:1px solid 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.ph{aspect-ratio:16\/9;max-height:300px;width:100%;display:flex;flex-direction:column;align-items:center;justify-content:center;gap:6px;color:#4d6480;text-align:center;padding:16px;box-sizing:border-box;}\n.khq-tn .khq-tn-video.empty .play{width:54px;height:54px;border-radius:50%;background:#dbe7f5;color:#7b93b0;display:flex;align-items:center;justify-content:center;font-size:22px;padding-left:4px;box-sizing:border-box;}\n.khq-tn .khq-tn-video.empty span:last-child{font-size:13px;color:#7890ab;}\n.khq-tn .khq-tn-callout{margin:18px 0;padding:12px 16px 4px;border-radius:12px;border:1px solid;}\n.khq-tn .khq-tn-callout .lbl{font-weight:700;font-size:13px;margin-bottom:4px;letter-spacing:.04em;}\n.khq-tn .khq-tn-callout p{margin:0 0 10px;}\n.khq-tn .khq-tn-callout.v3{background:#fff8f1;border-color:#f6d3b0;}\n.khq-tn .khq-tn-callout.v3 .lbl{color:#b1520a;}\n.khq-tn .khq-tn-callout.tip{background:#f3f9ff;border-color:#cfe3f7;}\n.khq-tn .khq-tn-callout.tip .lbl{color:#0b5cad;}\n.khq-tn 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.15s,transform .15s;}\n.khq-tn .v3-case:hover{box-shadow:0 8px 20px rgba(229,46,113,.14);transform:translateY(-1px);}\n.khq-tn .v3-case .c-t{display:flex;align-items:center;gap:8px;font-weight:700;color:#b33a12;font-size:1.02em;}\n.khq-tn .v3-case .c-tag{font-size:11.5px;font-weight:700;color:#fff;background:linear-gradient(90deg,#ff8a00,#e52e71);border-radius:999px;padding:0 8px;line-height:1.7;}\n.khq-tn .v3-case .c-d{color:#5a4a42;font-size:.92em;line-height:1.65;margin-top:4px;}\n.khq-tn .v3-case .c-go{color:#c2410c;font-size:.9em;font-weight:700;margin-top:6px;}\n.khq-tn .v3-cases > p,.khq-tn .v3-cases > br{display:none;}\n.khq-tn .v3-warn{margin:12px 0 4px;padding:10px 14px;border-radius:10px;background:#fff4e5;border:1px dashed #f0a35e;color:#8a4b12;font-size:.93em;line-height:1.7;}\n.khq-tn .v3-warn b{color:#b45309;}\n@media (max-width:640px){.khq-tn .v3-cases{grid-template-columns:1fr;}}\n@media (max-width:900px){.khq-tn .v3-tiles{grid-template-columns:repeat(2,1fr);}}\n@media (max-width:600px){.khq-tn .v3-tiles{grid-template-columns:1fr;}.khq-tn .khq-tn-v3end .v3-cta{flex-direction:row;}}\n<\/style>\n<style>.khq-tn-ver .plat{display:inline-block;margin-left:6px;padding:1px 8px;border-radius:10px;font-size:.82em;background:#eef3f9;color:#2b4a6f;border:1px solid #d7e2ef}.khq-tn-ver .plat.no{background:#f6f6f6;color:#999;text-decoration:line-through;border-color:#e5e5e5}.khq-web-manual pre{white-space:pre-wrap}<\/style>\n<div class=\"khq-web-manual khq-tn\">\n<style>details.khq-fx-more{margin:14px 0;border:1px solid #e3eaf4;border-radius:12px;padding:10px 16px;background:#fbfcfe;}details.khq-fx-more summary{cursor:pointer;font-weight:600;color:#163b68;}<\/style>\n<div class=\"khq-tn-ver\">\u9002\u7528\u7248\u672c <span class=\"ver ver-v2\">V2<\/span><span class=\"ver ver-v3\">V3<\/span><\/div>\n\n<div class=\"khq-tn-video\" data-tn=\"3.3\"><video controls preload=\"none\" playsinline poster=\"\/khQuant\/media\/tutorial-new\/tn-3.3.jpg?v=8de163be\" src=\"\/khQuant\/media\/tutorial-new\/tn-3.3.mp4?v=8de163be\">\u4f60\u7684\u6d4f\u89c8\u5668\u4e0d\u652f\u6301\u89c6\u9891\u64ad\u653e\uff0c\u53ef\u4ee5<a href=\"\/khQuant\/media\/tutorial-new\/tn-3.3.mp4?v=8de163be\">\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\u4ecb\u7ecd khQuant Skill \u662f\u4ec0\u4e48\u3001\u91cc\u9762\u6709\u4ec0\u4e48\uff0c\u4ee5\u53ca V3 \u548c V2 \u7528\u6237\u5404\u81ea\u600e\u4e48\u7528\u5b83\u8ba9 AI \u5c11\u72af\u9519\u3002<\/p>\n\n<h2>1 Skill \u662f\u4ec0\u4e48<\/h2>\n<h3>1.1 \u4e00\u53e5\u8bdd\u8bf4\u6e05\u695a<\/h3>\n<p>Claude Code\u3001Codex\u3001Cursor\u3001DeepSeek harness\u3001WorkBuddy \u8fd9\u7c7b AI \u7f16\u7801\u52a9\u624b\uff08\u5176\u4ed6 AI \u7f16\u7801\u52a9\u624b\u4e5f\u90fd\u517c\u5bb9\uff09\uff0c\u80fd\u8bfb\u6587\u4ef6\u3001\u5199\u6587\u4ef6\u3001\u5728\u7ec8\u7aef\u91cc\u8fd0\u884c\u547d\u4ee4\u3002\u4f46\u5b83\u4eec\u5bf9 khQuant \u4e00\u65e0\u6240\u77e5\uff1a\u4e0d\u77e5\u9053\u6709\u54ea\u4e9b <code>kh<\/code> \u547d\u4ee4\uff0c\u4e0d\u77e5\u9053 <code>khHandlebar<\/code> \u8981\u8fd4\u56de\u4ec0\u4e48\uff0c\u4e5f\u4e0d\u77e5\u9053 <code>.kh<\/code> \u914d\u7f6e\u6587\u4ef6\u957f\u4ec0\u4e48\u6837\u3002\u4e0d\u77e5\u9053\u7684\u65f6\u5019\uff0cAI \u5f80\u5f80\u4f1a\u300c\u5408\u7406\u5730\u731c\u300d\uff0c\u731c\u51fa\u6765\u7684\u53c2\u6570\u548c\u51fd\u6570\u540d\u770b\u4e0a\u53bb\u5f88\u50cf\u771f\u7684\uff0c\u8dd1\u8d77\u6765\u624d\u62a5\u9519\u3002<\/p>\n<p>Skill \u5c31\u662f\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u7684\uff1a\u5b83\u662f\u4e00\u4e2a\u6587\u4ef6\u5939\uff0c\u91cc\u9762\u6709\u4e00\u4efd\u5165\u53e3\u8bf4\u660e <code>SKILL.md<\/code> \u548c\u82e5\u5e72\u4efd\u53c2\u8003\u6587\u6863\u3002AI \u5de5\u5177\u542f\u52a8\u65f6\u4f1a\u767b\u8bb0\u8fd9\u4e2a\u6587\u4ef6\u5939\uff0c\u5f53\u4f60\u8bf4\u5230\u300c\u56de\u6d4b\u300d\u300c\u4e0b\u8f7d\u80a1\u7968\u6570\u636e\u300d\u300c\u5199\u4e2a MACD \u7b56\u7565\u300d\u4e4b\u7c7b\u7684\u8bdd\uff0cAI \u5c31\u5148\u8bfb Skill\uff0c\u518d\u6309\u91cc\u9762\u5199\u7684\u771f\u5b9e\u547d\u4ee4\u548c API \u505a\u4e8b\u3002<\/p>\n<p>\u53ef\u4ee5\u628a\u5b83\u7406\u89e3\u4e3a\uff1a\u4f60\u8bf7\u4e86\u4e00\u4f4d\u61c2\u7f16\u7a0b\u3001\u4f46\u6ca1\u7528\u8fc7 khQuant \u7684\u52a9\u624b\uff0cSkill \u662f\u4f60\u585e\u7ed9\u4ed6\u7684\u90a3\u672c\u64cd\u4f5c\u624b\u518c\uff0c\u5916\u52a0\u300c\u54ea\u4e9b\u4e8b\u53ef\u4ee5\u76f4\u63a5\u505a\u3001\u54ea\u4e9b\u4e8b\u8981\u5148\u95ee\u6211\u300d\u7684\u89c4\u77e9\u3002<\/p>\n\n<h3>1.2 \u6ca1\u6709 Skill \u65f6 AI \u5e38\u72af\u7684\u9519<\/h3>\n<p>\u4e0b\u9762\u8fd9\u4e9b\u9519\u8bef\uff0c\u5728\u4e0d\u7ed9\u53c2\u8003\u8d44\u6599\u3001\u76f4\u63a5\u8ba9 AI\u300c\u5199\u4e00\u4e2a khQuant \u53cc\u5747\u7ebf\u7b56\u7565\u300d\u65f6\u5f88\u5e38\u89c1\u3002Skill \u7684\u53c2\u8003\u6587\u6863\u91cc\u90fd\u6709\u5bf9\u5e94\u7684\u89c4\u5b9a\uff1a<\/p>\n<ul>\n<li><strong>\u7f16\u9020\u51fd\u6570\u548c\u53c2\u6570<\/strong>\uff1a\u5199\u51fa khQuant \u91cc\u4e0d\u5b58\u5728\u7684\u51fd\u6570\uff0c\u6216\u7ed9 <code>kh run<\/code> \u52a0\u4e0a\u4e0d\u5b58\u5728\u7684\u9009\u9879\u3002<\/li>\n<li><strong>\u4fe1\u53f7\u5217\u8868\u7528\u9519\u65b9\u6cd5<\/strong>\uff1a<code>generate_signal<\/code> \u8fd4\u56de\u7684\u662f\u5217\u8868\uff0c\u8981\u7528 <code>signals.extend()<\/code> \u5408\u5e76\uff1b\u5199\u6210 <code>signals.append()<\/code> \u4f1a\u628a\u5217\u8868\u5957\u8fdb\u5217\u8868\uff0c\u4fe1\u53f7\u4e0d\u6267\u884c\u3002<\/li>\n<li><strong>\u80a1\u7968\u4ee3\u7801\u4e0d\u5e26\u540e\u7f00<\/strong>\uff1a\u5199 <code>\"000001\"<\/code> \u800c\u4e0d\u662f <code>\"000001.SZ\"<\/code>\uff0c\u7ed3\u679c\u53d6\u4e0d\u5230\u6570\u636e\u3002<\/li>\n<li><strong>\u5468\u671f\u5bf9\u4e0d\u4e0a<\/strong>\uff1a\u914d\u7f6e\u662f\u65e5\u7ebf\u89e6\u53d1\uff0c\u4ee3\u7801\u91cc\u5374\u7528 <code>khHistory(..., '1m')<\/code> \u53d6\u5206\u949f\u6570\u636e\u3002<\/li>\n<li><strong>\u5f15\u5165\u672a\u6765\u6570\u636e<\/strong>\uff1a\u81ea\u5df1\u4ece\u6570\u636e\u5e93\u8bfb\u5230\u300c\u4eca\u5929\u300d\u7684\u6536\u76d8\u4ef7\u518d\u5224\u65ad\u4eca\u5929\u7684\u4e70\u5356\u3002<\/li>\n<li><strong>\u6570\u91cf\u5355\u4f4d\u641e\u9519<\/strong>\uff1a\u4fe1\u53f7\u91cc\u7684 <code>volume<\/code> \u5355\u4f4d\u662f\u300c\u80a1\u300d\uff0c\u4e0d\u662f\u300c\u624b\u300d\u3002<\/li>\n<\/ul>\n\n<h3>1.3 \u5b83\u662f\u600e\u4e48\u8d77\u4f5c\u7528\u7684<\/h3>\n<p>Skill \u4e0d\u662f\u7a0b\u5e8f\uff0c\u4e0d\u4f1a\u5728\u540e\u53f0\u8fd0\u884c\uff0c\u4e5f\u4e0d\u6539 khQuant \u8f6f\u4ef6\u672c\u8eab\u3002\u5b83\u7684\u4f5c\u7528\u8fc7\u7a0b\u662f\u8fd9\u6837\u7684\uff1a<\/p>\n<figure class=\"khq-tn-fig\"><a href=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/diagrams\/d33-how.svg?v=11053e3b\" target=\"_blank\" rel=\"noopener\" title=\"\u70b9\u51fb\u67e5\u770b\u5927\u56fe\"><img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/diagrams\/d33-how.svg?v=11053e3b\" width=\"1220\" height=\"436\" alt=\"AI \u600e\u4e48\u901a\u8fc7 Skill \u7528\u4e0a kh \u547d\u4ee4\" loading=\"lazy\"><\/a><figcaption>AI \u600e\u4e48\u901a\u8fc7 Skill \u7528\u4e0a kh \u547d\u4ee4<\/figcaption><\/figure>\n<ol>\n<li><strong>\u767b\u8bb0<\/strong>\uff1aAI \u5de5\u5177\u542f\u52a8\u65f6\uff0c\u8bfb\u5230 <code>SKILL.md<\/code> \u5f00\u5934\u7684\u4e00\u6bb5\u63cf\u8ff0\u3002\u8fd9\u6bb5\u63cf\u8ff0\u5217\u51fa\u4e86\u4e00\u6279\u89e6\u53d1\u8bcd\uff0c\u6bd4\u5982\u300c\u56de\u6d4b\u300d\u300ckh\u547d\u4ee4\u300d\u300c\u53cc\u5747\u7ebf\u300d\u300cMACD\u300d\u300ckhHistory\u300d\u300c.kh\u914d\u7f6e\u6587\u4ef6\u300d\u7b49\u3002<\/li>\n<li><strong>\u89e6\u53d1<\/strong>\uff1a\u4f60\u7684\u8bdd\u91cc\u51fa\u73b0\u8fd9\u4e9b\u8bcd\u65f6\uff0cAI \u5224\u65ad\u8be5\u7528\u8fd9\u4e2a Skill\uff0c\u8bfb\u5165 <code>SKILL.md<\/code> \u6b63\u6587\u3002\u4f60\u4e5f\u53ef\u4ee5\u70b9\u540d\u4f7f\u7528\uff1aClaude Code \u91cc\u8f93\u5165 <code>\/khquant<\/code>\uff0cCodex \u91cc\u8f93\u5165 <code>&#36;khquant<\/code>\u3002<\/li>\n<li><strong>\u6309\u9700\u52a0\u8f7d<\/strong>\uff1a<code>SKILL.md<\/code> \u91cc\u6709\u4e00\u5f20\u300c\u4f60\u60f3\u505a\u4ec0\u4e48 \u2192 \u8bfb\u54ea\u4efd\u53c2\u8003\u6587\u4ef6\u300d\u7684\u5bf9\u7167\u8868\u3002\u6bd4\u5982\u4f60\u8bf4\u300c\u5199\u7b56\u7565\u300d\uff0cAI \u53bb\u8bfb <code>strategy-development.md<\/code>\uff1b\u8bf4\u300c\u62a5\u9519\u4e86\u300d\uff0c\u53bb\u8bfb <code>troubleshooting.md<\/code>\u3002\u7528\u4e0d\u5230\u7684\u6587\u4ef6\u4e0d\u8bfb\uff0c\u7701\u4e0b\u5bf9\u8bdd\u7bc7\u5e45\u3002<\/li>\n<li><strong>\u6267\u884c<\/strong>\uff1aAI \u6309\u53c2\u8003\u6587\u4ef6\u91cc\u7684\u547d\u4ee4\u683c\u5f0f\u548c API \u5199\u4ee3\u7801\u3001\u8dd1\u547d\u4ee4\uff0c\u5e76\u9075\u5b88 <code>SKILL.md<\/code> \u89c4\u5b9a\u7684\u5b89\u5168\u89c4\u5219\uff08\u7b2c 4 \u8282\uff09\u3002<\/li>\n<\/ol>\n\n<h3>1.4 \u548c\u65e7\u300c\u63d0\u793a\u8bcd\u5de5\u7a0b\u300d\u7684\u5173\u7cfb<\/h3>\n<p>\u4ee5\u524d\u7684\u6559\u7a0b\u63d0\u4f9b\u8fc7\u4e24\u6bb5\u5f88\u957f\u7684\u300c\u63d0\u793a\u8bcd\u5de5\u7a0b\u300d\uff08V2 \u7248\u3001V3 \u7248\u5404\u4e00\u6bb5\uff09\uff0c\u7528\u6cd5\u662f\u5f00\u4e00\u4e2a\u65b0\u5bf9\u8bdd\uff0c\u628a\u6574\u6bb5\u6587\u5b57\u7c98\u8d34\u7ed9 AI\uff0c\u518d\u63cf\u8ff0\u7b56\u7565\u3002\u8fd9\u4e2a\u529e\u6cd5\u6709\u6548\uff0c\u4f46\u6709\u51e0\u4e2a\u95ee\u9898\uff1a\u6bcf\u6b21\u90fd\u8981\u7c98\u8d34\u4e0a\u4e07\u5b57\uff1b\u5185\u5bb9\u5199\u6b7b\u5728\u7f51\u9875\u91cc\uff0c\u8f6f\u4ef6\u66f4\u65b0\u540e\u5bb9\u6613\u8fc7\u65f6\uff1b\u800c\u4e14\u53ea\u7ba1\u5199\u4ee3\u7801\uff0c\u4e0d\u7ba1\u4e0b\u6570\u636e\u3001\u8dd1\u56de\u6d4b\u3002<\/p>\n<p>Skill \u628a\u540c\u6837\u7684\u77e5\u8bc6\u62c6\u6210\u4e86\u6309\u573a\u666f\u7ec4\u7ec7\u7684\u6587\u4ef6\uff0c\u5e76\u8865\u4e0a\u4e86\u547d\u4ee4\u884c\u64cd\u4f5c\u3001\u7ed3\u679c\u89e3\u8bfb\u3001\u6392\u9519\u8fd9\u4e9b\u5185\u5bb9\uff0c\u8ddf\u7740\u8f6f\u4ef6\u7248\u672c\u4e00\u8d77\u66f4\u65b0\u3002<strong>\u65e7\u7684\u63d0\u793a\u8bcd\u5de5\u7a0b\u4e0d\u518d\u7ef4\u62a4<\/strong>\uff0c\u672c\u7bc7\u53d6\u4ee3\u90a3\u4e24\u7bc7\u6559\u7a0b\u3002V2 \u7528\u6237\u539f\u6765\u300c\u7c98\u8d34\u63d0\u793a\u8bcd\u300d\u7684\u7528\u6cd5\uff0c\u6362\u6210\u7b2c 5 \u8282\u7684\u300c\u4e0a\u4f20\u53c2\u8003\u6587\u6863\u300d\u5373\u53ef\uff0c\u601d\u8def\u4e0d\u53d8\uff0c\u8d44\u6599\u66f4\u65b0\u3002<\/p>\n\n<h2 id=\"where\">2 Skill \u88c5\u5728\u54ea<\/h2>\n<p>Skill \u672c\u4f53\u662f\u4ed3\u5e93\u91cc\u7684 <code>skills\/khquant<\/code> \u6587\u4ef6\u5939\u3002\u53d6\u5f97\u65b9\u5f0f\u4e8c\u9009\u4e00\uff1a<code>git clone https:\/\/github.com\/khscience\/khquant-skill.git<\/code>\uff0c\u6216\u5728 GitHub \u9875\u9762\u70b9 Code \u2192 Download ZIP \u540e\u89e3\u538b\u3002\u7136\u540e\u628a <code>skills\/khquant<\/code> \u6574\u4e2a\u6587\u4ef6\u5939\u590d\u5236\u5230\u5bf9\u5e94\u5de5\u5177\u7684 Skill \u76ee\u5f55\uff1a<\/p>\n<div class=\"khq-tn-table\"><table>\n<thead><tr><th style=\"text-align:left;\">\u5de5\u5177<\/th><th style=\"text-align:left;\">\u653e\u5230\u54ea\u91cc<\/th><th