{"id":25818,"date":"2026-08-10T11:40:51","date_gmt":"2026-08-10T03:40:51","guid":{"rendered":"https:\/\/mp.ncku.edu.tw\/?p=25818"},"modified":"2026-08-26T11:16:26","modified_gmt":"2026-08-26T03:16:26","slug":"%e5%be%9e%e5%be%ae%e7%a9%8d%e5%88%86%e8%a2%ab%e7%95%b6%ef%bc%8c%e5%88%b0%e5%9c%a8%e7%be%8e%e5%9c%8b%e4%bc%81%e6%a5%ad%e5%b8%b6%e9%96%8b%e7%99%bc%e5%9c%98%e9%9a%8a","status":"publish","type":"post","link":"https:\/\/mp.ncku.edu.tw\/en\/%e5%be%9e%e5%be%ae%e7%a9%8d%e5%88%86%e8%a2%ab%e7%95%b6%ef%bc%8c%e5%88%b0%e5%9c%a8%e7%be%8e%e5%9c%8b%e4%bc%81%e6%a5%ad%e5%b8%b6%e9%96%8b%e7%99%bc%e5%9c%98%e9%9a%8a\/","title":{"rendered":"\u5f9e\u5fae\u7a4d\u5206\u88ab\u7576\uff0c\u5230\u5728\u7f8e\u570b\u4f01\u696d\u5e36\u958b\u767c\u5718\u968a"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"25818\" class=\"elementor elementor-25818\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1b2dedb elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1b2dedb\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-ef760f3\" data-id=\"ef760f3\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3191abd elementor-widget elementor-widget-html\" data-id=\"3191abd\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<!DOCTYPE html>\n<html lang=\"zh-Hant\">\n<head>\n<meta charset=\"UTF-8\">\n<meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\">\n<title>\u5f9e\u5fae\u7a4d\u5206\u88ab\u7576\uff0c\u5230\u5728\u7f8e\u570b\u4f01\u696d\u5e36\u958b\u767c\u5718\u968a\uff5c\u8cc7\u6e90\u4eba\u96fb\u5b50\u5831 032<\/title>\n<link rel=\"preconnect\" href=\"https:\/\/fonts.googleapis.com\">\n<link href=\"https:\/\/fonts.googleapis.com\/css2?family=Noto+Serif+TC:wght@400;600;700&family=Noto+Sans+TC:wght@300;400;500;700&display=swap\" rel=\"stylesheet\">\n<style>\n\/* ===== RESET ===== *\/\n.roger-wrap * { box-sizing: border-box; margin: 0; padding: 0; }\n\n\/* ===== BASE ===== *\/\n\/* \u8272\u5f69\u7cfb\u7d71\uff1a\u6df1\u9752\u78a7\n   \u6df1\u5e95   #0d2b2e\n   \u4e3b\u9752   #1a5c62\n   \u78a7\u7da0   #2a8a7a\n   \u6dfa\u78a7   #3db89f\n   \u5f37\u8abf   #5ecfb8\n   \u7d19\u767d   #f4fafa\n   \u5361\u7247   #ffffff\n   \u908a\u6846   #b2ddd9\n   \u6dfa\u5e95   #e4f4f2\n   \u6587\u5b57\u4e3b #122224\n   \u6587\u5b57\u526f #2d5a5e\n*\/\n.roger-wrap {\n  font-family: 'Noto Sans TC', sans-serif;\n  color: #122224;\n  background: #f4fafa;\n  line-height: 1.95;\n  font-size: 16px;\n}\n\n\/* ===== HERO ===== *\/\n.roger-wrap .hero {\n  background: linear-gradient(155deg, #0d2b2e 0%, #1a5c62 55%, #2a8a7a 100%);\n  padding: 64px 24px 56px;\n  text-align: center;\n  position: relative;\n  overflow: hidden;\n}\n.roger-wrap .hero::before {\n  content: '';\n  position: absolute;\n  top: -80px; right: -80px;\n  width: 360px; height: 360px;\n  border-radius: 50%;\n  background: radial-gradient(circle, rgba(94,207,184,0.15) 0%, transparent 70%);\n}\n.roger-wrap .hero::after {\n  content: '';\n  position: absolute;\n  bottom: -40px; left: -60px;\n  width: 240px; height: 240px;\n  border-radius: 50%;\n  background: radial-gradient(circle, rgba(42,138,122,0.2) 0%, transparent 70%);\n}\n.roger-wrap .hero-issue {\n  display: inline-block;\n  background: #3db89f;\n  color: #fff;\n  font-size: 11px;\n  letter-spacing: 3px;\n  font-weight: 700;\n  padding: 4px 16px;\n  border-radius: 2px;\n  margin-bottom: 20px;\n  text-transform: uppercase;\n  position: relative; z-index: 1;\n}\n.roger-wrap .hero h1 {\n  font-family: 'Noto Serif TC', serif;\n  font-size: clamp(22px, 5vw, 38px);\n  font-weight: 700;\n  color: #f4fafa;\n  line-height: 1.45;\n  margin-bottom: 14px;\n  position: relative; z-index: 1;\n}\n.roger-wrap .hero-sub {\n  font-size: 14px;\n  color: rgba(228,244,242,0.7);\n  letter-spacing: 2px;\n  position: relative; z-index: 1;\n}\n\n\/* ===== PROFILE CARD ===== *\/\n.roger-wrap .profile-card {\n  background: #fff;\n  border: 1px solid #b2ddd9;\n  border-left: 4px solid #2a8a7a;\n  border-radius: 4px;\n  margin: 32px 24px;\n  padding: 22px 24px;\n  display: flex;\n  gap: 20px;\n  align-items: flex-start;\n}\n.roger-wrap .profile-photo {\n  width: 82px; height: 82px;\n  flex-shrink: 0;\n  border-radius: 50%;\n  object-fit: cover;\n  background: #e4f4f2;\n  border: 3px solid #3db89f;\n}\n.roger-wrap .profile-info { flex: 1; }\n.roger-wrap .profile-name {\n  font-family: 'Noto Serif TC', serif;\n  font-size: 19px; font-weight: 700;\n  color: #1a5c62;\n  margin-bottom: 3px;\n}\n.roger-wrap .profile-en {\n  font-size: 13px; color: #2a8a7a;\n  font-weight: 500; letter-spacing: 0.5px;\n  margin-bottom: 10px;\n}\n.roger-wrap .profile-tags { display: flex; flex-wrap: wrap; gap: 6px; }\n.roger-wrap .tag {\n  display: inline-block;\n  background: #e4f4f2; color: #1a5c62;\n  font-size: 11px; padding: 3px 10px;\n  border-radius: 20px; font-weight: 500;\n}\n\n\/* ===== BODY LAYOUT ===== *\/\n.roger-wrap .article-body {\n  max-width: 820px;\n  margin: 0 auto;\n  padding: 8px 24px 56px;\n}\n\n\/* ===== SECTION TITLES ===== *\/\n.roger-wrap h2 {\n  font-family: 'Noto Serif TC', serif;\n  font-size: 22px; font-weight: 700;\n  color: #1a5c62;\n  margin: 52px 0 18px;\n  padding-bottom: 10px;\n  border-bottom: 2px solid #b2ddd9;\n  position: relative;\n}\n.roger-wrap h2::after {\n  content: '';\n  position: absolute; bottom: -2px; left: 0;\n  width: 48px; height: 2px;\n  background: #3db89f;\n}\n.roger-wrap h3 {\n  font-family: 'Noto Serif TC', serif;\n  font-size: 17px; font-weight: 700;\n  color: #122224;\n  margin: 32px 0 10px;\n}\n\n\/* ===== PARAGRAPHS ===== *\/\n.roger-wrap p { margin-bottom: 18px; }\n.roger-wrap .intro-p { font-size: 17px; color: #1e3e40; line-height: 2.05; }\n\n\/* ===== HIGHLIGHTS ===== *\/\n.roger-wrap .hl-teal {\n  background: linear-gradient(180deg, transparent 55%, rgba(61,184,159,0.3) 55%);\n  font-weight: 500;\n}\n.roger-wrap .hl-deep {\n  background: linear-gradient(180deg, transparent 55%, rgba(26,92,98,0.18) 55%);\n  font-weight: 500;\n}\n.roger-wrap strong { color: #1a5c62; font-weight: 700; }\n\n\/* ===== EM BOX ===== *\/\n.roger-wrap .em-box {\n  background: #e4f4f2;\n  border-left: 3px solid #3db89f;\n  padding: 16px 20px;\n  border-radius: 0 6px 6px 0;\n  margin: 24px 0;\n}\n.roger-wrap .em-box p { margin: 0; color: #1a4a4e; }\n\n\/* ===== QUOTE BLOCK ===== *\/\n.roger-wrap .quote-block {\n  background: #fff;\n  border: 1px solid #b2ddd9;\n  border-left: 4px solid #2a8a7a;\n  border-radius: 0 8px 8px 0;\n  padding: 22px 26px;\n  margin: 28px 0;\n}\n.roger-wrap .quote-block p {\n  margin: 0;\n  font-family: 'Noto Serif TC', serif;\n  font-size: 16px; color: #1e3e40; line-height: 1.9;\n}\n.roger-wrap .quote-author {\n  font-size: 13px; color: #2a8a7a;\n  margin-top: 10px !important;\n  font-weight: 500;\n}\n\n\/* ===== CALLIGRAPHY ===== *\/\n.roger-wrap .calli-box {\n  background: #0d2b2e;\n  color: #e4f4f2;\n  text-align: center;\n  padding: 40px 24px;\n  margin: 36px 0;\n  border-radius: 8px;\n}\n.roger-wrap .calli-box .calli-text {\n  font-family: 'Noto Serif TC', serif;\n  font-size: clamp(18px, 4vw, 28px);\n  color: #5ecfb8;\n  letter-spacing: 5px;\n  display: block;\n  margin-bottom: 14px;\n  line-height: 1.6;\n}\n.roger-wrap .calli-box .calli-sub {\n  font-size: 13px;\n  color: rgba(228,244,242,0.6);\n  letter-spacing: 1px;\n  line-height: 1.7;\n}\n\n\/* ===== SKILL TABLE ===== *\/\n.roger-wrap .skill-table-wrap { overflow-x: auto; margin: 28px 0; }\n.roger-wrap .skill-table { width: 100%; border-collapse: collapse; font-size: 14px; }\n.roger-wrap .skill-table th {\n  background: #1a5c62; color: #fff;\n  padding: 11px 14px; text-align: left;\n  font-weight: 600; font-size: 13px;\n}\n.roger-wrap .skill-table td {\n  padding: 12px 14px;\n  border-bottom: 1px solid #b2ddd9;\n  vertical-align: top;\n}\n.roger-wrap .skill-table tr:nth-child(even) td { background: #e4f4f2; }\n.roger-wrap .skill-table tr:hover td { background: #cceee9; }\n.roger-wrap .skill-table .stage { font-weight: 700; color: #1a5c62; white-space: nowrap; }\n.roger-wrap .skill-table .connector { color: #2a8a7a; font-weight: 600; }\n.roger-wrap .table-caption {\n  font-size: 13px; color: #2a8a7a;\n  text-align: center; margin-top: 8px; font-style: italic;\n}\n\n\/* ===== AGENTIC CARDS ===== *\/\n.roger-wrap .agentic-grid {\n  display: grid;\n  grid-template-columns: repeat(2, 1fr);\n  gap: 16px; margin: 28px 0;\n}\n.roger-wrap .ag-card {\n  background: #fff;\n  border: 1px solid #b2ddd9;\n  border-top: 3px solid #3db89f;\n  border-radius: 6px;\n  padding: 20px;\n}\n.roger-wrap .ag-card .ag-num {\n  font-family: 'Noto Serif TC', serif;\n  font-size: 30px; font-weight: 700;\n  color: #cceee9; line-height: 1;\n  margin-bottom: 6px;\n}\n.roger-wrap .ag-card .ag-title {\n  font-size: 15px; font-weight: 700;\n  color: #1a5c62; margin-bottom: 8px;\n}\n.roger-wrap .ag-card p {\n  font-size: 14px; color: #2d5a5e;\n  margin: 0; line-height: 1.75;\n}\n\n\/* ===== IMAGE BLOCK ===== *\/\n.roger-wrap .img-block { margin: 28px 0; }\n.roger-wrap .img-block img {\n  width: 100%; border-radius: 6px;\n  border: 1px solid #b2ddd9; display: block;\n}\n.roger-wrap .img-caption {\n  font-size: 13px; color: #2a8a7a;\n  text-align: center; margin-top: 8px; font-style: italic;\n}\n\n\/* ===== STEP TIMELINE ===== *\/\n.roger-wrap .story-steps { margin: 28px 0; }\n.roger-wrap .step-item {\n  display: flex; gap: 16px;\n  margin-bottom: 28px; align-items: flex-start;\n}\n.roger-wrap .step-dot {\n  width: 38px; height: 38px; flex-shrink: 0;\n  background: #1a5c62;\n  border-radius: 50%;\n  display: flex; align-items: center; justify-content: center;\n  color: #fff;\n  font-family: 'Noto Serif TC', serif;\n  font-weight: 700; font-size: 14px;\n  margin-top: 2px;\n}\n.roger-wrap .step-content { flex: 1; }\n.roger-wrap .step-content h4 {\n  font-size: 15px; font-weight: 700;\n  color: #122224; margin-bottom: 7px;\n  border-bottom: 1px dashed #b2ddd9;\n  padding-bottom: 5px;\n}\n.roger-wrap .step-content p { font-size: 15px; margin: 0; color: #2d5a5e; }\n\n\/* ===== DIVIDER ===== *\/\n.roger-wrap .divider { border: none; border-top: 1px solid #b2ddd9; margin: 40px 0; }\n\n\/* ===== BADGE ===== *\/\n.roger-wrap .badge {\n  display: inline-block;\n  background: #2a8a7a; color: #fff;\n  font-size: 11px; font-weight: 700;\n  padding: 2px 9px; border-radius: 2px;\n  vertical-align: middle; margin-left: 6px;\n  letter-spacing: 0.5px;\n}\n\n\/* ===== CONTACT ===== *\/\n.roger-wrap .contact-block {\n  background: #0d2b2e;\n  border-radius: 8px;\n  padding: 28px 24px;\n  margin: 36px 0 0;\n}\n.roger-wrap .contact-block h3 {\n  font-family: 'Noto Serif TC', serif;\n  color: #5ecfb8; font-size: 16px;\n  margin-bottom: 16px;\n}\n.roger-wrap .contact-links { display: flex; flex-wrap: wrap; gap: 10px; }\n.roger-wrap .contact-links a {\n  display: inline-block;\n  background: rgba(94,207,184,0.12);\n  border: 1px solid rgba(94,207,184,0.35);\n  color: #5ecfb8 !important;\n  font-size: 13px; padding: 7px 16px;\n  border-radius: 4px;\n  text-decoration: none !important;\n  font-weight: 500;\n}\n.roger-wrap .contact-links a:hover {\n  background: rgba(94,207,184,0.25);\n}\n\n\/* ===== RESPONSIVE ===== *\/\n@media (max-width: 600px) {\n  .roger-wrap .profile-card { flex-direction: column; align-items: center; text-align: center; }\n  .roger-wrap .profile-tags { justify-content: center; }\n  .roger-wrap .agentic-grid { grid-template-columns: 1fr; }\n  .roger-wrap .contact-links { flex-direction: column; }\n}\n<\/style>\n<\/head>\n<body>\n<div class=\"roger-wrap\">\n\n<!-- ===== HERO ===== -->\n<div class=\"hero\">\n  <div class=\"hero-issue\">\u8cc7\u6e90\u4eba\u96fb\u5b50\u5831 \u00b7 Issue 032 \u00b7 \u65b0\u4e16\u4ee3<\/div>\n  <h1>\u5f9e\u5fae\u7a4d\u5206\u88ab\u7576\uff0c<br>\u5230\u5728\u7f8e\u570b\u4f01\u696d\u5e36\u958b\u767c\u5718\u968a<\/h1>\n  <div class=\"hero-sub\">\u4e00\u500b\u9084\u5728\u534a\u5c71\u8170\u7684\u4eba\uff0c\u56de\u982d\u7acb\u4e0b\u7684\u5e7e\u500b\u8def\u6a19<\/div>\n<\/div>\n\n<!-- ===== PROFILE CARD ===== -->\n<div class=\"profile-card\">\n  <img decoding=\"async\" class=\"profile-photo\" src=\"https:\/\/i0.wp.com\/mp.ncku.edu.tw\/wp-content\/uploads\/6lkh5zyy5rov5lq65oiq5asn56sm5ya256er5oqa5pah5pwz5z66yer5pyd\/6loh5rqq5lq66zu75a2q5acx\/032\/roger-chen-1.jpg?ssl=1\" alt=\"Roger Chen \u9673\u6613\u6684\" onerror=\"this.style.display='none'\" data-recalc-dims=\"1\">\n  <div class=\"profile-info\">\n    <div class=\"profile-name\">\u9673\u6613\u6684<\/div>\n    <div class=\"profile-en\">Roger Chen<\/div>\n    <div class=\"profile-tags\">\n      <span class=\"tag\">\u6210\u5927\u8cc7\u6e90\u7cfb \u5b78\u58eb\uff08\u8cc7\u6e90106\u7d1a\uff09<\/span>\n      <span class=\"tag\">\u6210\u5927\u8cc7\u6e90\u7cfb \u78a9\u58eb\uff08\u8cc7\u6e90108\u7d1a\uff09<\/span>\n      <span class=\"tag\">\u53f0\u5927\u516c\u885b\u5b78\u9662 \u7814\u7a76\u52a9\u7406<\/span>\n      <span class=\"tag\">JHU \u74b0\u5883\u885b\u751f \u78a9\u58eb\uff08FY22-24\uff09<\/span>\n      <span class=\"tag\">JHU \u6d41\u884c\u75c5\u5b78\u7814\u7a76\u6240 Research Data Analyst<\/span>\n      <span class=\"tag\">DeltaMed Solutions, Inc. Open Source Team Leader<\/span>\n    <\/div>\n  <\/div>\n<\/div>\n\n<!