{"id":23002,"date":"2024-11-11T11:22:19","date_gmt":"2024-11-11T03:22:19","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=23002"},"modified":"2024-11-11T11:22:19","modified_gmt":"2024-11-11T03:22:19","slug":"%e9%ab%98%e8%83%bd%e5%b9%b2%e8%b4%a7%e5%88%86%e4%ba%ab%ef%bc%8c%e6%9c%89%e5%85%b3%e6%8f%90%e7%a4%ba%e8%af%8d%e5%b7%a5%e7%a8%8b%e7%9a%84%e4%b8%80%e5%88%87%e9%83%bd%e5%9c%a8%e8%bf%99%e4%bb%bd%e6%95%99","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2024\/11\/11\/23002\/","title":{"rendered":"\u9ad8\u80fd\u5e72\u8d27\u5206\u4eab\uff0c\u6709\u5173\u63d0\u793a\u8bcd\u5de5\u7a0b\u7684\u4e00\u5207\u90fd\u5728\u8fd9\u4efd\u6559\u7a0b\u91cc"},"content":{"rendered":"<div><img data-dominant-color=\"9d9493\" data-has-transparency=\"false\" style=\"--dominant-color: #9d9493;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-23004\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/11\/135282e278a287fb839618274054e6f23bd2ec-300x167-1.jpg\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/11\/135282e278a287fb839618274054e6f23bd2ec-300x167-1.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/11\/135282e278a287fb839618274054e6f23bd2ec-300x167-1-150x84.jpg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/div>\n<div><\/div>\n<div class=\"article-desc\">\u5f00\u6e90\u793e\u533a DiamantAI \u7684\u4e3b\u7406\u4eba Nir Diamant \u53d1\u5e03\u4e86\u4e00\u5957\u63d0\u793a\u8bcd\u5de5\u7a0b\u6280\u672f\u5e93\uff0c\u7cfb\u7edf\u6027\u5730\u6559\u6211\u4eec\u5982\u4f55\u63d0\u9ad8\u548c AI \u7684\u6c9f\u901a\u6280\u5de7\uff0c\u66f4\u597d\u53d1\u6325 AI \u7684\u6f5c\u80fd\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-1d7a5742=\"\" data-element=\"root\">\n<p>\u60f3\u8ba9 AI \u5e2e\u4f60\u81ea\u52a8\u641e\u5b9a\u4efb\u52a1\uff0c\u79bb\u4e0d\u5f00\u8981\u5728\u804a\u5929\u6846\u5185\u7528\u63d0\u793a\u8bcd\u5bf9\u5b83\u53d1\u53f7\u65bd\u4ee4\u3002<\/p>\n<p>\u4f46\u627e\u5230\u5408\u9002\u7684\u63d0\u793a\u8bcd\u5e76\u4e0d\u5bb9\u6613\uff0c\u8fd9\u9700\u8981\u8bbe\u8ba1\u3001\u4f18\u5316\u548c\u8bc4\u4f30\uff0c\u4e0d\u4ec5\u8017\u65f6\uff0c\u8fd8\u9700\u8981\u81ea\u5df1\u5b66\u4e60\u6280\u5de7\u3002<\/p>\n<p>\u6709\u65f6\u5019\uff0c\u4f60\u53ef\u80fd\u611f\u89c9\u8fd9\u548c\u8c03\u53c2\u6709\u7740\u5f02\u66f2\u540c\u5de5\u4e4b\u5999\uff0c\u600e\u4e48\u90fd\u662f\u7384\u5b66\uff1f<\/p>\n<p>\u5c1d\u8bd5\u4e86\