style=\"text-align:left;\">\u600e\u4e48\u70b9\u540d\u4f7f\u7528<\/th><\/tr><\/thead>\n<tbody>\n<tr><td>Claude Code<\/td><td><code>~\/.claude\/skills\/khquant<\/code>\uff08Windows\uff1a<code>%USERPROFILE%\\.claude\\skills\\khquant<\/code>\uff09<\/td><td><code>\/khquant<\/code><\/td><\/tr>\n<tr><td>Codex<\/td><td><code>~\/.codex\/skills\/khquant<\/code>\uff08Windows\uff1a<code>%USERPROFILE%\\.codex\\skills\\khquant<\/code>\uff09<\/td><td><code>&#36;khquant<\/code><\/td><\/tr>\n<tr><td>Cursor<\/td><td><code>~\/.cursor\/skills\/khquant<\/code>\uff0c\u6216\u628a <code>SKILL.md<\/code> \u7684\u5185\u5bb9\u653e\u8fdb\u9879\u76ee\u6839\u76ee\u5f55\u7684 <code>AGENTS.md<\/code>\uff0creferences \u6587\u4ef6\u5939\u653e\u8fdb\u9879\u76ee\u91cc<\/td><td>\u76f4\u63a5\u7528\u81ea\u7136\u8bed\u8a00<\/td><\/tr>\n<\/tbody>\n<\/table><\/div>\n<p>DeepSeek harness\u3001WorkBuddy \u7b49\u5176\u4ed6 AI \u7f16\u7801\u52a9\u624b\u4e5f\u90fd\u517c\u5bb9\uff1a\u6309\u5404\u5de5\u5177\u8bf4\u660e\u653e\u8fdb\u5b83\u7684 Skill \u76ee\u5f55\uff0c\u6216\u8005\u628a <code>SKILL.md<\/code> \u5f53\u4f5c\u9879\u76ee\u8bf4\u660e\u4ea4\u7ed9\u5b83\u3002<\/p>\n<p>\u590d\u5236\u597d\u540e\u91cd\u542f AI \u5de5\u5177\u3002\u6700\u7701\u4e8b\u7684\u529e\u6cd5\u662f\u76f4\u63a5\u8ba9 AI \u81ea\u5df1\u88c5\uff1a\u544a\u8bc9\u5b83\u4ed3\u5e93\u5730\u5740\uff0c\u8ba9\u5b83\u628a <code>skills\/khquant<\/code> \u88c5\u5230\u5b83\u81ea\u5df1\u7684\u7528\u6237\u7ea7 Skill \u76ee\u5f55\uff0c\u5e76\u544a\u8bc9\u4f60\u88c5\u5728\u4e86\u54ea\u91cc\u3002<\/p>\n<p>\u9010\u6b65\u7684\u5b89\u88c5\u547d\u4ee4\uff08Windows PowerShell\u3001macOS \/ Linux\uff09\u3001\u7528 API \u4e2d\u8f6c\u7ad9\u63a5\u5165 Codex\u3001\u7b2c\u4e00\u6b21\u5bf9\u8bdd\u600e\u4e48\u8bf4\uff0c\u90fd\u5728 <a href=\"https:\/\/khsci.com\/khQuant\/cli\/\">2.2 \u547d\u4ee4\u884c\u6a21\u5f0f\u4e0e AI \u667a\u80fd\u7b56\u7565\u7814\u7a76<\/a>\u91cc\uff0c\u8fd9\u91cc\u4e0d\u91cd\u590d\u3002\u5404\u5de5\u5177\u7684 Skill \u76ee\u5f55\u53ef\u80fd\u968f\u5b83\u4eec\u7684\u7248\u672c\u53d8\u5316\uff0c\u4ee5\u5de5\u5177\u5f53\u524d\u7684\u8bf4\u660e\u4e3a\u51c6\u3002<\/p>\n<div class=\"khq-tn-callout tip\"><div class=\"lbl\">\u63d0\u793a<\/div><p>\u53ea\u6709 V3 \u9700\u8981\u300c\u5b89\u88c5\u300dSkill\u3002V2 \u7528\u6237\u4e0d\u7528\u88c5\uff0c\u76f4\u63a5\u4ece\u4ed3\u5e93\u91cc\u53d6\u51fa\u53c2\u8003\u6587\u6863\u5373\u53ef\uff0c\u89c1\u7b2c 5 \u8282\u3002<\/p><\/div>\n\n<h2>3 Skill \u91cc\u9762\u6709\u4ec0\u4e48<\/h2>\n<h3>3.1 \u76ee\u5f55\u7ed3\u6784<\/h3>\n<figure class=\"khq-tn-fig\"><a href=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/diagrams\/d33-parts.svg?v=20b7e323\" target=\"_blank\" rel=\"noopener\" title=\"\u70b9\u51fb\u67e5\u770b\u5927\u56fe\"><img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/diagrams\/d33-parts.svg?v=20b7e323\" width=\"1220\" height=\"516\" alt=\"Skill \u7531\u4ec0\u4e48\u7ec4\u6210\uff1a\u5165\u53e3 SKILL.md \u52a0 9 \u4efd\u53c2\u8003\u6587\u6863\" loading=\"lazy\"><\/a><figcaption>Skill \u7531\u4ec0\u4e48\u7ec4\u6210\uff1a\u5165\u53e3 SKILL.md \u52a0 9 \u4efd\u53c2\u8003\u6587\u6863<\/figcaption><\/figure>\n<p>\u4ed3\u5e93\u91cc\u7684\u5b8c\u6574\u76ee\u5f55\uff1a<\/p>\n<pre><code>khquant-skill\/\n\u251c\u2500\u2500 README.md                  \u4ed3\u5e93\u8bf4\u660e\uff1a\u5b89\u88c5\u65b9\u6cd5\u3001\u7248\u672c\u8bb0\u5f55\n\u251c\u2500\u2500 LICENSE                    MIT \u8bb8\u53ef\n\u2514\u2500\u2500 skills\/khquant\/            \u2190 \u771f\u6b63\u8981\u590d\u5236\u7684\u5c31\u662f\u8fd9\u4e2a\u6587\u4ef6\u5939\n    \u251c\u2500\u2500 SKILL.md               \u5165\u53e3\uff1a\u89e6\u53d1\u8bcd\u3001\u6267\u884c\u89c4\u5219\u3001\u573a\u666f\u5bf9\u7167\u8868\n    \u251c\u2500\u2500 agents\/openai.yaml     Codex \u754c\u9762\u91cc\u663e\u793a\u7684\u540d\u79f0\u3001\u7b80\u4ecb\u548c\u9ed8\u8ba4\u63d0\u793a\n    \u2514\u2500\u2500 references\/            9 \u4efd\u53c2\u8003\u6587\u6863\n        \u251c\u2500\u2500 setup.md\n        \u251c\u2500\u2500 data-management.md\n        \u251c\u2500\u2500 strategy-development.md\n        \u251c\u2500\u2500 backtesting.md\n        \u251c\u2500\u2500 web-backtesting.md\n        \u251c\u2500\u2500 results-analysis.md\n        \u251c\u2500\u2500 troubleshooting.md\n        \u251c\u2500\u2500 command-reference.md\n        \u2514\u2500\u2500 pools-and-codes.md<\/code><\/pre>\n\n<h3>3.2 SKILL.md\uff1a\u5165\u53e3\u548c\u89c4\u77e9<\/h3>\n<p><code>SKILL.md<\/code> \u662f AI \u6700\u5148\u8bfb\u7684\u6587\u4ef6\uff0c\u4e3b\u8981\u5199\u4e86\u56db\u4ef6\u4e8b\uff1a<\/p>\n<ul>\n<li><strong>\u4ec0\u4e48\u65f6\u5019\u7528<\/strong>\uff1a\u5f00\u5934\u7684\u89e6\u53d1\u8bcd\u5217\u8868\u3002<\/li>\n<li><strong>\u6267\u884c\u89c4\u5219<\/strong>\uff1a\u547d\u4ee4\u5206\u4e09\u6863\uff08\u67e5\u8be2\u7c7b\u76f4\u63a5\u6267\u884c\u3001\u4fee\u6539\u7c7b\u786e\u8ba4\u540e\u6267\u884c\u3001\u5371\u9669\u7c7b\u5fc5\u987b\u660e\u786e\u540c\u610f\uff09\uff1b\u6bcf\u6761\u547d\u4ee4\u6267\u884c\u524d\u5148\u5199\u4e00\u884c <code>&#36; kh \u2026<\/code> \u7ed9\u4f60\u770b\uff1b\u4e0d\u78b0 Token \u548c API Key\u3002<\/li>\n<li><strong>\u5148\u68c0\u67e5\u518d\u52a8\u624b<\/strong>\uff1a\u7b2c\u4e00\u6b21\u4f7f\u7528\u65f6\u5148\u8fd0\u884c <code>kh version<\/code> \u786e\u8ba4\u662f V3\uff0c\u518d\u8fd0\u884c <code>kh doctor<\/code> \u68c0\u67e5\u73af\u5883\uff1b\u53d1\u73b0\u662f V2 \u6216\u627e\u4e0d\u5230 <code>kh<\/code> \u547d\u4ee4\u5c31\u505c\u4e0b\uff0c\u63d0\u793a\u4f60\u53bb\u5b89\u88c5\u3002<\/li>\n<li><strong>\u573a\u666f\u5bf9\u7167\u8868\u548c\u5e38\u7528\u6d41\u7a0b<\/strong>\uff1a\u65b0\u7528\u6237\u4e0a\u624b\u3001\u65e5\u5e38\u56de\u6d4b\u3001\u7f51\u9875\u56de\u6d4b\u3001\u5404\u6570\u636e\u6e90\u7684\u80fd\u529b\u8fb9\u754c\u3001\u7ed3\u679c\u600e\u4e48\u89e3\u8bfb\u3002<\/li>\n<\/ul>\n\n<h3>3.3 \u4e5d\u4efd\u53c2\u8003\u6587\u6863<\/h3>\n<div class=\"khq-tn-table\"><table>\n<thead><tr><th style=\"text-align:left;\">\u6587\u4ef6<\/th><th style=\"text-align:left;\">\u8bb2\u4ec0\u4e48<\/th><th style=\"text-align:left;\">V2 \u7528\u6237\u7528\u5f97\u4e0a\u5417<\/th><\/tr><\/thead>\n<tbody>\n<tr><td><code>setup.md<\/code><\/td><td>\u9996\u6b21\u914d\u7f6e\uff1a<code>kh