-- ===== ARTICLE BODY ===== -->\n<div class=\"article-body\">\n\n<p class=\"intro-p\">2026\u5e74\u904e\u5e74\u9019\u4e00\u6bb5\u6642\u9593\uff0c\u56e0\u70ba\u53ef\u4ee5\u9060\u7aef\u5de5\u4f5c\u7684\u7de3\u6545\uff0c\u516c\u53f8\u540c\u610f\u8b93\u6211\u56de\u53f0\u7063\u4e00\u908a\u5de5\u4f5c\u4e00\u908a\u904e\u5e74\u3002\u6211\u4e5f\u85c9\u6b64\u56de\u5230\u5b78\u6821\u62dc\u8a2a\u5f90\u570b\u9326\u8001\u5e2b\uff0c\u5403\u98ef\u5403\u5230\u4e00\u534a\uff0c\u8001\u5e2b\u554f\u6211\u300c\u6613\u6684\uff0c\u4f60\u9858\u4e0d\u9858\u610f\u5728\u8cc7\u6e90\u4eba\u5beb\u4e00\u7bc7\u6587\u7ae0\uff0c\u5206\u4eab\u4f60\u9019\u5e7e\u5e74\u8de8\u9818\u57df\u7684\u611f\u60f3\uff1f\u300d\uff0c\u6211\u99ac\u4e0a\u56de\u7b54\u300c\u597d\u554a\uff0c\u6211\u61c9\u8a72\u9084\u771f\u6709\u4e9b\u5fc3\u5f97\u53ef\u4ee5\u8207\u5b78\u5f1f\u59b9\u5206\u4eab\uff01\u300d<\/p>\n\n<p>\u9019\u61c9\u8a72\u662f\u500b<strong>\u7d93\u6b77\u523030\u6b72\u5f8c\u624d\u6709\u4e00\u4e9b\u611f\u60f3\u7684\u984c\u76ee<\/strong>\u30022019\u5e74\u90a3\u5e74\uff0c\u621124\u6b72\uff0c\u525b\u5f9e\u8001\u5e2b\u7814\u7a76\u5ba4\u7562\u696d\uff0c\u7d50\u675f\u5728\u6210\u5927\u8cc7\u6e90\u7cfb6\u5e74\u7684\u8a13\u7df4\uff0c\u6b63\u5c0d\u672a\u4f86\u7684\u4e0d\u78ba\u5b9a\u611f\u5230\u5fac\u5fa8\uff1b2026\u5e74\u7684\u73fe\u5728\uff0c\u621131\u6b72\uff0c\u5728\u7f8e\u570b\u5de5\u4f5c\uff0c\u662f\u500b\u5e36\u9818\u4e94\u4eba\u958b\u767c\u5718\u968a\u7684\u5c0f\u4e3b\u7ba1\u3002\u4e03\u5e74\u6642\u9593\uff0c\u8aaa\u9577\u4e0d\u9577\uff0c\u8aaa\u77ed\u4e0d\u77ed\uff0c\u5c0d\u6211\u537b\u662f\u4e00\u6bb5\u91cd\u8981\uff0c\u6539\u8b8a\u6211\u7684\u4eba\u751f\u65c5\u7a0b\u3002<\/p>\n\n<p>\u9019\u4e2d\u9593\u6211\u7576\u4e86\u5175\u3001\u5230\u53f0\u5927\u516c\u885b\u7576\u4e86\u5169\u5e74\u591a\u7684\u7814\u7a76\u52a9\u7406\uff0c\u7136\u5f8c\u5728\u7d04\u7ff0\u970d\u666e\u91d1\u65af\u5927\u5b78\uff08JHU\uff09\u74b0\u5883\u885b\u751f\u7cfb\u5b8c\u6210\u4e86\u7b2c\u4e8c\u500b\u78a9\u58eb\uff0c\u7562\u696d\u5f8c\u5728JHU\u6d41\u884c\u75c5\u5b78\u7814\u7a76\u6240\u53c8\u5de5\u4f5c\u4e86\u4e00\u5e74\uff0c\u63a5\u8457\u8f49\u5230\u696d\u754c\uff0c\u9032\u5165\u4e00\u9593\u70ba\u5404\u5927\u85e5\u5ee0\u5206\u6790\u81e8\u5e8a\u8a66\u9a57\u6578\u64da\u7684CRO\uff08Contract Research Organization\uff09\u516c\u53f8\u3002<span class=\"hl-teal\">\u4f86\u696d\u754c\u4e0d\u5230\u4e00\u5e74\uff0c\u6211\u5f9e\u96f6\u958b\u59cb\uff0c\u4e00\u624b\u5e36\u8d77\u4e86\u4e00\u500b\u6210\u719f\u7684\u8de8\u570b\u5718\u968a\uff0c\u800c\u6211\u5728\u9019\u9593\u751f\u6280\u516c\u53f8\u5e36\u9818\u7684\u5718\u968a\uff0c\u505a\u7684\u537b\u662f\u8edf\u9ad4\u8207\u61c9\u7528\u7a0b\u5f0f\u958b\u767c\u3002<\/span><\/p>\n\n<div class=\"em-box\">\n  <p>\u6211\u5f9e\u4f86\u90fd\u4e0d\u662f\u73ed\u4e0a\u7b2c\u4e00\u540d\u3002\u5927\u4e00\u6642\u5fae\u7a4d\u5206\u8ddf\u666e\u901a\u5316\u5b78\u90fd\u88ab\u7576\uff0c\u5927\u4e09\u9032\u8001\u5e2b\u7814\u7a76\u5ba4\u505a\u5c08\u984c\u6642\uff0c\u6691\u5047\u9084\u5f97\u56de\u6578\u5b78\u7cfb\uff0c\u8ddf\u4e00\u7fa4\u5927\u4e00\u7684\u5b78\u5f1f\u59b9\u4e00\u8d77\u6691\u4fee\u5fae\u7a4d\u5206\uff1b\u5728\u6210\u5927\u78a9\u58eb\u7562\u696d\u7684\u8ad6\u6587\u53e3\u8a66\uff0c\u4e5f\u662f\u53e3\u8a66\u59d4\u54e1\u5011\u9ad8\u62ac\u8cb4\u624b\u6211\u624d\u80fd\u7562\u696d\u7684\u3002\u9019\u5927\u6982\u5c31\u662f\u6211\u7684\u80cc\u666f\u4ecb\u7d39\u4e86\u3002\u8001\u5be6\u8ddf\u5404\u4f4d\u8aaa\uff0c\u9023\u6211\u81ea\u5df1\u90fd\u5f88\u96e3\u76f8\u4fe1\u9019\u4e03\u5e74\u524d\u5f8c\u7684\u4eba\u662f\u540c\u4e00\u500b\u4eba\u3002\u4f46\u9019\u78ba\u5be6\u5c31\u9019\u6a23\u767c\u751f\u4e86\uff1a24\u6b72\u90a3\u500b\u52aa\u529b\u671d\u81ea\u5df1\u60f3\u8981\u7684\u65b9\u5411\u8d70\u7684\u6211\uff0c\u5e78\u904b\u5730\u5728\u5927\u90e8\u5206\u7684\u95dc\u53e3\uff0c\u90fd\u62ff\u5230\u4e86\u968e\u6bb5\u6027\u7684\u6210\u529f\u3002<\/p>\n<\/div>\n\n<p>\u63a5\u4e0b\u4f86\uff0c\u6211\u60f3\u628a\u9019\u4e03\u5e74\u62c6\u6210\u5169\u500b\u90e8\u5206\u4f86\u5206\u4eab\uff1a\u4e00\u662f<strong>\u6280\u80fd<\/strong>\uff0c\u90a3\u662f\u8de8\u9818\u57df\u771f\u6b63\u7684\u929c\u63a5\u9ede\uff1b\u4e8c\u662f<strong>\u81ea\u6211\u8981\u6c42\u8207\u5805\u6301<\/strong>\uff0c\u5c31\u6211\u7684\u7d93\u9a57\u4f86\u8aaa\uff0c\u9019\u4e5f\u624d\u662f\u771f\u6b63\u6c7a\u5b9a\u4eba\u5728\u6bcf\u4e00\u500b\u8f49\u6298\u9ede\u53bb\u7559\u7684\u95dc\u9375\u56e0\u7d20\u3002<\/p>\n\n<hr class=\"divider\">\n\n<!-- ===== SECTION 1 ===== -->\n<h2>\u6280\u80fd\uff1a\u8de8\u9818\u57df\u7684\u929c\u63a5\u9ede<\/h2>\n\n<p><span class=\"hl-teal\">\u8de8\u9818\u57df\u5f9e\u4f86\u4e0d\u662f\u6191\u7a7a\u4e00\u8df3\uff0c\u6bcf\u4e00\u6b21\u90fd\u9700\u8981\u4e00\u500b\u929c\u63a5\u9ede\uff1a\u4f60\u5728\u4e0a\u4e00\u500b\u9818\u57df\u7d2f\u7a4d\u7684\u6280\u80fd\uff0c\u525b\u597d\u662f\u4e0b\u4e00\u500b\u9818\u57df\u9700\u8981\u7684\u6771\u897f\u3002<\/span>\u56de\u982d\u76e4\u9ede\uff0c\u6211\u7684\u6bcf\u4e00\u6b65\u90fd\u662f\u9019\u6a23\u63a5\u8d77\u4f86\u7684\u3002<\/p>\n\n<p>\u5728\u6210\u5927\uff0c\u5f90\u570b\u9326\u8001\u5e2b\u8981\u6c42\u6211\u5728\u5927\u5b78\u5c08\u984c\u63a8\u5c0e\u5730\u4e0b\u6c34\u6c61\u67d3\u5e73\u6d41\u5ef6\u6563\u65b9\u7a0b\u5f0f\u7684\u6578\u5b78\u89e3\u6790\u89e3\uff0c\u78a9\u58eb\u8ad6\u6587\u6642\u671f\u53c8\u6253\u4e0b\u4e86\u983b\u8b5c\u5206\u6790\u3001\u788e\u5f62\u5206\u6790\u8207\u6c34\u6587\u6a21\u578b\u7684\u57fa\u790e\u3002\u7576\u6642\u53ea\u89ba\u5f97\u8f9b\u82e6\uff0c\u5c0d\u9019\u4e9b\u8271\u6df1\u7684\u7406\u8ad6\u4e5f\u5927\u591a\u6478\u4e0d\u8457\u982d\u8166\uff0c\u591a\u5e74\u5f8c\u6f38\u6f38\u878d\u6703\u8cab\u901a\u624d\u660e\u767d\uff1a<strong>\u9019\u4e9b\u6578\u7406\u8a13\u7df4\uff0c\u662f\u6211\u65e5\u5f8c\u6240\u6709\u6a21\u578b\u80fd\u529b\u7684\u5730\u57fa\u3002<\/strong><\/p>\n\n<p>\u5728\u53f0\u5927\u516c\u885b\u7576\u7814\u7a76\u52a9\u7406\u7684\u5169\u5e74\u591a\uff0c\u6211\u5b78\u6703\u4e86\u5beb\u7a0b\u5f0f\u3001\u505a\u8cc7\u6599\u79d1\u5b78\uff0c\u900f\u904e\u6d41\u884c\u75c5\u5b78\u8207\u751f\u7269\u7d71\u8a08\u5c0d\u7d71\u8a08\u6a21\u578b\u6709\u4e86\u66f4\u6df1\u4e00\u5c64\u7684\u8a8d\u8b58\uff0c\u4e5f\u719f\u6089\u4e86\u5927\u578b\u96fb\u5b50\u8cc7\u6599\u5eab\u7684\u64cd\u4f5c\u6d41\u7a0b\uff08\u53f0\u7063\u7684\u516c\u885b\u7814\u7a76\u5927\u591a\u4f7f\u7528\u5065\u4fdd\u8cc7\u6599\u5eab NHIRD\uff09\uff0c\u4e26\u57f9\u990a\u51fa <strong>R Shiny \u8cc7\u6599\u8996\u89ba\u5316<\/strong>\u9019\u9805\u65e5\u5f8c\u6539\u8b8a\u6211\u8077\u6daf\u7684\u6280\u80fd\uff0c\u7d2f\u7a4d\u4e86\u5b78\u8853\u6210\u679c\uff0c\u4e5f\u5728\u516c\u885b\u5c08\u696d\u9818\u57df\u767c\u8868\u4e86\u8ad6\u6587\u3002<\/p>\n\n<p>\u5230\u4e86 