u4e0d\u540c\u7684\u63aa\u8f9e\u3001\u8bed\u6c14\uff0c\u751a\u81f3\u8fd8\u548c\u6a21\u578b\u73a9\u4e0a\u4e86\u89d2\u8272\u626e\u6f14\u3002\u4f46\u5b9e\u9645\u4e0a\uff0c\u5c31\u50cf\u4e00\u5343\u4e2a\u4eba\u773c\u4e2d\u6709\u4e00\u5343\u4e2a\u54c8\u59c6\u96f7\u7279\u4e00\u6837\uff0c\u5bf9\u4e8e\u5b8c\u5168\u76f8\u540c\u7684\u63d0\u793a\u8bcd\uff0c\u6a21\u578b\u4e5f\u4f1a\u7ed9\u51fa\u4e0d\u540c\u7684\u56de\u7b54\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u96be\u4ee5\u786e\u5b9a\u54ea\u4e9b\u65b9\u6cd5\u771f\u6b63\u594f\u6548\u3002<\/p>\n<p>\u4eca\u5929\uff0c\u5f00\u6e90\u793e\u533a DiamantAI \u7684\u4e3b\u7406\u4eba Nir Diamant \u53d1\u5e03\u4e86\u4e00\u5957\u63d0\u793a\u8bcd\u5de5\u7a0b\u6280\u672f\u5e93\uff0c\u7cfb\u7edf\u6027\u5730\u6559\u6211\u4eec\u5982\u4f55\u63d0\u9ad8\u548c AI \u7684\u6c9f\u901a\u6280\u5de7\uff0c\u66f4\u597d\u53d1\u6325 AI \u7684\u6f5c\u80fd\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202411\/11\/a9cdc2434528b4e4c793405eacfcec480b1f36.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u624d\u4e0a\u7ebf\u51e0\u4e2a\u5c0f\u65f6\uff0c\u5b83\u5c31\u5728 GitHub \u4e0a\u62ff\u5230\u4e86 200 \u591a\u9897 star\uff0c\u5e76\u4e14\u8fd8\u5728\u4ee5\u8fd9\u4e2a\u901f\u5ea6\u4e0d\u65ad\u6500\u5347\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s9.51cto.com\/oss\/202411\/11\/639289617fa727782758769926d37b40f33e9c.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u65e0\u8bba\u662f\u50cf\u8c37\u6b4c\u3001\u5fae\u8f6f\u8fd9\u6837\u7684\u79d1\u6280\u5de8\u5934\uff0c\u8fd8\u662f\u5434\u6069\u8fbe\u7b49\u8d44\u6df1\u4e13\u5bb6\uff0c\u4ee5\u53ca\u4f17\u591a\u884c\u4e1a\u5927\u5496\u90fd\u63a8\u51fa\u8fc7\u4e13\u4e1a\u7684\u63d0\u793a\u8bcd\u8bfe\u7a0b\u3002\u66f4\u4e0d\u7528\u63d0\uff0c\u901a\u8fc7\u300c\u9b54\u6cd5\u6253\u8d25\u9b54\u6cd5\u300d\uff0c\u7528 AI \u81ea\u52a8\u751f\u6210\u63d0\u793a\u8bcd\u7684\u65b9\u6cd5\u4e5f\u662f\u4e00\u6293\u4e00\u5927\u628a\uff0c\u6bd4\u5982\u8fd9\u7bc7\u6587\u7ae0\u300a\u8fd8\u5728\u4eba\u5de5\u70bc\u4e39\uff1f\u81ea\u52a8\u63d0\u793a\u5de5\u7a0b\u6307\u5357\u6765\u4e86\uff0c\u8fd8\u5e26\u4ece\u5934\u5b9e\u73b0\u300b\u3002<\/p>\n<p>\u90a3\u4e48\uff0c\u4e3a\u4ec0\u4e48\u8fd9\u4e2a\u63d0\u793a\u8bcd\u8bfe\u7a0b\u8fd8\u80fd\u8131\u9896\u800c\u51fa\uff0c\u6536\u5230\u5982\u6b64\u591a\u7684\u5173\u6ce8\u5462\uff1f<\/p>\n<p>\u7b54\u6848\u53ef\u80fd\u5c31\u5728\u4f5c\u8005 