init<\/code> \u7684 5 \u4e2a\u6b65\u9aa4\u3001\u521d\u59cb\u5316\u540e\u600e\u4e48\u9a8c\u8bc1\u3001<code>kh config<\/code> \u5e38\u7528\u914d\u7f6e\u9879<\/td><td>\u7528\u4e0d\u4e0a<\/td><\/tr>\n<tr><td><code>data-management.md<\/code><\/td><td>\u6570\u636e\u7ba1\u7406\uff1a\u5404\u6570\u636e\u6e90\u80fd\u505a\u4ec0\u4e48\u3001<code>kh data download<\/code> \u7684\u53c2\u6570\u3001\u67e5\u770b\/\u5bfc\u51fa\/\u626b\u63cf\u7f3a\u53e3\/\u540c\u6b65\/\u4fee\u590d\u6570\u636e<\/td><td>\u7528\u4e0d\u4e0a<\/td><\/tr>\n<tr><td><code>strategy-development.md<\/code><\/td><td>\u7b56\u7565\u5f00\u53d1\uff1a\u56de\u8c03\u51fd\u6570\u3001<code>data<\/code> \u7ed3\u6784\u3001\u4fe1\u53f7\u683c\u5f0f\u3001\u5168\u90e8\u7b56\u7565 API\u3001MyTT \u6307\u6807\u3001<code>.kh<\/code> \u914d\u7f6e\u7ed3\u6784\u3001\u7f16\u7a0b\u89c4\u8303\u548c\u5e38\u89c1\u9519\u8bef<\/td><td><strong>\u6700\u6709\u7528<\/strong>\uff0c\u89c1\u4e0b\u4e00\u5c0f\u8282<\/td><\/tr>\n<tr><td><code>backtesting.md<\/code><\/td><td>\u56de\u6d4b\u6267\u884c\uff1a<code>kh run<\/code> \u7684\u7528\u6cd5\u3001\u7528\u547d\u4ee4\u884c\u53c2\u6570\u4e34\u65f6\u8986\u76d6\u533a\u95f4\/\u8d44\u91d1\/\u80a1\u7968\u6c60\u3001\u5185\u5b58\u6a21\u5f0f\u3001\u8f93\u51fa\u683c\u5f0f<\/td><td>\u7528\u4e0d\u4e0a<\/td><\/tr>\n<tr><td><code>web-backtesting.md<\/code><\/td><td>\u7f51\u9875\u5de5\u4f5c\u53f0\uff1a<code>kh web<\/code> \u7684\u542f\u52a8\u65b9\u5f0f\u3001\u5bfc\u5165\u9879\u76ee\u3001\u8fd0\u884c\u548c\u65e5\u5fd7\u3001\u5e38\u89c1\u72b6\u6001\u5f02\u5e38<\/td><td>\u7528\u4e0d\u4e0a<\/td><\/tr>\n<tr><td><code>results-analysis.md<\/code><\/td><td>\u7ed3\u679c\u5206\u6790\uff1a<code>kh result list\/show\/report\/compare<\/code>\u3001\u5404\u7ee9\u6548\u6307\u6807\u7684\u542b\u4e49\u3001<code>summary.csv<\/code> \u5b57\u6bb5<\/td><td>\u6307\u6807\u542b\u4e49\u90e8\u5206\u53ef\u53c2\u8003<\/td><\/tr>\n<tr><td><code>troubleshooting.md<\/code><\/td><td>\u6545\u969c\u6392\u67e5\uff1a\u300c\u5c1a\u672a\u521d\u59cb\u5316\u300d\u300c\u627e\u4e0d\u5230 kh \u547d\u4ee4\u300d\u300c\u6570\u636e\u5e93\u88ab\u9501\u5b9a\u300d\u7b49\u5e38\u89c1\u62a5\u9519\u548c\u4fee\u6cd5<\/td><td>\u7528\u4e0d\u4e0a<\/td><\/tr>\n<tr><td><code>command-reference.md<\/code><\/td><td>\u547d\u4ee4\u901f\u67e5\uff1a<code>kh<\/code> \u5168\u90e8\u5b50\u547d\u4ee4\u548c\u53c2\u6570<\/td><td>\u7528\u4e0d\u4e0a<\/td><\/tr>\n<tr><td><code>pools-and-codes.md<\/code><\/td><td>\u80a1\u7968\u4ee3\u7801\u683c\u5f0f\uff08<code>.SH<\/code>\/<code>.SZ<\/code>\/<code>.BJ<\/code>\uff09\u3001\u9884\u8bbe\u80a1\u7968\u6c60\u540d\u79f0\u3001\u57fa\u51c6\u6307\u6570<\/td><td>\u4ee3\u7801\u683c\u5f0f\u90e8\u5206\u6709\u7528<\/td><\/tr>\n<\/tbody>\n<\/table><\/div>\n\n<h3>3.4 strategy-development.md\uff1a\u6700\u65b0\u6700\u5168\u7684\u7b56\u7565 API \u8bf4\u660e<\/h3>\n<p>\u8fd9\u4efd\u6587\u4ef6\u662f Skill \u91cc\u6700\u957f\u7684\u4e00\u4efd\uff0c\u4e5f\u662f\u5199\u7b56\u7565\u65f6\u6700\u8be5\u4ea4\u7ed9 AI \u7684\u4e00\u4efd\u3002\u5b83\u628a\u539f\u6765\u6563\u5728\u51e0\u7bc7\u6559\u7a0b\u91cc\u7684\u5185\u5bb9\u96c6\u4e2d\u5230\u4e86\u4e00\u8d77\uff1a<\/p>\n<ul>\n<li><strong>\u7b56\u7565\u6587\u4ef6\u7ed3\u6784<\/strong>\uff1a<code>from khQuantImport import *<\/code> \u7edf\u4e00\u5bfc\u5165\uff1b<code>init<\/code>\u3001<code>khHandlebar<\/code>\u3001<code>khPreMarket<\/code>\u3001<code>khPostMarket<\/code> \u56db\u4e2a\u56de\u8c03\u7684\u7b7e\u540d\u3001\u8c03\u7528\u65f6\u673a\u548c\u8fd4\u56de\u503c\u3002<\/li>\n<li><strong><code>data<\/code> \u5b57\u5178<\/strong>\uff1a\u5f53\u524d\u65f6\u95f4\u3001\u8d26\u6237\u3001\u6301\u4ed3\u3001\u80a1\u7968\u6c60\u3001\u6bcf\u53ea\u80a1\u7968\u7684\u884c\u60c5\u5206\u522b\u653e\u5728\u54ea\u4e2a\u952e\u91cc\u3002<\/li>\n<li><strong>\u4ea4\u6613\u4fe1\u53f7\u683c\u5f0f<\/strong>\uff1a<code>code<\/code>\u3001<code>action<\/code>\u3001<code>price<\/code>\u3001<code>volume<\/code> \u7b49\u5b57\u6bb5\u3002<\/li>\n<li><strong>\u53d6\u6570\u51fd\u6570<\/strong>\uff1a<code>khGet<\/code>\u3001<code>khPrice<\/code>\u3001<code>khIndex<\/code>\u3001<code>khHas<\/code>\u3001<code>khAddExtraFields<\/code>\u3001<code>khHistory<\/code>\u3001<code>khDuckDB<\/code>\u3001<code>khMA<\/code>\uff0c\u6bcf\u4e2a\u90fd\u6709\u7b7e\u540d\u3001\u53c2\u6570\u8868\u548c\u793a\u4f8b\u3002<\/li>\n<li><strong>\u9ad8\u6027\u80fd\u6307\u6807\u6a21\u5f0f<\/strong>\uff1a\u5148\u7528 <code>khDuckWrite<\/code> \u628a\u6307\u6807\u5199\u8fdb\u6570\u636e\u5e93\uff0c\u7b56\u7565\u91cc\u7528 <code>khAddExtraFields<\/code> + <code>khIndex<\/code> \u96f6\u8bfb\u76d8\u53d6\u503c\u3002<\/li>\n<li><strong>\u4ea4\u6613\u8f85\u52a9<\/strong>\uff1a<code>generate_signal<\/code>\uff08\u6309\u8d44\u91d1\u6bd4\u4f8b\u6216\u80a1\u6570\u751f\u6210\u4fe1\u53f7\uff09\u3001\u6302\u5355\u67e5\u8be2\u548c\u64a4\u5355\u51fd\u6570\u3001<code>calculate_max_buy_volume<\/code>\u3001\u51e0\u4e2a\u8f85\u52a9\u7c7b\u3002<\/li>\n<li><strong>\u65f6\u95f4\u5de5\u5177<\/strong>\uff1a<code>is_trade_day<\/code>\u3001<code>get_trade_days_count<\/code> \u7b49\u3002<\/li>\n<li><strong>MyTT \u6307\u6807\u5e93<\/strong>\uff1a\u5747\u7ebf\u3001MACD\u3001KDJ\u3001RSI\u3001\u5e03\u6797\u5e26\u3001ATR \u7b49\u6307\u6807\u548c <code>CROSS<\/code>\u3001<code>REF<\/code>\u3001<code>HHV<\/code> \u7b49\u5de5\u5177\u51fd\u6570\u7684\u6e05\u5355\u3002<\/li>\n<li><strong><code>.kh<\/code> \u914d\u7f6e\u7ed3\u6784<\/strong>\uff1a\u5404\u914d\u7f6e\u8282\u7684\u5b57\u6bb5\u3001\u89e6\u53d1\u65b9\u5f0f\u548c\u6570\u636e\u5468\u671f\u600e\u4e48\u642d\u914d\u3001\u65e5\u5185\u591a\u6b21\u89e6\u53d1\u3001\u590d\u6743\u65b9\u5f0f\u3001\u6ed1\u70b9\u7b97\u6cd5\u3001T+0 \u5224\u5b9a\u3002<\/li>\n<li><strong>\u5b8c\u6574\u7b56\u7565\u6a21\u677f\u3001\u7f16\u7a0b\u89c4\u8303\u548c\u5e38\u89c1\u9519\u8bef\u8868<\/strong>\uff1aAI \u5199\u5b8c\u4ee3\u7801\u540e\u53ef\u4ee5\u5bf9\u7167\u81ea\u67e5\u3002<\/li>\n<\/ul>\n<p>V2 \u548c V3 \u7684\u7b56\u7565\u63a5\u53e3\u5b8c\u5168\u76f8\u540c\uff0c\u6240\u4ee5\u8fd9\u4efd\u6587\u4ef6 V2 \u7528\u6237\u540c\u6837\u53ef\u4ee5\u62ff\u6765\u7528\u3002\u6587\u4ef6\u91cc\u51fa\u73b0\u7684 <code>kh strategy create<\/code>\u3001<code>kh strategy validate<\/code> \u7b49\u547d\u4ee4\u53ea\u5728 V3 \u6709\uff0cV2 \u7528\u6237\u5ffd\u7565\u5373\u53ef\u3002<\/p>\n<p>\u8fd9\u4efd\u6587\u4ef6\u4ee5 API \u4e3a\u4e3b\uff0c\u6709\u51e0\u5904\u7ec6\u8282\u6ca1\u6709\u5c55\u5f00\uff1a\u4fe1\u53f7\u7684\u53ef\u9009\u5b57\u6bb5\uff08<code>order_type<\/code>\u3001<code>time_in_force<\/code> \u7b49\uff09\u3001\u65e5\u5fd7\u91cc\u5e26 <code>&#91;TRADE]<\/code> \u7684\u6d88\u606f\u4f1a\u5728\u754c\u9762\u4e0a\u9ad8\u4eae\u3001\u76d8\u524d\/\u76d8\u540e\u4fe1\u53f7\u5982\u4f55\u8f6c\u6210\u6302\u5355\u3002\u53e6\u5916\u8fd9\u4efd\u6587\u4ef6\u6709\u51e0\u5904\u8bf4\u6cd5\u4e0d\u51c6\uff0c\u8bf7\u4ee5\u672c\u6559\u7a0b\u4e3a\u51c6\uff1a\u628a <code>init<\/code> \u6807\u6210\u300c\u63a8\u8350\u300d\uff0c\u5b9e\u9645\u5fc5\u987b\u5199\uff0c\u5e76\u4e14\u8981\u5e26 <code>stock_codes, init_data<\/code> \u4e24\u4e2a\u53c2\u6570\uff1b\u5199 <code>current_time<\/code> \u652f\u6301\u300cYYYYMMDDHHMMSS\u300d\u8fde\u5199\uff0c\u5b9e\u9645\u4f1a\u629b <code>ValueError<\/code>\uff0c\u8bf7\u4f20 <code>khGet(data, \"date_num\")<\/code> \u6216 <code>khGet(data, \"datetime_str\")<\/code>\uff1b\u4fe1\u53f7\u7684 <code>volume<\/code> \u6ca1\u5199\u5355\u4f4d\uff0c\u5355\u4f4d\u662f\u80a1\u3002\u8fd9\u4e9b\u5728 <a href=\"https:\/\/khsci.com\/khQuant\/chapter12\/\">3.1 \u6846\u67b6\u4ecb\u7ecd<\/a>\u548c <a href=\"https:\/\/khsci.com\/khQuant\/chapter13\/\">3.2 \u7b56\u7565\u5de5\u5177\u7bb1<\/a>\u91cc\u8bb2\u5f97\u66f4\u7ec6\uff1b\u9700\u8981\u65f6\u53ef\u4ee5\u628a\u90a3\u4e24\u7bc7\u7684\u76f8\u5173\u6bb5\u843d\u4e00\u8d77\u8d34\u7ed9 AI\u3002<\/p><\/div>\n\n<h2>4 V3\uff1a\u88c5\u4e0a Skill \u540e AI \u80fd\u505a\u4ec0\u4e48<\/h2>\n<h3>4.1 \u80fd\u4ea4\u7ed9 AI \u7684\u4e8b<\/h3>\n<p>V3 \u81ea\u5e26 <code>kh<\/code> \u547d\u4ee4\u884c\uff0cAI \u7f16\u7801\u52a9\u624b\u80fd\u5728\u7ec8\u7aef\u91cc\u8fd0\u884c\u5b83\u3002\u88c5\u4e0a Skill \u4ee5\u540e\uff0c\u4e0b\u9762\u8fd9\u4e9b\u4e8b\u90fd\u53ef\u4ee5\u7528\u4e00\u53e5\u8bdd\u4ea4\u4ee3\uff1a<\/p>\n<div class=\"khq-tn-table\"><table>\n<thead><tr><th style=\"text-align:left;\">\u4f60\u60f3\u505a\u7684\u4e8b<\/th><th style=\"text-align:left;\">AI \u5927\u81f4\u4f1a\u505a\u4ec0\u4e48<\/th><\/tr><\/thead>\n<tbody>\n<tr><td>\u68c0\u67e5\u73af\u5883\u3001\u521d\u59cb\u5316<\/td><td>\u8fd0\u884c <code>kh version<\/code>\u3001<code>kh doctor<\/code>\uff0c\u7f3a\u4ec0\u4e48\u8865\u4ec0\u4e48\uff1b\u6ca1\u521d\u59cb\u5316\u5c31\u9010\u9879\u95ee\u4f60\u6570\u636e\u76ee\u5f55\u548c\u7b56\u7565\u76ee\u5f55<\/td><\/tr>\n<tr><td>\u4e0b\u8f7d\u6570\u636e<\/td><td>\u6309\u4f60\u8bf4\u7684\u80a1\u7968\u3001\u5468\u671f\u3001\u533a\u95f4\u3001\u590d\u6743\u65b9\u5f0f\u62fc\u51fa <code>kh data download<\/code> \u547d\u4ee4\uff0c\u4e0b\u8f7d\u5b8c\u7528 <code>kh data stats<\/code>\u3001<code>kh data info<\/code> \u603b\u7ed3<\/td><\/tr>\n<tr><td>\u5199\u7b56\u7565<\/td><td>\u6309 <code>strategy-development.md<\/code> \u5199 <code>.py<\/code>\uff0c\u751f\u6210\u914d\u5957\u7684 <code>.kh<\/code>\uff0c\u518d\u7528 <code>kh strategy validate<\/code> \u68c0\u67e5\u80fd\u5426\u52a0\u8f7d<\/td><\/tr>\n<tr><td>\u6279\u91cf\u56de\u6d4b<\/td><td>\u628a\u4e00\u7ec4\u53c2\u6570\u7ec4\u5408\u9010\u4e2a <code>kh run<\/code>\uff0c\u7528 <code>&#45;&#45;json<\/code> \u6536\u96c6\u7ed3\u679c<\/td><\/tr>\n<tr><td>\u6c47\u603b\u548c\u89e3\u8bfb<\/td><td>\u6574\u7406\u6210\u53c2\u6570-\u6536\u76ca-\u56de\u64a4\u5bf9\u7167\u8868\uff0c\u89e3\u91ca\u5e74\u5316\u6536\u76ca\u3001\u6700\u5927\u56de\u64a4\u7b49\u6307\u6807<\/td><\/tr>\n<tr><td>\u51fa\u62a5\u544a<\/td><td>\u7528 <code>kh result report<\/code> \u751f\u6210 HTML \u56de\u6d4b\u62a5\u544a<\/td><\/tr>\n<tr><td>\u6392\u9519<\/td><td>\u8ba9\u4f60\u8d34\u51fa\u5b8c\u6574\u62a5\u9519\uff0c\u5bf9\u7167 <code>troubleshooting.md<\/code> \u7ed9\u51fa\u4fee\u590d\u547d\u4ee4<\/td><\/tr>\n<\/tbody>\n<\/table><\/div>\n<p>\u4ece\u63cf\u8ff0\u7b56\u7565\u3001\u751f\u6210\u4ee3\u7801\u3001\u6279\u91cf\u56de\u6d4b\u5230\u68c0\u67e5\u7ed3\u679c\u7684\u5b8c\u6574\u6d41\u7a0b\uff0c\u4ee5\u53ca\u4e00\u6bb5\u53ef\u4ee5\u76f4\u63a5\u6539\u7528\u7684\u7814\u7a76\u63d0\u793a\u8bcd\uff0c\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/ai-strategy\/\">3.4 \u4f7f\u7528 AI \u7f16\u5199\u548c\u56de\u6d4b\u9a8c\u8bc1\u7b56\u7565<\/a>\u3002<\/p>\n\n<h3 id=\"tiers\">4.2 \u6539\u4e1c\u897f\u4e4b\u524d\u5148\u95ee\u4f60<\/h3>\n<p>Skill \u7ed9 <code>kh<\/code> \u7684\u547d\u4ee4\u5206\u4e86\u4e09\u6863\uff1a<\/p>\n<figure class=\"khq-tn-fig\"><a href=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/diagrams\/d33-tiers.svg?v=a1317ead\" target=\"_blank\" rel=\"noopener\" title=\"\u70b9\u51fb\u67e5\u770b\u5927\u56fe\"><img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/diagrams\/d33-tiers.svg?v=a1317ead\" width=\"1220\" height=\"430\" alt=\"\u4e09\u6863\u547d\u4ee4\uff1a\u67e5\u8be2\u7c7b\u76f4\u63a5\u6267\u884c\uff0c\u4fee\u6539\u7c7b\u5148\u95ee\u4f60\uff0c\u5371\u9669\u7c7b\u5fc5\u987b\u660e\u786e\u540c\u610f\" loading=\"lazy\"><\/a><figcaption>\u4e09\u6863\u547d\u4ee4\uff1a\u67e5\u8be2\u7c7b\u76f4\u63a5\u6267\u884c\uff0c\u4fee\u6539\u7c7b\u5148\u95ee\u4f60\uff0c\u5371\u9669\u7c7b\u5fc5\u987b\u660e\u786e\u540c\u610f<\/figcaption><\/figure>\n<details class=\"khq-fx-more\"><summary>\u6bcf\u6863\u5305\u62ec\u7684\u5b8c\u6574\u547d\u4ee4\uff08\u5c55\u5f00\uff09<\/summary><div class=\"khq-tn-table\"><table>\n<thead><tr><th style=\"text-align:left;\">\u6863\u4f4d<\/th><th style=\"text-align:left;\">AI \u7684\u505a\u6cd5<\/th><th style=\"text-align:left;\">\u5305\u62ec\u54ea\u4e9b\u547d\u4ee4<\/th><\/tr><\/thead>\n<tbody>\n<tr><td>\u67e5\u8be2\u7c7b<\/td><td>\u76f4\u63a5\u6267\u884c\uff0c\u5c55\u793a\u7ed3\u679c<\/td><td><code>kh version<\/code>\u3001<code>kh doctor<\/code>\u3001<code>kh config show<\/code>\u3001<code>kh data stats\/list\/info<\/code>\u3001<code>kh strategy list\/info\/validate<\/code>\u3001<code>kh result list\/show<\/code>\u3001<code>kh tool