JHU\uff0c\u6211\u9760\u9019\u4e9b\u57fa\u790e\u5feb\u901f\u929c\u63a5\u4e0a\u74b0\u5883\u885b\u751f\u7684\u8ab2\u7a0b\uff0c\u4e5f\u627e\u5230\u517c\u8077\u7814\u7a76\u52a9\u7406\u7684\u5de5\u4f5c\u3002\u7562\u696d\u5f8c\u6211\u7559\u4efb\u5b78\u6821\uff0c\u64d4\u4efb\u7814\u7a76\u8cc7\u6599\u5206\u6790\u5e2b\uff0c\u6df1\u8015\u65bc\u6642\u7a7a\u5206\u6790\u8207\u66b4\u529b\u72af\u7f6a\u7814\u7a76\u3002\u70ba\u4e86\u7533\u8acb\u535a\u58eb\u73ed\uff0c\u6211\u722d\u53d6\u6821\u5916\u5408\u4f5c\u6a5f\u6703\uff0c\u8207\u4e00\u4f4d\u54c8\u4f5b\u5b78\u9577\u5408\u4f5c\uff0c\u7528 TriNetX \u5927\u578b\u81e8\u5e8a\u8cc7\u6599\u5eab\u5206\u6790 Dupilumab \u5c0d COPD \u7684\u5f71\u97ff\uff0c\u7814\u7a76\u7d50\u679c\u767c\u8868\u4e0a\u4e86\u80f8\u8154\u79d1\u7684\u9802\u5c16\u671f\u520a\u3002<\/p>\n\n<p>\u9032\u5165 CRO \u696d\u754c\u5f8c\uff0c\u6b63\u9022\u85e5\u754c\u5927\u52d5\u4f5c\u5730\u628a\u4f7f\u7528\u7684\u7a0b\u5f0f\u8a9e\u8a00\u5f9e SAS \u904e\u6e21\u5230 R\uff0c<span class=\"hl-teal\">\u6211\u7684 R \u8207 Shiny \u6280\u80fd\u525b\u597d\u63a5\u4f4f\u4e86\u9019\u500b\u6d6a\u982d\u3002<\/span>\u6211\u8ca0\u8cac\u8a13\u7df4\u4e2d\u570b\u5718\u968a\u7684\u50b3\u7d71 SAS \u5de5\u7a0b\u5e2b\uff0c\u6559\u6750\u3001\u8b1b\u8ab2\u3001demo \u4e00\u624b\u5305\u8fa6\u3002\u66fe\u7d93\u9023\u7e8c\u5169\u500b\u6708\uff0c\u7528\u81ea\u5df1\u7684\u6642\u9593\u5728\u6bcf\u9031\u56db\u665a\u4e0a\u4e5d\u9ede\u5c0d\u6210\u54e1\u958b\u8ab2\uff0c\u6700\u5f8c\u6210\u529f\u628a\u4e00\u4f4d\u81ea\u5df1\u4eba\u9001\u9032\u5ba2\u6236\u85e5\u5ee0\u7576 FSP\uff08\u5c0d CRO \u516c\u53f8\u4f86\u8aaa\uff0c\u80fd\u9001\u51fa\u4e00\u4f4d\u5916\u6d3e\u4eba\u54e1\uff0c\u5c31\u4ee3\u8868\u4e00\u4efd\u984d\u5916\u6536\u5165\uff09\uff0c\u4f5c\u70ba\u9019\u9805\u4efb\u52d9\u7684\u9a57\u6536\u3002\u8001\u95c6\u5c0d\u6211\u7684\u4fe1\u4efb\uff0c\u5c31\u662f\u9019\u6a23\u4e00\u9ede\u4e00\u9ede\u7d2f\u7a4d\u8d77\u4f86\u7684\u3002<\/p>\n\n<p>\u800c\u6211\u81ea\u5df1\u88ab\u6d3e\u99d0\u85e5\u5ee0\u7576 FSP \u6642\uff0c\u5b78\u6703\u4e86\u4ed6\u5011\u56b4\u8b39\u7684\u5354\u4f5c\u65b9\u5f0f\uff1a\u7528 GitHub \u5de5\u4f5c\uff0c\u6bcf\u4e00\u500b Shiny app \u7684\u67b6\u69cb\uff08Architecture\uff09\u90fd\u8a2d\u8a08\u5f97\u5f88\u624e\u5be6\u3002\u67b6\u69cb\u662f\u4ec0\u9ebc\uff1f\u4e0b\u4e00\u7bc0\u6211\u6703\u7528\u4e00\u5f35\u5716\u89e3\u91cb\u3002\u6211\u7576\u6642\u4e5f\u4e0d\u6703\uff0c\u4f46\u6211\u7528\u9ad8\u6a19\u6e96\u8981\u6c42\u81ea\u5df1\uff0c\u6bcf\u500b\u65b0\u9805\u76ee\u90fd\u8981\u5feb\u901f\u4e0a\u624b\uff0c\u5f8c\u4f86\u628a\u9019\u4e00\u6574\u5957\u642c\u56de\u516c\u53f8\uff0c\u5f9e\u96f6\u5efa\u7acb\u8d77 GitHub \u5354\u4f5c\u7684\u6587\u5316\u3002<strong>\u56de\u904e\u795e\u4f86\uff0c\u6211\u5df2\u7d93\u8d70\u9032\u8edf\u9ad4\u958b\u767c\u7684\u9818\u57df\u4e86\u3002<\/strong><\/p>\n\n<!-- SKILL TABLE -->\n<div class=\"skill-table-wrap\">\n  <table class=\"skill-table\">\n    <thead>\n      <tr>\n        <th>\u968e\u6bb5<\/th>\n        <th>\u9818\u57df<\/th>\n        <th>\u7d2f\u7a4d\u7684\u6280\u80fd<\/th>\n        <th>\u5e36\u5f80\u4e0b\u4e00\u7ad9\u7684\u929c\u63a5\u9ede<\/th>\n      <\/tr>\n    <\/thead>\n    <tbody>\n      <tr>\n        <td class=\"stage\">\u6210\u5927\u8cc7\u6e90\u7cfb<\/td>\n        <td>\u6c34\u6587\u8207\u74b0\u5883\u6a21\u578b<\/td>\n        <td>ADE \u89e3\u6790\u89e3\u63a8\u5c0e\u3001\u983b\u8b5c\u5206\u6790\u3001\u788e\u5f62\u5206\u6790\u3001\u6c34\u6587\u6a21\u578b<\/td>\n        <td class=\"connector\">\u6578\u7406\u8207\u6a21\u578b\u57fa\u790e<\/td>\n      <\/tr>\n      <tr>\n        <td class=\"stage\">\u53f0\u5927\u516c\u885b<\/td>\n        <td>\u6d41\u884c\u75c5\u5b78\u7814\u7a76<\/td>\n        <td>\u7a0b\u5f0f\u8a2d\u8a08\u3001\u8cc7\u6599\u79d1\u5b78\u3001\u751f\u7269\u7d71\u8a08\u3001NHIRD \u5065\u4fdd\u8cc7\u6599\u5eab\u3001R Shiny \u8996\u89ba\u5316<\/td>\n        <td class=\"connector\">\u8cc7\u6599\u79d1\u5b78\u8207\u5927\u578b\u8cc7\u6599\u5eab\u5be6\u6230<\/td>\n      <\/tr>\n      <tr>\n        <td class=\"stage\">JHU<\/td>\n        <td>\u74b0\u5883\u885b\u751f<\/td>\n        <td>\u6642\u7a7a\u5206\u6790\u3001\u66b4\u529b\u72af\u7f6a\u7814\u7a76\u3001TriNetX \u81e8\u5e8a\u8cc7\u6599\u5eab\u3001\u671f\u520a\u767c\u8868<\/td>\n        <td class=\"connector\">\u81e8\u5e8a\u7814\u7a76\u7d93\u9a57\u8207\u4f5c\u54c1\u96c6<\/td>\n      <\/tr>\n      <tr>\n        <td class=\"stage\">CRO \u696d\u754c<\/td>\n        <td>\u8edf\u9ad4\u958b\u767c\u8207\u7ba1\u7406<\/td>\n        <td>GitHub \u5354\u4f5c\u3001\u8edf\u9ad4\u67b6\u69cb\u3001Agentic AI\u3001\u8de8\u570b\u5718\u968a\u7ba1\u7406<\/td>\n        <td class=\"connector\">\u6301\u7e8c\u7d2f\u7a4d\u4e2d<\/td>\n      <\/tr>\n    <\/tbody>\n  <\/table>\n  <p class=\"table-caption\">\u8868\u4e00\u3001\u4e03\u5e74\u9593\u7684\u6280\u80fd\u5806\u758a\uff1a\u6bcf\u4e00\u7ad9\u7d2f\u7a4d\u7684\u6280\u80fd\uff0c\u5c31\u662f\u8de8\u9032\u4e0b\u4e00\u7ad9\u7684\u9580\u7968<\/p>\n<\/div>\n\n<hr class=\"divider\">\n\n<!-- ===== SECTION: AGENTIC ===== -->\n<h2>\u5c94\u984c\uff1a\u6211\u7684\u65b0\u624b\u85dd\uff0c\u4f7f\u7528 AI \u4f86\u958b\u767c\u8edf\u9ad4 <span class=\"badge\">Agentic Engineering<\/span><\/h2>\n\n<p>\u8aaa\u5230\u9019\u88e1\uff0c\u8acb\u5bb9\u6211\u5c94\u958b\u4e00\u4e0b\uff0c\u4ecb\u7d39\u6211\u73fe\u5728\u6bcf\u5929\u5728\u505a\u7684\u4e8b\uff1a\u4f7f\u7528 AI \u4f86\u958b\u767c\u8edf\u9ad4\u3002\u9019\u9580\u65b0\u624b\u85dd\u6709\u500b\u540d\u5b57\uff0c\u53eb <strong>Agentic Engineering<\/strong>\u3002\u5b83\u807d\u8d77\u4f86\u5f88\u7384\uff0c\u62c6\u958b\u4f86\u5176\u5be6\u53ea\u6709\u56db\u4ef6\u6a38\u7d20\u7684\u4e8b\uff1a\u67b6\u69cb\uff08Architecture\uff09\u3001\u99d5\u99ad\uff08Harness\uff09\u3001\u8ff4\u5708\uff08Loop\uff09\uff0c\u4ee5\u53ca\u6280\u80fd\u5316\uff08Skill\uff09\u3002<\/p>\n\n<div class=\"agentic-grid\">\n  <div class=\"ag-card\">\n    <div class=\"ag-num\">01<\/div>\n    <div class=\"ag-title\">\u67b6\u69cb Architecture<\/div>\n    <p>\u52d5\u624b\u5beb\u7a0b\u5f0f\u4e4b\u524d\uff0c\u8981\u5148\u60f3\u6e05\u695a\u9019\u500b\u7522\u54c1\u8a72\u9577\u6210\u4ec0\u9ebc\u6a23\u5b50\uff1a\u6a21\u7d44\u600e\u9ebc\u5207\u3001\u8cc7\u6599\u600e\u9ebc\u6d41\u3001\u534a\u5e74\u5f8c\u8981\u52a0\u65b0\u529f\u80fd\u6642\u6703\u4e0d\u6703\u727d\u4e00\u9aee\u52d5\u5168\u8eab\u3002<\/p>\n  <\/div>\n  <div class=\"ag-card\">\n    <div class=\"ag-num\">02<\/div>\n    <div class=\"ag-title\">\u99d5\u99ad Harness<\/div>\n    <p>\u8981\u8b93 AI \u6703\u300c\u505a\u300d\uff0c\u4f60\u5f97\u7d66\u5b83\u5de5\u5177\uff08\u8b80\u5beb\u6a94\u6848\u3001\u57f7\u884c\u7a0b\u5f0f\u3001\u958b\u700f\u89bd\u5668\u622a\u5716\uff09\uff0c\u518d\u914d\u4e0a\u9a57\u8b49\u6a5f\u5236\uff0c\u8b93\u5b83\u505a\u5b8c\u80fd\u81ea\u5df1\u6aa2\u67e5\u3002\u5c31\u50cf\u97c1\u7e69\uff1a\u4e0d\u662f\u70ba\u4e86\u62f4\u4f4f\u99ac\uff0c\u662f\u70ba\u4e86\u8b93\u7260\u8dd1\u5f97\u53c8\u5feb\u53c8\u4e0d\u504f\u3002<\/p>\n  <\/div>\n  <div class=\"ag-card\">\n    <div class=\"ag-num\">03<\/div>\n    <div class=\"ag-title\">\u8ff4\u5708 Loop<\/div>\n    <p>\u8a2d\u8a08\u300c\u505a\u2192\u9a57\u8b49\u2192\u4fee\u6b63\u300d\u7684\u8ff4\u5708\uff0c\u8b93 AI \u4e00\u8f2a\u4e00\u8f2a\u903c\u8fd1\u6b63\u78ba\u7b54\u6848\uff0c\u800c\u4e0d\u662f\u5962\u6c42\u4e00\u6b21\u5230\u4f4d\u3002<\/p>\n  <\/div>\n  <div class=\"ag-card\">\n    <div class=\"ag-num\">04<\/div>\n    <div class=\"ag-title\">\u6280\u80fd\u5316 Skill<\/div>\n    <p>\u628a\u9a57\u8b49\u904e\u6709\u6548\u7684\u6d41\u7a0b\u6c89\u6fb1\u6210 Skill\uff0c\u6574\u7406\u6210\u4e00\u4efd\u96a8\u6642\u53ef\u4ee5\u518d\u6b21\u8abf\u7528\u7684\u6a19\u6e96\u4f5c\u696d\u6d41\u7a0b\uff0c\u4e0b\u6b21\u9047\u5230\u540c\u4e00\u985e\u554f\u984c\uff0cAI \u76f4\u63a5\u7167\u8457\u5c08\u696d\u6d41\u7a0b\u8d70\u3002<\/p>\n  <\/div>\n<\/div>\n\n<p>\u5148\u8aaa\u67b6\u69cb\u3002\u52d5\u624b\u5beb\u7a0b\u5f0f\u4e4b\u524d\uff0c\u8981\u5148\u60f3\u6e05\u695a\u9019\u500b\u7522\u54c1\u8a72\u9577\u6210\u4ec0\u9ebc\u6a23\u5b50\uff1a\u6a21\u7d44\u600e\u9ebc\u5207\u3001\u8cc7\u6599\u600e\u9ebc\u6d41\u3001\u534a\u5e74\u5f8c\u8981\u52a0\u65b0\u529f\u80fd\u6642\u6703\u4e0d\u6703\u727d\u4e00\u9aee\u52d5\u5168\u8eab\u3002\u7a7a\u8b1b\u592a\u62bd\u8c61\uff0c\u6211\u4ee5\u6211\u5011\u70ba\u85e5\u5ee0\u958b\u767c\u7684\u300c\u75c5\u4eba\u8cc7\u6599\u8996\u89ba\u5316\u5e73\u53f0\u300d\uff08R Shiny\uff09\u7576\u4f8b\u5b50\uff0c\u5716\u4e00\u662f\u5b83\u7684\u8cc7\u6599\u593e\u7d50\u69cb\uff1a<\/p>\n\n<!-- IMAGE 1 -->\n<div class=\"img-block\">\n  <img decoding=\"async\" src=\"https:\/\/i0.wp.com\/mp.ncku.edu.tw\/wp-content\/uploads\/6lkh5zyy5rov5lq65oiq5asn56sm5ya256er5oqa5pah5pwz5z66yer5pyd\/6loh5rqq5lq66zu75a2q5acx\/032\/.png?ssl=1\" alt=\"\u5716\u4e00\uff1a\u75c5\u4eba\u8cc7\u6599\u8996\u89ba\u5316\u5e73\u53f0\u7684\u8cc7\u6599\u593e\u67b6\u69cb\" onerror=\"this.style.display='none'\" data-recalc-dims=\"1\">\n  <p class=\"img-caption\">\u5716\u4e00\u3001\u6211\u5011\u7522\u54c1\u7684\u67b6\u69cb\uff1a\u5171\u7528\u908f\u8f2f\u53ea\u5beb\u4e00\u6b21\uff0c\u4e00\u500b\u5206\u9801\u4e00\u500b\u6a21\u7d44<\/p>\n<\/div>\n\n<p>\u5b83\u7684\u898f\u5247\u53ea\u6709\u5169\u689d\uff1a<strong>\u6240\u6709\u5206\u9801\u5171\u7528\u7684\u908f\u8f2f\uff08\u8b80\u8cc7\u6599\u3001\u756b\u5716\u3001\u914d\u8272\u3001\u6b63\u5e38\u503c\u5224\u5b9a\uff09\u96c6\u4e2d\u5728 logic\/\uff0c\u5168 app \u53ea\u5beb\u4e00\u6b21\uff1b\u6bcf\u500b\u5206\u9801\u81ea\u6210\u4e00\u500b\u6a21\u7d44\uff0c\u653e\u5728 module\/\uff0c\u4e92\u4e0d\u5e72\u64fe\u3002<\/strong>\u65bc\u662f\u8981\u65b0\u589e\u4e00\u500b\u5206\u9801\uff0c\u53ea\u8981\u52a0\u4e00\u500b\u6a94\u6848\uff1b\u8981\u8abf\u6574\u5168 app \u7684\u914d\u8272\uff0c\u4e5f\u53ea\u8981\u6539\u4e00\u500b\u6a94\u6848\u3002\u540c\u4e00\u500b app\uff0c\u5169\u500b\u5de5\u7a0b\u5e2b\u90fd\u505a\u5f97\u51fa\u4f86\uff0c\u4f46\u4e00\u500b\u5de5\u7a0b\u5e2b\u6709\u597d\u597d\u505a\u898f\u5283\uff0c\u53e6\u4e00\u500b\u8ffd\u6c42\u80fd\u8dd1\u901a\u5c31\u884c\uff0c\u5dee\u5225\u8981\u5230\u534a\u5e74\u5f8c\u624d\u986f\u73fe\uff1a\u4e00\u500b\u6539\u8d77\u4f86\u8f15\u9b06\u3001\u5f8c\u7e8c\u767c\u5c55\u6f5b\u529b\u4e5f\u9ad8\uff1b\u4e00\u500b\u6539\u8d77\u4f86\u60f3\u54ed\u800c\u4e14\u4e0d\u6613\u7dad\u8b77\u3002<\/p>\n\n<div class=\"em-box\">\n  <p>\u6240\u4ee5\u6211\u5e38\u8ddf\u5718\u968a\u8aaa\uff1a<strong>\u67b6\u69cb\u5c31\u662f\u958b\u767c\u8005\u7684\u7522\u54c1\u54c1\u5473\uff08product taste\uff09<\/strong>\u3002\u5b83\u50cf\u4e00\u9762\u7167\u5996\u93e1\uff0c\u4f60\u5c0d\u5168\u5c40\u638c\u63e1\u5f97\u6709\u591a\u6df1\u3001\u66ff\u672a\u4f86\u60f3\u4e86\u591a\u9060\uff0c\u5168\u90fd\u85cf\u4e0d\u4f4f\u5730\u756b\u5728\u4e0a\u9762\u3002<\/p>\n<\/div>\n\n<p>\u518d\u4f86\u662f Harness\u3002AI \u6a21\u578b\u672c\u8eab\u53ea\u6703\u300c\u8aaa\u300d\uff1b\u8981\u8b93\u5b83\u6703\u300c\u505a\u300d\uff0c\u4f60\u5f97\u7d66\u5b83\u5de5\u5177\uff08\u8b80\u5beb\u6a94\u6848\u3001\u57f7\u884c\u7a0b\u5f0f\u3001\u958b\u700f\u89bd\u5668\u622a\u5716\uff09\uff0c\u518d\u914d\u4e0a\u9a57\u8b49\u6a5f\u5236\uff0c\u8b93\u5b83\u505a\u5b8c\u80fd\u81ea\u5df1\u6aa2\u67e5\u3002\u9019\u5957\u914d\u5099\u5c31\u53eb Harness\uff0c\u539f\u610f\u662f\u99ac\u5177\u3001\u97c1\u7e69\uff1a\u4e0d\u662f\u70ba\u4e86\u62f4\u4f4f\u99ac\uff0c\u662f\u70ba\u4e86\u8b93\u7260\u8dd1\u5f97\u53c8\u5feb\u53c8\u4e0d\u504f\u3002\u5716\u4e8c\u53d6\u81ea\u6211\u6e96\u5099\u7684\u516c\u53f8\u5167\u8a13\u8b1b\u7fa9\uff1a<strong>Context \u6c7a\u5b9a AI\u300c\u77e5\u9053\u4ec0\u9ebc\u300d\uff0cHarness \u6c7a\u5b9a AI\u300c\u80fd\u505a\u4ec0\u9ebc\u300d\uff0cLoop \u6c7a\u5b9a AI\u300c\u80fd\u4fee\u6b63\u5230\u591a\u597d\u300d<\/strong>\u3002<\/p>\n\n<!-- IMAGE 2 -->\n<div class=\"img-block\">\n  <img decoding=\"async\" src=\"https:\/\/i0.wp.com\/mp.ncku.edu.tw\/wp-content\/uploads\/6lkh5zyy5rov5lq65oiq5asn56sm5ya256er5oqa5pah5pwz5z66yer5pyd\/6loh5rqq5lq66zu75a2q5acx\/032\/-ai-.png?ssl=1\" alt=\"\u5716\u4e8c\uff1a\u516c\u53f8\u5167\u8a13\u8b1b\u7fa9\uff0cContext\u3001Harness\u3001Loop \u4e09\u7a2e\u5de5\u7a0b\u80fd\u529b\" onerror=\"this.style.display='none'\" data-recalc-dims=\"1\">\n  <p class=\"img-caption\">\u5716\u4e8c\u3001\u516c\u53f8\u5167\u8a13\u8b1b\u7fa9\u7684\u5176\u4e2d\u4e00\u9801\uff1a\u7528\u597d\u751f\u6210\u5f0f AI \u7684\u4e09\u7a2e\u5de5\u7a0b\u80fd\u529b<\/p>\n<\/div>\n\n<p>Loop \u662f\u7b2c\u4e09\u4ef6\u4e8b\uff1a\u8a2d\u8a08\u300c\u505a\u2192\u9a57\u8b49\u2192\u4fee\u6b63\u300d\u7684\u8ff4\u5708\uff0c\u8b93 AI \u4e00\u8f2a\u4e00\u8f2a\u903c\u8fd1\u6b63\u78ba\u7b54\u6848\uff0c\u800c\u4e0d\u662f\u5962\u6c42\u4e00\u6b21\u5230\u4f4d\u3002\u6700\u5f8c\u4e00\u4ef6\u4e8b\uff0c\u662f\u628a\u9a57\u8b49\u904e\u6709\u6548\u7684\u6d41\u7a0b\u6c89\u6fb1\u6210 Skill\uff0c\u6574\u7406\u6210\u4e00\u4efd\u96a8\u6642\u53ef\u4ee5\u518d\u6b21\u8abf\u7528\u7684\u6a19\u6e96\u4f5c\u696d\u6d41\u7a0b\uff0c\u4e0b\u6b21\u9047\u5230\u540c\u4e00\u985e\u554f\u984c\uff0cAI \u76f4\u63a5\u7167\u8457\u5c08\u696d\u6d41\u7a0b\u8d70\u3002<\/p>\n\n<div class=\"quote-block\">\n  <p>\u5176\u5be6\u53ef\u80fd\u4eba\u751f\u4e5f\u662f\u4e00\u7a2e Agentic Engineering\uff0c\u53ea\u662f\u90a3\u500b agent\uff0c\u662f\u81ea\u5df1\u3002\u4f60\u5c0d\u81ea\u5df1\u7684\u5168\u5c40\u4e86\u89e3\u591a\u6df1\u3001\u66ff\u672a\u4f86\u7684\u898f\u5283\u82b1\u4e86\u591a\u5c11\u5fc3\u529b\uff0c\u90a3\u662f\u6211\u5011\u5404\u81ea\u4eba\u751f\u7684\u67b6\u69cb\uff1b\u6c7a\u5b9a\u628a\u81ea\u5df1\u653e\u9032\u4ec0\u9ebc\u74b0\u5883\u3001\u914d\u4e0a\u4ec0\u9ebc\u5de5\u5177\u8207\u5925\u4f34\uff0c\u90a3\u662f\u500b\u4eba\u7684 Harness\uff1b\u800c\u9858\u4e0d\u9858\u610f\u8aa0\u5be6\u5730\u8986\u76e4\u8207\u4fee\u6b63\uff0c\u6c7a\u5b9a\u4e86\u9019\u6a23\u7684 Loop \u80fd\u628a\u81ea\u5df1\u5e36\u5f97\u591a\u9060\u3002<\/p>\n<\/div>\n\n<hr class=\"divider\">\n\n<!-- ===== SECTION 2 ===== -->\n<h2>\u81ea\u6211\u8981\u6c42\u8207\u5805\u6301\uff1a\u990a\u6210\u8207\u773e\u4e0d\u540c\u7684\u4eba\u683c\u7279\u8cea<\/h2>\n\n<p><span class=\"hl-teal\">\u6280\u80fd\u6c7a\u5b9a\u4f60\u80fd\u4e0d\u80fd\u8de8\u904e\u53bb\uff0c\u800c\u81ea\u6211\u8981\u6c42\u6c7a\u5b9a\u4f60\u80fd\u8d70\u591a\u9060\u3002<\/span>\u9019\u4e00\u90e8\u5206\uff0c\u6211\u4ee5\u6211\u7684\u5e7e\u500b\u8f49\u6298\u4f86\u8aaa\u3002<\/p>\n\n<div class=\"story-steps\">\n\n  <div class=\"step-item\">\n    <div class=\"step-dot\">1<\/div>\n    <div class=\"step-content\">\n      <h4>\u53f0\u5927\u516c\u885b\u7684\u9663\u75db\uff1a\u5b78\u6703\u300c\u628a\u4e8b\u60c5\u505a\u5c0d\u3001\u505a\u597d\u300d<\/h4>\n      <p>\u7576\u6211\u8de8\u9818\u57df\u5230\u53f0\u5927\u516c\u885b\u6642\uff0c\u6211\u6709\u904e\u5f88\u75db\u7684\u9663\u75db\u671f\u3002\u7576\u6642\u7684\u526f\u9662\u9577\u3001\u4e5f\u662f\u6211\u7684\u8001\u95c6\uff0c\u6797\u5148\u548c\u8001\u5e2b\uff0c\u628a\u6211\u53eb\u53bb\u7d04\u8ac7\u8aaa\uff1a\u300c\u518d\u7d66\u6211\u4e00\u500b\u6708\uff0c\u5982\u679c\u9084\u4e0d\u80fd\u8ddf\u5718\u968a\u63a5\u8ecc\uff0c\u5c31\u8acb\u6211\u53e6\u627e\u6a5f\u6703\u300d\u3002\u8aaa\u771f\u7684\uff0c\u88ab\u8cac\u602a\u5f8c\u4e0d\u96e3\u53d7\u662f\u4e0d\u53ef\u80fd\u7684\u3002\u4f46\u73fe\u5728\u56de\u60f3\uff0c\u90a3\u6b21\u7d04\u8ac7\u9664\u4e86\u662f\u6797\u8001\u5e2b\u6eab\u67d4\u7684\u7763\u4fc3\uff0c\u4e5f\u662f\u4e00\u6b21\u56b4\u53b2\u7684\u9a57\u8b49\u3002\u5b83\u903c\u6211\u5b78\u6703\u5230\u8fd130\u6b72\u624d\u771f\u6b63\u61c2\u7684\u4e00\u4ef6\u4e8b\uff1a<strong>\u628a\u4e8b\u60c5\u505a\u5c0d\u3001\u505a\u597d\uff0c\u800c\u4e0d\u662f\u70ba\u4e86\u505a\u800c\u505a\u3002<\/strong>\u5f9e\u90a3\u4e4b\u5f8c\u6211\u624d\u6f5b\u5fc3\u52aa\u529b\u5b78\u7fd2\uff0c\u4e5f\u624d\u6709\u4e86\u524d\u9762\u90a3\u4e00\u6574\u6392\u6280\u80fd\u3002<\/p>\n    <\/div>\n  <\/div>\n\n  <div class=\"step-item\">\n    <div class=\"step-dot\">2<\/div>\n    <div class=\"step-content\">\n      <h4>\u7533\u8acb\u535a\u58eb\u73ed\uff1a\u516b\u9593\u5168\u843d\u7a7a\uff0c\u4e00\u5834\u56b4\u683c\u7684\u4fee\u7df4<\/h4>\n      <p>\u7533\u8acb\u535a\u58eb\u73ed\u5247\u662f\u4e00\u5834\u66f4\u56b4\u683c\u7684\u4fee\u7df4\u3002\u7576\u6642\u7684\u6211\u52d5\u6a5f\u5341\u8db3\u4f46\u5929\u771f\uff0c\u60f3\u8b80\u516c\u885b\u535a\u58eb\uff0c\u5c07\u4f86\u4ee5\u5c08\u5bb6\u5b78\u8005\u7684\u8eab\u5206\u56de\u53f0\u7063\uff0c\u70ba\u6559\u80b2\u653f\u7b56\u3001\u70ba\u4e0b\u4e00\u4ee3\u7684\u6279\u5224\u601d\u8003\u80fd\u529b\u50b3\u905e\u505a\u9ede\u4e8b\u3002\u6211\u7533\u8acb\u7684\u7b2c\u4e00\u5e74\uff0c\u516b\u9593\u7533\u8acb\u5b78\u6821\u5168\u843d\u7a7a\uff0c\u53ea\u6709 JHU \u74b0\u5883\u885b\u751f\u7d66\u4e86\u6211\u78a9\u58eb\u7684\u9304\u53d6\u901a\u77e5\u3002\u90a3\u6642\u6211\u672c\u60f3\u518d\u62da\u4e00\u5e74\uff0c\u56e0\u70ba\u8b80\u7f8e\u570b\u535a\u58eb\u73ed\u4e0d\u7528\u82b1\u9322\u9084\u6709\u734e\u5b78\u91d1\uff0c\u6211\u60f3\u8aaa\u7684\u6545\u4e8b\u662f\uff1a\u9023\u5fae\u7a4d\u5206\u88ab\u7576\u7684\u6211\uff0c\u90fd\u80fd\u4e0d\u82b1\u5bb6\u88e1\u7684\u9322\u51fa\u570b\u8b80\u66f8\uff0c\u90a3\u6bd4\u6211\u512a\u79c0\u7684\u5b78\u5f1f\u59b9\u4e00\u5b9a\u4e5f\u53ef\u4ee5\u3002\u4f46\u7238\u5abd\u8ddf\u6211\u8aaa\uff1a\u300c\u4f60\u8981\u8de8\u53bb\u516c\u5171\u885b\u751f\uff0c\u672c\u4f86\u5c31\u9700\u8981\u518d\u8b80\u4e00\u500b\u5b78\u4f4d\uff0c\u9322\u6211\u5011\u5df2\u7d93\u6e96\u5099\u597d\u4e86\u3002\u300d\u6211\u5f8c\u4f86\u63a5\u53d7\u4e86\uff0c\u9032\u5165JHU\u74b0\u5883\u885b\u751f\u7cfb\u5c31\u8b80\uff0c\u4e5f\u653e\u4e0b\u4e86\u5929\u771f\u7684\u57f7\u62d7\u3002<strong>\u56e0\u70ba\u6211\u7406\u89e3\uff0c\u7576\u4f60\u5e36\u8457\u5bb6\u4eba\u670b\u53cb\u7684\u795d\u798f\u8207\u597d\u610f\u52aa\u529b\u6642\uff0c\u672a\u4f86\u4f60\u7684\u6210\u529f\uff0c\u90fd\u6703\u6709\u4ed6\u5011\u7684\u5f71\u5b50\u3002<\/strong><\/p>\n    <\/div>\n  <\/div>\n\n  <div class=\"step-item\">\n    <div class=\"step-dot\">3<\/div>\n    <div class=\"step-content\">\n      <h4>JHU \u7562\u696d\u5f8c\uff1a\u8986\u76e4\u7684\u8ff4\u5708\uff0c\u628a\u505a\u5c0d\u7684\u4e8b\u6c89\u6fb1\u6210 Skill<\/h4>\n      <p>JHU\u7562\u696d\u5f8c\uff0c\u6211\u80fd\u7559\u5728\u7814\u7a76\u5ba4\u7576\u7814\u7a76\u8cc7\u6599\u5206\u6790\u5e2b\uff0c\u4e0d\u7528\u53bb\u5c31\u696d\u5e02\u5834\u62da\u6b7b\u62da\u6d3b\uff0c\u662f\u56e0\u70ba\u8001\u95c6\u77e5\u9053\u6211\u518d\u5ea6\u7533\u8acb\u5931\u5229\uff0c\u770b\u898b\u6211\u7684\u5805\u6301\uff0c\u9858\u610f\u652f\u6301\u6211\u4e00\u5e74\uff0c\u7d66\u6211\u5de5\u4f5c\u8b93\u6211\u7e7c\u7e8c\u7533\u8acb\u3002\u6559\u6388\u544a\u8a34\u6211\uff0c\u4ed6\u770b\u5230\u6211\u4e00\u76f4\u90fd\u5f88\u7a4d\u6975\uff0c\u4e0d\u7ba1\u662f\u62c5\u4efb\u52a9\u6559\u6216\u662f\u53c3\u8207\u7814\u7a76\u8a08\u756b\u3002<span class=\"hl-teal\">\u771f\u7684\uff01\u71b1\u60c5\u662f\u6703\u88ab\u4eba\u770b\u898b\u7684\uff0c\u6240\u4ee5\u4ed6\u9858\u610f\u7d66\u6211\u9019\u4e00\u5e74\u7684\u6a5f\u6703\u3002<\/span>\u7533\u8acb\u535a\u58eb\u73ed\u90a3\u5e7e\u5e74\uff0c\u6211\u7d66\u81ea\u5df1\u7acb\u4e86\u4e00\u500b\u8ff4\u5708\uff1a\u6bcf\u5929\u8986\u76e4\uff0c\u554f\u81ea\u5df1\u4eca\u5929\u54ea\u88e1\u4e0d\u5920\u597d\u3001\u8a72\u600e\u9ebc\u4fee\u6b63\uff1b\u54ea\u88e1\u505a\u5f97\u597d\u3001\u600e\u9ebc\u628a\u6bcf\u4e00\u6b21\u6210\u529f\u91cd\u73fe\u6210\u70ba\u81ea\u5df1\u7684\u80fd\u529b\u3002\u5c31\u50cf\u73fe\u5728\u6211\u5c07 AI \u628a\u9a57\u8b49\u904e\u7684\u5de5\u4f5c\u6d41\u6574\u7406\u6210 Skill \u4e00\u6a23\uff0c\u8986\u76e4\u5c31\u662f\u628a\u4eba\u751f\u88e1\u505a\u5c0d\u7684\u4e8b\uff0c\u6c89\u6fb1\u6210\u53ef\u4ee5\u518d\u73fe\u7684 Skill\u3002<\/p>\n    <\/div>\n  <\/div>\n\n  <div class=\"step-item\">\n    <div class=\"step-dot\">4<\/div>\n    <div class=\"step-content\">\n      <h4>\u518d\u6b21\u7533\u8acb\u535a\u58eb\u73ed\uff1a\u516d\u9593\u9762\u8a66\uff0c\u6700\u7d42\u5c0d\u81ea\u5df1\u8aa0\u5be6<\/h4>\n      <p>\u518d\u6b21\u7533\u8acb\u535a\u58eb\u73ed\u7684\u90a3\u4e00\u5e74\uff0c\u6211\u6709\u4e86\u5169\u7bc7\u7b2c\u4e00\u4f5c\u8005\u8ad6\u6587\u3001\u4e00\u7bc7\u9802\u5c16\u671f\u520a\u8ad6\u6587\u3001\u624e\u5be6\u7684\u9762\u8a66\u6280\u5de7\u8207\u6210\u719f\u7684\u5f85\u4eba\u8655\u4e8b\u80fd\u529b\uff0c\u6211\u62ff\u5230\u4e86\u516d\u9593\u535a\u58eb\u73ed\u7684\u9762\u8a66\uff08JHU\u3001NYU\u3001BU\u3001Colorado\u3001Emory\u3001UMich\uff09\u3002\u7533\u8acb\u535a\u58eb\u73ed\u662f\u4e00\u689d\u9700\u8981\u660e\u5fc3\u898b\u6027\u7684\u9577\u8def\uff0c\u64b0\u5beb Statement of Purpose \u8207 Personal Statement \u903c\u8457\u81ea\u5df1\u4e00\u518d\u6d17\u934a\u5fc3\u6027\u3002\u7528\u8db3\u5920\u9ad8\u7684\u6a19\u6e96\u8981\u6c42\u81ea\u5df1\uff0c\u624d\u80fd\u9054\u6210\u81ea\u5df1\u8a2d\u5b9a\u7684\u76ee\u6a19\uff0c\u800c\u9019\u500b\u60f3\u6cd5\uff0c\u53ef\u4ee5\u985e\u6bd4\u5230\u5805\u6301\u505a\u4efb\u4f55\u4e00\u4ef6\u56f0\u96e3\u7684\u4e8b\u60c5\u4e0a\u3002<\/p>\n      <p>\u4f46\u662f\uff0c\u6211\u5373\u4fbf\u6709\u9019\u4e9b\u9762\u8a66\uff0c\u6700\u7d42\u6211\u9084\u662f\u6c92\u6709\u62ff\u5230\u4efb\u4f55\u5165\u5b78\u901a\u77e5\u3002\u8207\u6b64\u540c\u6642\uff0c\u6211\u518d\u4e00\u6b21\u5c0d\u81ea\u5df1\u8aa0\u5be6\uff1a<strong>\u6211\u5176\u5be6\u6c92\u6709\u90a3\u9ebc\u60f3\u8b80\u535a\u58eb\u3002<\/strong>30\u6b72\u4e86\uff0c\u6211\u60f3\u5148\u8cfa\u9322\uff0c\u7167\u9867\u597d\u81ea\u5df1\uff0c\u904e\u4e0a\u60f3\u8981\u7684\u751f\u6d3b\uff0c\u518d\u8ac7\u5e6b\u52a9\u4e0b\u4e00\u4ee3\u3002\u5f9e\u9019\u4e00\u523b\u8d77\u6211\u624d\u958b\u59cb\u8de8\u51fa\u5b78\u8853\u5708\u3002<\/p>\n    <\/div>\n  <\/div>\n\n  <div class=\"step-item\">\n    <div class=\"step-dot\">5<\/div>\n    <div class=\"step-content\">\n      <h4>\u8de8\u9032\u696d\u754c\uff1a\u5169\u767e\u4efd\u5de5\u4f5c\uff0c\u552f\u4e00\u4e00\u4efd offer<\/h4>\n      <p>\u65bc\u662f 2025 \u5e74 2 \u6708\u6211\u958b\u59cb\u627e\u5de5\u4f5c\uff0c\u628a\u5b78\u754c CV \u6539\u6210\u696d\u754c\u5c65\u6b77\uff0c\u4e0d\u65b7 coffee chat\uff0c\u50cf\u696d\u52d9\u4e00\u6a23\u89aa\u529b\u89aa\u70ba\u3002\u4ecb\u7d39\u6211\u7684\u8077\u696d\u7375\u982d\u539f\u672c\u60f3\u5a49\u62d2\u6211\u7684\u5c65\u6b77\uff0c\u4f46\u6211\u9810\u5148\u7814\u7a76\u4e86\u85e5\u5ee0\u7684\u5de5\u4f5c\u5167\u5bb9\uff0c\u4e3b\u52d5\u9ede\u51fa\u300c\u8cb4\u516c\u53f8\u9700\u8981\u3001\u800c\u6211\u53ef\u4ee5\u63d0\u4f9b\u300d\u7684\u670d\u52d9\uff1a\u5305\u542bShiny \u7684\u6280\u80fd\u3001\u81e8\u5e8a\u85e5\u7269\u7814\u7a76\u7684\u7d93\u9a57\u3001\u5927\u578b\u96fb\u5b50\u8cc7\u6599\u5eab\uff08NHIRD\u3001TriNetX\uff09\u7684\u7d93\u6b77\u3002\u4e5f\u662f\u56e0\u70ba\u9019\u6a23\u7684\u7528\u5fc3\u6e96\u5099\uff0c\u5979\u624d\u9ede\u982d\u628a\u5c65\u6b77\u63a8\u85a6\u7d66\u4e86\u6211\u5f8c\u4f86\u7684\u4e3b\u7ba1\uff0c\u56db\u8f2a\u9762\u8a66\u5f8c\uff0c\u6211\u62ff\u5230\u4e86\u9019\u4efd\u5de5\u4f5c\uff0c<span class=\"hl-teal\">\u800c\u90a3\u662f\u6211\u90a3\u5e74\u6295\u7684\u5169\u767e\u4efd\u5de5\u4f5c\u88e1\uff0c\u552f\u4e00\u7684\u4e00\u4efd\u3002<\/span>\u6211\u5c31\u9019\u6a23\u6b63\u5f0f\u5f9e\u516c\u885b\u8de8\u9032\u4e86\u85e5\u754c\u3002<\/p>\n    <\/div>\n  <\/div>\n\n  <div class=\"step-item\">\n    <div class=\"step-dot\">6<\/div>\n    <div class=\"step-content\">\n      <h4>\u5e36\u5718\u968a\uff1a\u91cd\u65b0\u8a2d\u8a08\u5354\u4f5c\u67b6\u69cb\uff0c\u8b93\u7d50\u69cb\u9a45\u52d5\u5de5\u4f5c<\/h4>\n      <p>\u958b\u59cb\u5e36\u5718\u968a\u5f8c\u4e5f\u6709\u9663\u75db\u904e\u7a0b\uff1b\u7522\u54c1\u4e0a\u67b6\u524d\u6e2c\u8a66\u4f86\u4f86\u56de\u56de\uff0c\u6539\u4e86 A \u58de\u4e86 B\uff0c\u4ea4\u8fa6\u5168\u9760 Teams \u8a0a\u606f\uff0c\u4e45\u4e86\u54e1\u5de5\u4e5f\u6703\u7169\u3002\u8001\u95c6\u56b4\u8085\u5730\u544a\u8a34\u6211\uff1a\u9019\u500b\u904e\u7a0b\u6709\u5f88\u5927\u7684\u554f\u984c\u3002\u5176\u5be6\u6211\u81ea\u5df1\u4e5f\u89ba\u5f97\u4e0d\u5c0d\uff0c\u56e0\u70ba\u5c0d\u54e1\u5de5\u4f86\u8aaa\uff0c\u53ef\u80fd\u8a0a\u606f\u4e00\u97ff\u5c31\u4ee3\u8868\u300c\u53c8\u6709\u5de5\u4f5c\u4e86\u300d\u3002\u50cf\u53e4\u5178\u5236\u7d04\u4e00\u6a23\uff0c\u4e45\u4e86\u8ab0\u90fd\u4e0d\u60f3\u770b\u8a0a\u606f\uff0c\u56de\u8986\u8d8a\u4f86\u8d8a\u6162\uff0c\u58d3\u529b\u4e5f\u8d8a\u4f86\u8d8a\u5927\u3002\u6211\u8ddf\u8001\u95c6\u8aaa\uff0c\u7d66\u6211\u4e00\u9031\u6642\u9593\uff0c\u6211\u6703\u8655\u7406\u597d\u9019\u4ef6\u4e8b\u3002\u6211\u4e00\u76f4\u76f8\u4fe1\uff0c\u7576\u96e3\u984c\u51fa\u73fe\u800c\u81ea\u5df1\u73fe\u968e\u6bb5\u9084\u4e0d\u8db3\u4ee5\u61c9\u5c0d\u6642\uff0c\u5c31\u9700\u8981\u8df3\u51fa\u6846\u9650\u3002\u6211\u77e5\u9053\u6211\u9700\u8981\u66f4\u597d\u7684\u7ba1\u7406\u5de5\u5177\uff0c\u65bc\u662f\u5c0e\u5165 Notion \u5de5\u4f5c\u65e5\u8a8c\uff0c\u628a\u5de5\u4f5c\u5167\u5bb9\u5206\u9580\u5225\u985e\uff0c\u5c07 Active items \u6a19\u8a18\u6e05\u695a\uff0c\u8b93\u300c\u7d50\u69cb\u300d\u53bb\u9a45\u52d5\u5de5\u4f5c\uff0c\u800c\u4e0d\u662f\u8b93\u300c\u8a0a\u606f\u300d\u53bb\u9a45\u8d95\u4eba\uff0c<strong>\u4f60\u4e5f\u53ef\u4ee5\u8aaa\uff0c\u6211\u662f\u91cd\u65b0\u8a2d\u8a08\u4e86\u4e00\u6b21\u5718\u968a\u5354\u4f5c\u7684\u67b6\u69cb\u3002<\/strong>\u5f9e\u90a3\u4e4b\u5f8c\uff0cTeams \u4e0a\u7684\u8a0a\u606f\u53ea\u5269\u4e0b\u300c\u4f60\u5011\u597d\u68d2\uff01\u300d\u300c\u8f9b\u82e6\u4e86\uff0c\u8acb\u597d\u597d\u4f11\u606f\uff01\u300d\uff0c\u5718\u968a\u4e5f\u771f\u6b63\u6210\u719f\u4e86\u8d77\u4f86\u3002<\/p>\n    <\/div>\n  <\/div>\n\n<\/div><!-- \/story-steps -->\n\n<div class=\"quote-block\">\n  <p>\u6211\u66fe\u8ddf\u8001\u95c6\u8aaa\u904e\u4e00\u53e5\u8a71\uff1a\u300c\u4f60\u662f\u5426\u9084\u8a18\u5f97\u5b78\u751f\u6642\u4ee3\u7684\u4f60\uff0c\u6536\u5230\u7c21\u8a0a\u6703\u671f\u5f85\u662f\u4e0d\u662f\u90a3\u500b\u4ed6\u4f86\u7684\u8a0a\u606f\uff1f\u6211\u5e0c\u671b\u5718\u968a\u6700\u5f8c\u80fd\u628a\u5de5\u4f5c\u7576\u8ac7\u6200\u611b\u4f86\u770b\uff0c\u6703\u671f\u5f85\u6536\u5230\u4f86\u81ea\u6211\u7684\u8a0a\u606f\u3002\u300d<\/p>\n<\/div>\n\n<p>\u6211\u5f88\u8a8d\u771f\u5730\u5c0d\u5f85\u6211\u7684\u9805\u76ee\uff0c\u4e5f\u5f88\u8a8d\u771f\u5730\u6295\u5165\u751f\u6d3b\uff0c\u6240\u4ee5\u6211\u5c0d\u751f\u6d3b\u7e3d\u6709\u5f88\u591a\u53cd\u82bb\uff0c\u624d\u6703\u6709\u9019\u4e9b\u5947\u5947\u602a\u602a\u7684\u7e3d\u7d50\uff0c\u54c8\u54c8\u3002\u6211\u8a8d\u70ba\u958b\u767c\u5f88\u6709\u8da3\uff1a\u4e00\u500b\u4ea4\u5230\u4f60\u624b\u4e0a\u7684\u7522\u54c1\uff0c\u6703\u8b93\u4f60\u96a8\u6642\u601d\u8003\u5b83\u8a72\u9577\u6210\u4ec0\u9ebc\u6a23\u5b50\u3002\u6211\u5e0c\u671b\u6211\u5011\u5718\u968a\u7684\u4eba\u90fd\u80fd\u6a02\u5728\u5176\u4e2d\uff0c\u4e00\u7728\u773c\u5c31\u767c\u73fe\u9818\u85aa\u6c34\u4e86\u3002<\/p>\n\n<p>\u7576\u521d\u516c\u53f8\u62db\u6211\u9032\u4f86\uff0c\u5176\u5be6\u53ea\u770b\u4e0a