trade-day\/pool<\/code> \u7b49<\/td><\/tr>\n<tr><td>\u4fee\u6539\/\u751f\u6210\u7c7b<\/td><td>\u5148\u628a\u8981\u6267\u884c\u7684\u547d\u4ee4\u7ed9\u4f60\u770b\uff0c\u4f60\u540c\u610f\u540e\u624d\u6267\u884c<\/td><td><code>kh data download<\/code>\u3001<code>kh run<\/code>\u3001<code>kh web<\/code>\u3001<code>kh strategy create<\/code>\u3001<code>kh config set\/reset<\/code>\u3001<code>kh result report\/compare<\/code> \u7b49<\/td><\/tr>\n<tr><td>\u5371\u9669\u7c7b<\/td><td>\u8bf4\u660e\u98ce\u9669\uff0c\u5fc5\u987b\u4f60\u660e\u786e\u540c\u610f<\/td><td><code>kh result clean<\/code>\uff08\u5220\u9664\u56de\u6d4b\u7ed3\u679c\uff09\u3001<code>kh data repair<\/code>\u3001<code>kh tool parquet-cache clean<\/code>\u3001<code>kh init<\/code>\uff08\u4f1a\u8986\u76d6\u73b0\u6709\u914d\u7f6e\uff09<\/td><\/tr>\n<\/tbody>\n<\/table><\/div><\/details>\n<p>\u53e6\u5916\u51e0\u6761\uff1aAI \u6bcf\u6267\u884c\u4e00\u6761\u547d\u4ee4\uff0c\u5148\u5728\u56de\u590d\u91cc\u5199\u4e00\u884c <code>&#36; kh \u2026<\/code>\uff0c\u4f60\u80fd\u770b\u6e05\u5b83\u8981\u505a\u4ec0\u4e48\uff0c\u4e5f\u987a\u4fbf\u5b66\u4f1a\u547d\u4ee4\uff1bAI \u5de5\u5177\u672c\u8eab\u5e73\u65f6\u8bf7\u4fdd\u6301\u300c\u6267\u884c\u547d\u4ee4\u524d\u9700\u8981\u6279\u51c6\u300d\uff0c\u6279\u91cf\u7814\u7a76\u8981\u8d70\u5f00\u65f6\u53ea\u5728\u4e13\u7528\u7814\u7a76\u76ee\u5f55\u91cc\u4e34\u65f6\u653e\u5bbd\uff08\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/cli\/\">2.2<\/a> \u7b2c 1.5 \u8282\uff09\uff1b<code>kh strategy validate<\/code> \u5f52\u5728\u67e5\u8be2\u7c7b\uff0c\u4f46\u5b83\u4f1a\u5b9e\u9645\u6267\u884c\u4e00\u904d\u7b56\u7565\u6587\u4ef6\u7684\u9876\u5c42\u4ee3\u7801\uff0c\u68c0\u67e5\u6765\u8def\u4e0d\u660e\u7684\u7b56\u7565\u6587\u4ef6\u524d\u5148\u81ea\u5df1\u770b\u4e00\u773c\u4ee3\u7801\u3002<\/p>\n\n<h3>4.3 kh \u6ca1\u6709\u4e0b\u5355\u529f\u80fd<\/h3>\n<p><code>kh<\/code> \u7684\u5b50\u547d\u4ee4\u53ea\u6709\u521d\u59cb\u5316\u3001\u914d\u7f6e\u3001\u6570\u636e\u3001\u56de\u6d4b\u3001\u7f51\u9875\u5de5\u4f5c\u53f0\u3001\u7ed3\u679c\u3001\u7b56\u7565\u7ba1\u7406\u548c\u51e0\u4e2a\u5c0f\u5de5\u5177\uff0c<strong>\u6ca1\u6709\u4efb\u4f55\u4e0b\u5355\u3001\u62a5\u5355\u529f\u80fd<\/strong>\u3002AI \u901a\u8fc7 Skill \u548c <code>kh<\/code> \u505a\u7684\u6240\u6709\u4e8b\uff0c\u90fd\u505c\u7559\u5728\u672c\u673a\u7684\u6570\u636e\u548c\u56de\u6d4b\u7ed3\u679c\u4e0a\uff0c\u78b0\u4e0d\u5230\u4ea4\u6613\u8d26\u6237\u3002<\/p>\n\n<h3>4.4 \u5bc6\u94a5\u81ea\u5df1\u586b<\/h3>\n<p>Tushare Token\u3001\u540c\u82b1\u987a API Key \u8fd9\u7c7b\u51ed\u636e\uff0cSkill \u89c4\u5b9a AI \u4e0d\u7ecf\u624b\uff1a\u9700\u8981\u914d\u7f6e\u65f6\uff0c\u5b83\u4f1a\u8ba9\u4f60\u81ea\u5df1\u5728\u7ec8\u7aef\u8fd0\u884c <code>kh config set tushare_token \u2026<\/code> \u6216 <code>kh config set ths_api_key \u2026<\/code>\uff0c\u6216\u8005\u5728\u56fe\u5f62\u754c\u9762\u7684\u8bbe\u7f6e\u91cc\u586b\u3002\u770b\u914d\u7f6e\u7528 <code>kh config show<\/code>\uff0c\u53ea\u663e\u793a\u6253\u7801\u540e\u7684\u9996\u5c3e\u5b57\u7b26\u3002<\/p>\n<div class=\"khq-tn-callout warn\"><div class=\"lbl\">\u6ce8\u610f<\/div><p>\u8bbe\u7f6e\u6587\u4ef6\u91cc\u7684 Token \u6ca1\u6709\u52a0\u5bc6\u3002\u4e0d\u8981\u628a Token\u3001Key \u53d1\u8fdb\u5bf9\u8bdd\uff0c\u4e5f\u4e0d\u8981\u8ba9 AI \u76f4\u63a5\u6253\u5f00 <code>settings.json<\/code>\u3002<\/p><\/div>\n\n<h3>4.5 AI \u4e0d\u66ff\u4f60\u505a\u5224\u65ad<\/h3>\n<p>Skill \u8ba9 AI \u5c11\u72af\u9519\uff0c\u4f46\u4e0d\u4fdd\u8bc1\u7b56\u7565\u903b\u8f91\u5c31\u662f\u4f60\u60f3\u8981\u7684\uff0c\u66f4\u4e0d\u4fdd\u8bc1\u7b56\u7565\u80fd\u8d5a\u94b1\u3002AI \u6c47\u603b\u51fa\u6765\u7684\u6392\u540d\u3001\u7ed3\u8bba\uff0c\u5173\u952e\u7684\u51e0\u6761\u8bf7\u81ea\u5df1\u7528 <code>kh result show<\/code> \u6216 HTML \u62a5\u544a\u590d\u6838\u4e00\u904d\uff0c\u6392\u540d\u7b2c\u4e00\u7684\u53c2\u6570\u7ec4\u5408\u5c24\u5176\u8981\u770b\u4ea4\u6613\u660e\u7ec6\uff0c\u8b66\u60d5\u8fc7\u5ea6\u62df\u5408\u3002\u56de\u6d4b\u7ed3\u679c\u4e0d\u4ee3\u8868\u672a\u6765\u6536\u76ca\uff0c\u4e0d\u6784\u6210\u6295\u8d44\u5efa\u8bae\u3002<\/p>\n\n<h2 id=\"v2\">5 V2 \u7528\u6237\u600e\u4e48\u7528<\/h2>\n<h3>5.1 \u601d\u8def\uff1a\u628a\u53c2\u8003\u6587\u6863\u4ea4\u7ed9\u7f51\u9875\u7248 AI<\/h3>\n<figure class=\"khq-tn-fig\"><a href=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/diagrams\/d33-v2.svg?v=e100c824\" target=\"_blank\" rel=\"noopener\" title=\"\u70b9\u51fb\u67e5\u770b\u5927\u56fe\"><img decoding=\"async\" src=\"https:\/\/khsci.com\/khQuant\/wp-content\/uploads\/tutorial-new\/diagrams\/d33-v2.svg?v=e100c824\" width=\"1220\" height=\"320\" alt=\"V2 \u7528\u6237\uff1a\u53d6\u51fa\u53c2\u8003\u6587\u6863\u4ea4\u7ed9\u7f51\u9875\u7248 AI\uff0c\u5199\u597d\u4ee3\u7801\u5728 V2 \u754c\u9762\u91cc\u56de\u6d4b\" loading=\"lazy\"><\/a><figcaption>V2 \u7528\u6237\uff1a\u53d6\u51fa\u53c2\u8003\u6587\u6863\u4ea4\u7ed9\u7f51\u9875\u7248 AI\uff0c\u5199\u597d\u4ee3\u7801\u5728 V2 \u754c\u9762\u91cc\u56de\u6d4b<\/figcaption><\/figure>\n<p>V2 \u6ca1\u6709\u547d\u4ee4\u884c\uff0cAI \u6ca1\u6cd5\u66ff\u4f60\u4e0b\u8f7d\u6570\u636e\u3001\u8dd1\u56de\u6d4b\uff1bSkill \u7684 <code>SKILL.md<\/code> \u4e00\u5f00\u59cb\u5c31\u4f1a\u68c0\u67e5 <code>kh<\/code> \u547d\u4ee4\uff0c\u68c0\u6d4b\u4e0d\u5230\u4f1a\u505c\u4e0b\u6765\u63d0\u793a\u5b89\u88c5 V3\u3002\u6240\u4ee5 V2 \u7528\u6237\u4e0d\u7528\u300c\u5b89\u88c5\u300dSkill\uff0c\u800c\u662f\u53ea\u7528\u5b83\u7684\u8d44\u6599\uff1a<\/p>\n<ol>\n<li>\u4ece\u4ed3\u5e93\u91cc\u53d6\u51fa <code>strategy-development.md<\/code>\uff08\u5fc5\u9009\uff09\u548c <code>pools-and-codes.md<\/code>\uff08\u53ef\u9009\uff09\u3002<\/li>\n<li>\u6253\u5f00\u4efb\u610f\u4e00\u4e2a\u652f\u6301\u4e0a\u4f20\u6587\u4ef6\u7684\u7f51\u9875\u7248\u5bf9\u8bdd AI\uff0c\u65b0\u5f00\u4e00\u4e2a\u5bf9\u8bdd\uff0c\u628a\u6587\u6863\u4f5c\u4e3a\u9644\u4ef6\u53d1\u8fc7\u53bb\uff0c\u518d\u53d1\u5f00\u573a\u767d\u3002<\/li>\n<li>\u63cf\u8ff0\u4f60\u7684\u7b56\u7565\uff0c\u8ba9 AI \u6309\u6587\u6863\u5199\u51fa <code>.py<\/code> \u7b56\u7565\u6587\u4ef6\u3002<\/li>\n<li>\u5bf9\u7167 3.4 \u7b2c 4 \u8282\u7684\u6e05\u5355\u770b\u4e00\u904d\u4ee3\u7801\uff0c\u5b58\u6210\u6587\u4ef6\u3002<\/li>\n<li>\u5728 V2 \u754c\u9762\u91cc\u9009\u4e2d\u8fd9\u4e2a\u7b56\u7565\u6587\u4ef6\u3001\u8bbe\u597d\u56de\u6d4b\u53c2\u6570\uff0c\u70b9\u300c\u5f00\u59cb\u8fd0\u884c\u300d\u3002<\/li>\n<\/ol>\n<p>\u8fd9\u5c31\u662f\u4ee5\u524d\u300c\u7c98\u8d34\u63d0\u793a\u8bcd\u5de5\u7a0b\u300d\u7684\u7528\u6cd5\uff0c\u53ea\u662f\u628a\u90a3\u6bb5\u5199\u6b7b\u7684\u957f\u6587\u6362\u6210\u4e86\u968f\u7248\u672c\u66f4\u65b0\u7684\u53c2\u8003\u6587\u6863\u3002<\/p>\n\n<h3>5.2 \u51c6\u5907\u6587\u4ef6<\/h3>\n<ul>\n<li><strong>\u4e0b\u8f7d\u6587\u6863<\/strong>\uff1a\u5728 GitHub \u6253\u5f00 <a href=\"https:\/\/github.com\/khscience\/khquant-skill\/blob\/main\/skills\/khquant\/references\/strategy-development.md\" target=\"_blank\" rel=\"noopener\">strategy-development.md<\/a>\uff0c\u70b9\u53f3\u4e0a\u89d2\u7684\u4e0b\u8f7d\u6309\u94ae\uff08Download raw file\uff09\uff1b\u6216\u8005\u6574\u4e2a\u4ed3\u5e93 Download ZIP \u540e\u89e3\u538b\uff0c\u5728 <code>skills\\khquant\\references\\<\/code> \u91cc\u627e\u3002<\/li>\n<li><strong>\u4f20\u4e0d\u4e86 .md \u6587\u4ef6\u600e\u4e48\u529e<\/strong>\uff1a\u628a\u6587\u4ef6\u6269\u5c55\u540d\u6539\u6210 <code>.txt<\/code> \u518d\u4e0a\u4f20\uff1b\u6216\u8005\u7528\u8bb0\u4e8b\u672c\u6253\u5f00\uff0c\u5168\u9009\u590d\u5236\uff0c\u76f4\u63a5\u7c98\u8d34\u5230\u5bf9\u8bdd\u6846\u91cc\u3002<\/li>\n<li><strong>\u9644\u4e00\u4e2a\u793a\u4f8b\u7b56\u7565\uff08\u63a8\u8350\uff09<\/strong>\uff1aV2 \u81ea\u5e26\u7684\u793a\u4f8b\u7b56\u7565\uff0c\u6bd4\u5982 <code>\u30101-MA\u7b56\u7565\u6848\u4f8b\u3011\u53cc\u5747\u7ebf\u7cbe\u7b80_\u4f7f\u7528khMA\u51fd\u6570.py<\/code>\uff0c\u4e00\u8d77\u53d1\u7ed9 AI \u5f53\u300c\u8303\u6587\u300d\uff0c\u5b83\u5199\u51fa\u6765\u7684\u4ee3\u7801\u98ce\u683c\u4f1a\u66f4\u63a5\u8fd1\u80fd\u76f4\u63a5\u8dd1\u7684\u6837\u5b50\u3002<\/li>\n<\/ul>\n<div class=\"khq-tn-callout tip\"><div class=\"lbl\">\u63d0\u793a<\/div><p>\u6709\u4e9b AI \u80fd\u300c\u8bfb\u7f51\u5740\u300d\uff0c\u4f46\u8bfb GitHub \u9875\u9762\u65f6\u5e38\u5e38\u53ea\u8bfb\u5230\u4e00\u90e8\u5206\uff0c\u6216\u8005\u8bfb\u5230\u7684\u662f\u7f13\u5b58\u7684\u65e7\u7248\u672c\u3002\u4e0a\u4f20\u6587\u4ef6\u6700\u7a33\u3002<\/p><\/div>\n\n<h3>5.3 \u63a5\u4e0b\u6765<\/h3>\n<p>\u6587\u6863\u51c6\u5907\u597d\u540e\uff0c\u5f00\u573a\u767d\u600e\u4e48\u5199\u3001\u5728 V2 \u754c\u9762\u91cc\u600e\u4e48\u52a0\u8f7d\u56de\u6d4b\u3001\u62a5\u9519\u4e86\u600e\u4e48\u529e\uff0c\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/ai-strategy\/#v2\">3.4 \u7b2c 6 \u8282<\/a>\uff1b\u9700\u6c42\u600e\u4e48\u63cf\u8ff0\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/ai-strategy\/\">3.4<\/a> \u7b2c 2 \u8282\uff0c\u68c0\u67e5 AI \u8f93\u51fa\u7684\u6e05\u5355\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/ai-strategy\/\">3.4<\/a> \u7b2c 4 \u8282\u3002<\/p>\n\n<h2>6 Skill \u600e\u4e48\u66f4\u65b0<\/h2>\n<p>khQuant \u6bcf\u6b21\u66f4\u65b0\u6d89\u53ca\u7b56\u7565\u63a5\u53e3\u6216\u547d\u4ee4\u7684\u6539\u52a8\uff0cSkill \u4e5f\u4f1a\u8ddf\u7740\u66f4\u65b0\u3002\u4ed3\u5e93 README \u7684\u300c\u7248\u672c\u300d\u4e00\u8282\u8bb0\u5f55\u4e86\u6bcf\u4e2a Skill \u7248\u672c\u5bf9\u5e94\u7684\u8f6f\u4ef6\u7248\u672c\uff0c\u5199\u672c\u7bc7\u65f6\u6700\u65b0\u7684\u662f v1.3.3\uff08\u8865\u9f50\u4e86 <code>init<\/code> \u5fc5\u987b\u5199\u3001<code>current_time<\/code> \u7684\u683c\u5f0f\u3001\u4fe1\u53f7 <code>volume<\/code> \u7684\u5355\u4f4d\u3001<code>order_type<\/code>\/<code>time_in_force<\/code> \u7b49\u8bf4\u660e\uff09\u3002Skill \u6587\u4ef6\u5939\u91cc\u672c\u8eab\u4e0d\u5199\u7248\u672c\u53f7\uff0c\u62ff\u4e0d\u51c6\u81ea\u5df1\u88c5\u7684\u662f\u4e0d\u662f\u6700\u65b0\u7684\uff0c\u76f4\u63a5\u6309\u4e0b\u9762\u7684\u65b9\u6cd5\u66f4\u65b0\u4e00\u6b21\u5373\u53ef\u3002<\/p>\n<ul>\n<li><strong>\u7528 git clone \u5b89\u88c5\u7684<\/strong>\uff1a\u5728\u4ed3\u5e93\u76ee\u5f55\u8fd0\u884c <code>git pull<\/code>\uff0c\u518d\u628a <code>skills\/khquant<\/code> \u590d\u5236\u4e00\u904d\u8986\u76d6\u65e7\u7684\u3002<\/li>\n<li><strong>\u4e0d\u60f3\u6bcf\u6b21\u590d\u5236<\/strong>\uff1a\u7528\u8f6f\u94fe\u63a5\uff08macOS \/ Linux\uff09\u6216\u76ee\u5f55\u8054\u63a5\uff08Windows\uff09\u628a Skill \u76ee\u5f55\u6307\u5411\u4ed3\u5e93\u91cc\u7684 <code>skills\/khquant<\/code>\uff0c\u4ee5\u540e <code>git pull<\/code> \u5c31\u7b49\u4e8e\u66f4\u65b0\u5b8c\u6210\u3002\u5177\u4f53\u547d\u4ee4\u89c1\u4ed3\u5e93 README \u7684\u300c\u540e\u7eed\u66f4\u65b0\u300d\u4e00\u8282\u3002<\/li>\n<li><strong>\u8ba9 AI \u66f4\u65b0<\/strong>\uff1a\u5728 AI \u5de5\u5177\u91cc\u8bf4\u300c\u628a khQuant Skill \u66f4\u65b0\u5230 GitHub \u4e0a\u7684\u6700\u65b0\u7248\u300d\uff0c\u5b83\u4f1a\u91cd\u65b0\u4e0b\u8f7d\u5e76\u8986\u76d6\u3002<\/li>\n<li><strong>\u7528 ZIP \u5b89\u88c5\u7684<\/strong>\uff1a\u91cd\u65b0\u4e0b\u8f7d ZIP\uff0c\u89e3\u538b\u540e\u8986\u76d6\u3002<\/li>\n<li><strong>V2 \u7528\u6237<\/strong>\uff1a\u91cd\u65b0\u4e0b\u8f7d <code>strategy-development.md<\/code>\uff0c\u4ee5\u540e\u5f00\u65b0\u5bf9\u8bdd\u65f6\u53d1\u65b0\u7684\u9644\u4ef6\u3002\u65e7\u5bf9\u8bdd\u91cc\u7684\u9644\u4ef6\u4e0d\u4f1a\u81ea\u52a8\u66f4\u65b0\u3002<\/li>\n<\/ul>\n<p>\u66f4\u65b0\u540e\u91cd\u542f AI \u5de5\u5177\uff0c\u65b0\u5185\u5bb9\u624d\u4f1a\u751f\u6548\u3002\u60f3\u77e5\u9053\u6bcf\u6b21\u6539\u4e86\u4ec0\u4e48\uff0c\u770b\u4ed3\u5e93 README \u7684\u300c\u66f4\u65b0\u65e5\u5fd7\u300d\u3002<\/p>\n<p>\u5378\u8f7d\u5f88\u7b80\u5355\uff1a\u5220\u6389\u5bf9\u5e94 Skill \u76ee\u5f55\u91cc\u7684 <code>khquant<\/code> \u6587\u4ef6\u5939\u5373\u53ef\u3002<\/p>\n\n<h2>\u5e38\u89c1\u95ee\u9898<\/h2>\n<p class=\"q\"><strong>\u95ee\uff1aSkill \u8981\u94b1\u5417\uff1f\u9700\u8981\u6ce8\u518c\u4ec0\u4e48\u8d26\u53f7\u5417\uff1f<\/strong><br>\n\u7b54\uff1aSkill \u672c\u8eab\u514d\u8d39\uff0cMIT \u8bb8\u53ef\uff0cGitHub \u4e0a\u76f4\u63a5\u4e0b\u8f7d\u3002\u4f60\u9700\u8981\u81ea\u5df1\u51c6\u5907\u4e00\u4e2a AI \u5de5\u5177\uff08Claude Code\u3001Codex\u3001Cursor\u3001DeepSeek harness\u3001WorkBuddy \u7b49 