Shiny \u9019\u4e00\u9805\u6280\u80fd\uff1b\u5f8c\u4f86\u7684\u4e8b\uff0c\u5927\u591a\u662f\u6211\u81ea\u5df1\u4f38\u624b\u8981\u4f86\u7684\uff0c\u4e3b\u52d5\u63a5\u4e0b\u6838\u5fc3\u958b\u767c\u3001\u4e3b\u52d5\u8fa6\u5167\u8a13\uff0c\u4e5f\u4e3b\u52d5\u5beb\u63d0\u6848\u5831\u544a\u7d66\u5275\u8fa6\u4eba\uff0c\u544a\u8a34\u4ed6\u6211\u7684\u5718\u968a\u60f3\u505a\u5230\u4ec0\u9ebc\u3001\u9700\u8981\u4ec0\u9ebc\u8cc7\u6e90\u3002\u6211\u5c0d\u81ea\u5df1\u7684\u6a19\u6e96\u5f88\u9ad8\uff0c\u9762\u5c0d\u4efb\u52d9\u4e5f\u7fd2\u6163\u81ea\u5df1\u5728\u524d\u9762\u9818\u982d\u885d\u523a\uff0c\u4f46\u6211\u4e5f\u5f88\u6a02\u65bc\u7d66\u6bcf\u4e00\u4f4d\u8a8d\u771f\u5de5\u4f5c\u7684\u4eba\u8a72\u6709\u7684\u80af\u5b9a\u3002\u4e5f\u662f\u9019\u6a23\u7684\u7cbe\u795e\uff0c\u8b93\u9019\u500b\u5718\u968a\u5230\u76ee\u524d\u70ba\u6b62\u90fd\u5f88\u6709\u5411\u5fc3\u529b\uff0c\u5de5\u4f5c\u4e0a\u5f88\u878d\u6d3d\u3002<\/p>\n\n<div class=\"quote-block\">\n  <p>NVIDIA \u5275\u8fa6\u4eba\u9ec3\u4ec1\u52f3\u5148\u751f\u8aaa\u904e\uff1a\u300c\u771f\u6b63\u6703\u8b93\u4f60\u60f3\u4e00\u8d77\u5de5\u4f5c\u7684\u4eba\uff0c\u4e0d\u662f\u6700\u8070\u660e\u7684\u4eba\uff0c\u800c\u662f\u5584\u826f\u3001\u6a02\u898b\u5225\u4eba\u6210\u529f\u7684\u4eba\u3002\u300d<\/p>\n  <p class=\"quote-author\">\u2014 \u9ec3\u4ec1\u52f3<\/p>\n<\/div>\n\n<p>\u958b\u59cb\u5de5\u4f5c\u4e4b\u5f8c\uff0c\u6211\u624d\u771f\u6b63\u900f\u5fb9\u5730\u7406\u89e3\u9019\u53e5\u8a71\uff0c\u4e5f\u7528\u9019\u500b\u6a19\u6e96\u53bb\u5c0b\u627e\u6211\u60f3\u5e36\u9032\u5718\u968a\u7684\u65b0\u4eba\u3002<span class=\"hl-deep\">\u8de8\u9818\u57df\u5f9e\u4f86\u4e0d\u662f\u76ee\u7684\uff0c\u800c\u662f\u5728\u751f\u5b58\u3001\u5728\u8ffd\u6c42\u76ee\u6a19\u7684\u904e\u7a0b\u4e2d\u81ea\u7136\u767c\u751f\u7684\u4e8b\u3002<\/span>\u6bcf\u500b\u4eba\u7684\u8def\u90fd\u4e0d\u4e00\u6a23\uff0c\u4f46\u6c7a\u5b9a\u6027\u7684\u56e0\u7d20\u662f\u540c\u4e00\u500b\uff1a<strong>\u300c\u4f60\u7a76\u7adf\u60f3\u6210\u70ba\u600e\u6a23\u7684\u4eba\uff1f\u300d<\/strong>\u627e\u5230\u81ea\u5df1\u7684\u6838\u5fc3\u50f9\u503c\u4e4b\u5f8c\uff0c\u6211\u5011\u4e5f\u5c31\u6210\u4e86\u5b8c\u5168\u4e0d\u540c\u7684\u4eba\u3002<\/p>\n\n<hr class=\"divider\">\n\n<!-- ===== ENDING ===== -->\n<h2>\u7d50\u8a9e<\/h2>\n\n<p>\u5beb\u5230\u9019\u88e1\uff0c\u6211\u60f3\u8d77\u5728\u6210\u5927\u7684\u65e5\u5b50\uff0c\u8001\u5e2b\u7814\u7a76\u5ba4\u7684\u767d\u677f\u4e0a\u4e00\u76f4\u5beb\u8457\u4e00\u53e5\u8a71\uff1a<\/p>\n\n<div class=\"calli-box\">\n  <span class=\"calli-text\">\u522a\u7e41\u5c31\u7c21\u4e09\u79cb\u6a39\uff0c\u9818\u7570\u6a19\u65b0\u4e8c\u6708\u82b1\u3002<\/span>\n  <span class=\"calli-sub\">\u7576\u5e74\u770b\uff0c\u5b83\u662f\u639b\u5728\u767d\u677f\u4e0a\u7684\u4e00\u53e5\u66f8\u6cd5\uff1b\u73fe\u5728\u770b\uff0c\u5b83\u6839\u672c\u5c31\u662f\u6700\u597d\u7684\u67b6\u69cb\u54f2\u5b78\uff1a<br>\u628a\u7e41\u96dc\u7684\u522a\u6389\uff0c\u8ffd\u6c42\u5c6c\u65bc\u81ea\u5df1\u7684\u7368\u7279\u6027\u3002<\/span>\n<\/div>\n\n<p>\u6210\u529f\u7d55\u5c0d\u4e0d\u6703\u4e00\u6b21\u5230\u4f4d\uff0c\u6211\u5011\u90fd\u5728\u81ea\u5df1\u7684\u8ff4\u5708\u88e1\u4e00\u8f2a\u4e00\u8f2a\u5730\u505a\u3001\u9a57\u8b49\u3001\u4fee\u6b63\u3002\u8a8d\u771f\u5c0d\u5f85\u6bcf\u4e00\u4ef6\u4e8b\uff0c\u5373\u4fbf\u90a3\u53ef\u80fd\u9700\u8981\u4f60\u4ed8\u51fa\u66f4\u591a\u6642\u9593\uff1b\u5982\u679c\u4f60\u60f3\u6210\u70ba\u5728\u4efb\u4f55\u9818\u57df\u90fd\u80fd\u7a81\u51fa\u7684\u4eba\uff0c\u5c31\u8a72\u6709\u9019\u6a23\u7684\u5fc3\u7406\u6e96\u5099\u3002\u7136\u5f8c\uff0c\u628a\u505a\u5c0d\u7684\u4e8b\u6c89\u6fb1\u6210\u5e36\u5f97\u8d70\u7684 Skill\u3002<span class=\"hl-teal\">\u9019\u662f\u6211\u80fd\u8ddf\u5b78\u5f1f\u59b9\u5206\u4eab\u7684\u6700\u91cd\u8981\u7684\u4e8b\uff0c\u4e5f\u662f\u6211\u80fd\u70ba\u5404\u4f4d\u7acb\u5728\u9019\u88e1\u7684\u8def\u6a19\u3002<\/span><\/p>\n\n<p>\u7121\u8ad6\u662f\u60f3\u8a62\u554f\u6587\u7ae0\u5167\u5c08\u984c\u76f8\u95dc\u7684\u5167\u5bb9\u6216\u662f\u60f3\u77e5\u9053\u7559\u5b78\u5982\u4f55\u6e96\u5099\u7b49\u7b49\u8a0a\u606f\u7684\u5b78\u5f1f\u59b9\uff0f\u5b78\u9577\u59d0\uff0c\u90fd\u6b61\u8fce\u4f86\u8a0a\u606f\uff0c\u6211\u628a\u806f\u7d61\u8cc7\u6599\u7559\u5728\u9019\u88e1\uff1a<\/p>\n\n<!-- CONTACT -->\n<div class=\"contact-block\">\n  <h3>\u806f\u7d61 Roger<\/h3>\n  <div class=\"contact-links\">\n    <a href=\"mailto:cres4356@gmail.com\">\u2709 cres4356@gmail.com<\/a>\n    <a href=\"https:\/\/github.com\/SwaggyRoger\" target=\"_blank\">GitHub: SwaggyRoger<\/a>\n    <a href=\"https:\/\/www.linkedin.com\/in\/roger-yi-hsuan-chen-901b611a5\/\" target=\"_blank\">LinkedIn<\/a>\n  <\/div>\n<\/div>\n\n\n<div style=\"display:flex; align-items:center; gap:16px; margin:56px 0 24px;\">\n  <span style=\"flex:1; height:1px; background:#b2ddd9; display:block;\"><\/span>\n  <span style=\"font-size:11px; color:#5ecfb8; letter-spacing:0.15em; font-weight:600; white-space:nowrap;\">\u8cc7\u6e90\u4eba\u96fb\u5b50\u5831 ISSUE 032<\/span>\n  <span style=\"flex:1; height:1px; background:#b2ddd9; display:block;\"><\/span>\n<\/div>\n<div style=\"font-size:13px; color:#4a8888; text-align:center; line-height:1.8; margin-bottom:48px;\">\n  \u672c\u6587\u4f5c\u8005\u70ba\u9673\u6613\u6684<br>\n  \u00a9 \u8cc7\u6e90\u4eba\u7de8\u8f2f\u5718\u968a \u00b7 \u570b\u7acb\u6210\u529f\u5927\u5b78\u8cc7\u6e90\u5de5\u7a0b\u5b78\u7cfb\n<\/div>\n\n<\/div><!-- \/article-body -->\n<\/div><!-- \/roger-wrap -->\n<\/body>\n<\/html>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-c3e4fb0 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c3e4fb0\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5398810\" data-id=\"5398810\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4d76006 elementor-widget elementor-widget-html\" data-id=\"4d76006\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div style=\"text-align:center; margin-top:5rem; padding-top:3rem; border-top:1px dashed #b2ddd9;\">\r\n  <a href=\"https:\/\/mp.ncku.edu.tw\/en\/nckudre032\/\"\r\n     style=\"display:inline-block; font-family:'Noto Serif TC',serif; padding:0.8rem 2.5rem; background:#1a5c62; color:#f4fafa !important; border-radius:30px; letter-spacing:0.1em; font-size:14px; text-decoration:none;\">\r\n    \u8fd4\u56de\u76ee\u9304\r\n  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