AI \u7f16\u7801\u52a9\u624b\uff0c\u6216\u7f51\u9875\u7248\u5bf9\u8bdd AI\uff09\uff0c\u8fd9\u4e9b\u5de5\u5177\u600e\u4e48\u6536\u8d39\u4ee5\u5b83\u4eec\u5b98\u7f51\u4e3a\u51c6\u3002<\/p>\n<p class=\"q\"><strong>\u95ee\uff1a\u88c5\u4e86 Skill\uff0cAI \u597d\u50cf\u6ca1\u7528\u4e0a\uff1f<\/strong><br>\n\u7b54\uff1a\u5148\u786e\u8ba4\u6587\u4ef6\u5939\u88c5\u5bf9\u4e86\u4f4d\u7f6e\u3001\u6587\u4ef6\u5939\u540d\u53eb <code>khquant<\/code>\u3001\u91cc\u9762\u76f4\u63a5\u5c31\u662f <code>SKILL.md<\/code>\uff08\u4e0d\u8981\u591a\u5957\u4e00\u5c42\uff09\uff1b\u7136\u540e\u91cd\u542f AI \u5de5\u5177\u3002\u8fd8\u4e0d\u884c\u5c31\u70b9\u540d\u4f7f\u7528\uff1aClaude Code \u8f93\u5165 <code>\/khquant<\/code>\uff0cCodex \u8f93\u5165 <code>&#36;khquant<\/code>\u3002<\/p>\n<p class=\"q\"><strong>\u95ee\uff1aAI \u8bf4\u627e\u4e0d\u5230 kh \u547d\u4ee4\uff1f<\/strong><br>\n\u7b54\uff1a\u8fd9\u662f V3 \u7684\u547d\u4ee4\u884c\u6ca1\u88c5\u597d\u6216\u6ca1\u8fdb PATH\uff0c\u548c Skill \u65e0\u5173\u3002Windows \u5b89\u88c5\u65f6\u4fdd\u6301\u52fe\u9009\u300c\u6dfb\u52a0 kh \u547d\u4ee4\u5230\u7cfb\u7edf PATH\u300d\uff0c\u88c5\u5b8c\u91cd\u542f AI \u5de5\u5177\uff1b\u5176\u4ed6\u5e73\u53f0\u89c1 <a href=\"https:\/\/khsci.com\/khQuant\/cli\/\">2.2<\/a> \u548c<a href=\"https:\/\/khsci.com\/khQuant\/troubleshooting\/\">\u9644\u5f55 B \u6392\u9519\u603b\u8868<\/a>\u3002<\/p>\n<p class=\"q\"><strong>\u95ee\uff1a\u6211\u7528 V2\uff0c\u80fd\u628a Skill \u88c5\u8fdb Claude Code \u7528\u5417\uff1f<\/strong><br>\n\u7b54\uff1a\u88c5\u8fdb\u53bb\u4e5f\u7528\u4e0d\u4e0a\u547d\u4ee4\u90e8\u5206\uff1aSkill \u4f1a\u5148\u68c0\u67e5 <code>kh<\/code> \u547d\u4ee4\uff0cV2 \u6ca1\u6709\uff0c\u5b83\u4f1a\u505c\u4e0b\u6765\u63d0\u793a\u4f60\u5347\u7ea7\u3002V2 \u8bf7\u6309\u7b2c 5 \u8282\uff0c\u53ea\u7528 <code>strategy-development.md<\/code> \u8ba9 AI \u5199\u7b56\u7565\u4ee3\u7801\u3002<\/p>\n<p class=\"q\"><strong>\u95ee\uff1a\u7528\u4e86 Skill\uff0cAI \u5199\u7684\u7b56\u7565\u5c31\u4e00\u5b9a\u5bf9\u5417\uff1f<\/strong><br>\n\u7b54\uff1a\u4e0d\u4e00\u5b9a\u3002Skill \u51cf\u5c11\u7684\u662f\u300c\u7f16\u9020\u51fd\u6570\u3001\u683c\u5f0f\u5199\u9519\u300d\u8fd9\u7c7b\u9519\u8bef\uff0c\u7b56\u7565\u903b\u8f91\u662f\u5426\u7b26\u5408\u4f60\u7684\u60f3\u6cd5\u3001\u6709\u6ca1\u6709\u7528\u5230\u672a\u6765\u6570\u636e\uff0c\u4ecd\u7136\u8981\u6309 3.4 \u7b2c 4 \u8282\u7684\u6e05\u5355\u68c0\u67e5\uff0c\u5e76\u5728\u56de\u6d4b\u62a5\u544a\u91cc\u770b\u4ea4\u6613\u660e\u7ec6\u3002<\/p>\n<p class=\"q\"><strong>\u95ee\uff1a\u4ee5\u524d\u6559\u7a0b\u91cc\u7684\u300c\u63d0\u793a\u8bcd\u5de5\u7a0b\u300d\u8fd8\u80fd\u7528\u5417\uff1f<\/strong><br>\n\u7b54\uff1a\u5df2\u7ecf\u4e0d\u518d\u7ef4\u62a4\uff0c\u91cc\u9762\u7684\u90e8\u5206\u8bf4\u6cd5\u548c\u73b0\u5728\u7684\u8f6f\u4ef6\u5bf9\u4e0d\u4e0a\u3002\u8bf7\u6539\u7528 Skill \u91cc\u7684 <code>strategy-development.md<\/code>\uff0c\u5b83\u8986\u76d6\u4e86\u63d0\u793a\u8bcd\u5de5\u7a0b\u7684\u5168\u90e8\u5185\u5bb9\uff0c\u5e76\u4e14\u968f\u7248\u672c\u66f4\u65b0\u3002<\/p>\n<p class=\"q\"><strong>\u95ee\uff1aAI \u8ba9\u6211\u628a Tushare Token \u53d1\u7ed9\u5b83\uff1f<\/strong><br>\n\u7b54\uff1a\u4e0d\u8981\u53d1\u3002\u5728\u56fe\u5f62\u754c\u9762\u7684\u8bbe\u7f6e\u91cc\u586b\uff0c\u6216\u8005\u5728\u4f60\u81ea\u5df1\u7684\u7ec8\u7aef\u91cc\u8fd0\u884c <code>kh config set tushare_token \u2026<\/code>\u3002Skill \u672c\u8eab\u5c31\u89c4\u5b9a AI \u4e0d\u7ecf\u624b\u5bc6\u94a5\uff0c\u9047\u5230\u8fd9\u79cd\u8981\u6c42\u53ef\u4ee5\u76f4\u63a5\u62d2\u7edd\u3002<\/p>\n<p class=\"q\"><strong>\u95ee\uff1aAI \u4f1a\u4e0d\u4f1a\u901a\u8fc7 Skill \u66ff\u6211\u4e0b\u5355\uff1f<\/strong><br>\n\u7b54\uff1a\u4e0d\u4f1a\u3002<code>kh<\/code> \u547d\u4ee4\u884c\u6ca1\u6709\u4e0b\u5355\u529f\u80fd\uff0cSkill \u7684\u6240\u6709\u64cd\u4f5c\u90fd\u5728\u6570\u636e\u3001\u56de\u6d4b\u548c\u7ed3\u679c\u8fd9\u4e00\u5c42\u3002<\/p>\n<p class=\"q\"><strong>\u95ee\uff1a\u7f51\u9875\u7248 AI \u8bf4\u9644\u4ef6\u592a\u957f\uff0c\u8bfb\u4e0d\u5b8c\uff1f<\/strong><br>\n\u7b54\uff1a\u6362\u4e00\u4e2a\u652f\u6301\u957f\u6587\u6863\u7684\u6a21\u578b\uff1b\u6216\u8005\u53ea\u7c98\u8d34\u6587\u6863\u91cc\u4f60\u7528\u5f97\u5230\u7684\u90e8\u5206\uff0c\u81f3\u5c11\u5305\u62ec\u300c\u7b56\u7565\u6587\u4ef6\u7ed3\u6784\u300d\u300c\u6570\u636e\u83b7\u53d6 API\u300d\u300c\u4ea4\u6613\u8f85\u52a9\u51fd\u6570\u300d\u300c\u7f16\u7a0b\u89c4\u8303\u300d\u8fd9\u51e0\u8282\u3002<\/p>\n<p class=\"q\"><strong>\u95ee\uff1a\u6211\u53d1\u73b0 Skill \u91cc\u6709\u5199\u9519\u7684\u5730\u65b9\uff0c\u600e\u4e48\u53cd\u9988\uff1f<\/strong><br>\n\u7b54\uff1a\u5728 GitHub \u4ed3\u5e93\u63d0 Issue\uff0c\u5199\u6e05\u695a\u662f\u54ea\u4e2a\u6587\u4ef6\u3001\u54ea\u4e00\u6bb5\u3001\u8f6f\u4ef6\u7248\u672c\u53f7\u548c\u5b9e\u9645\u8868\u73b0\u3002<\/p>\n\n<p style=\"color:#888;font-size:.9em;\">\u672c\u7bc7\u57fa\u4e8e V3.4.1.10 \u548c\u5f00\u6e90 V2 \u7f16\u5199\u3002<\/p>\n\n<nav class=\"khq-tn-nav\"><a class=\"prev\" href=\"https:\/\/khsci.com\/khQuant\/chapter13\/\"><span>\u4e0a\u4e00\u7bc7<\/span>3.2 \u7b56\u7565\u5de5\u5177\u7bb1<\/a><a class=\"next\" href=\"https:\/\/khsci.com\/khQuant\/ai-strategy\/\"><span>\u4e0b\u4e00\u7bc7<\/span>3.4 \u4f7f\u7528 AI \u7f16\u5199\u548c\u56de\u6d4b\u9a8c\u8bc1\u7b56\u7565<\/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\u4ecb\u7ecd khQuant Skil [&hellip;]<\/p>\n","protected":false},"author":0,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"template\/caidan.php","meta":{"_acf_changed":false,"footnotes":""},"class_list":["post-1306","page","type-page","status-publish","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/pages\/1306","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=1306"}],"version-history":[{"count":1,"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/pages\/1306\/revisions"}],"predecessor-version":[{"id":1370,"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/pages\/1306\/revisions\/1370"}],"wp:attachment":[{"href":"https:\/\/khsci.com\/khQuant\/wp-json\/wp\/v2\/media?parent=1306"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}