Nir Diamant \u81ea\u5df1\u5199\u4e0b\u7684\u63a8\u8350\u8bed\u4e2d\uff1a\u300c\u6240\u6709\u4e0e\u63d0\u793a\u8bcd\u5de5\u7a0b\u76f8\u5173\u7684\u5185\u5bb9\uff0c\u4f60\u90fd\u80fd\u5728\u8fd9\u91cc\u627e\u5230\uff01\u300d<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s7.51cto.com\/oss\/202411\/11\/7523b26561d7e6b7be5464e08567d12f7f6a23.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u4ece\u6559\u7a0b\u7684\u4f53\u91cf\u4e0a\uff0c\u5c31\u5df2\u7ecf\u80fd\u611f\u53d7\u5230\u5b83\u6709\u591a\u5168\u9762\u4e86\u3002\u5b83\u603b\u5171\u5206 7 \u5927\u90e8\u5206\uff0c22 \u4e2a\u7ae0\u8282\uff0c\u7531\u6613\u5230\u96be\u9010\u6b65\u8fdb\u9636\uff0c\u6761\u7406\u5206\u660e\uff0c\u4ece\u57fa\u7840\u6982\u5ff5\u5165\u95e8\uff0c\u5230\u6700\u8fd1\u6d41\u884c\u7684\u601d\u7ef4\u94fe\u63d0\u793a\u8bcd\uff0c\u9f13\u52b1 AI \u6a21\u578b\u5c06\u590d\u6742\u95ee\u9898\u5206\u89e3\u4e3a\u9010\u6b65\u63a8\u7406\u8fc7\u7a0b\u3002\u6bcf\u8282\u8bfe\u90fd\u9644\u6709\u8be6\u7ec6\u7684\u4ee3\u7801\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202411\/11\/39b8afd414b33aa6ca1417d41c19acea1a15e0.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u6211\u4eec\u53ef\u4ee5\u770b\u5230\uff0c\u6559\u7a0b\u4ece\u6700\u57fa\u7840\u7684\u73af\u5883\u8bbe\u7f6e\u5165\u624b\uff0c\u5982 OpenAI API \u548c LangChain \u5e93\uff0c\u9010\u6b65\u5f15\u5bfc\u4f60\u4ece\u96f6\u6837\u672c\u63d0\u793a\u5f00\u59cb\uff0c\u6df1\u5165\u5b66\u4e60\u5982\u4f55\u5b9e\u73b0\u57fa\u7840\u548c\u9ad8\u7ea7\u7684\u5c11\u6837\u672c\u5b66\u4e60\uff0c\u4ee5\u53ca\u5982\u4f55\u53ef\u91cd\u590d\u4f7f\u7528\uff0c\u5927\u5927\u63d0\u5347\u6548\u7387\u7684\u7ed3\u6784\u5316\u63d0\u793a\u3002<\/p>\n<p>\u5728\u6574\u4e2a\u5b66\u4e60\u7684\u8fc7\u7a0b\u4e2d\uff0c\u6559\u7a0b\u8fd8\u4f1a\u6559\u4f60\u5982\u4f55\u6839\u636e\u6a21\u578b\u7684\u54cd\u5e94\u8fdb\u884c\u8fed\u4ee3\u4f18\u5316\uff0c\u4e0d\u65ad\u63d0\u5347\u63d0\u793a\u6548\u679c\u3002<\/p>\n<p>\u5728\u5177\u4f53\u8bfe\u7a0b\u4e2d\uff0cNir Diamant \u8bbe\u8ba1\u4e86\u5404\u79cd\u6848\u4f8b\uff0c\u8ba9\u4f60\u76f4\u89c2\u611f\u53d7\u4e00\u4e0b\uff0c\u63d0\u9ad8\u81ea\u5df1\u7684\u6c9f\u901a\u6280\u5de7\uff0c\u5bf9\u63d0\u5347 AI \u6a21\u578b\u5bf9\u4e8b\u5b9e\u7684\u51c6\u786e\u6027\u6709\u4ec0\u4e48\u6548\u679c\uff0c\u5373\u4f7f\u662f\u63d0\u793a\u7ed3\u6784\u548c\u63aa\u8f9e\u7684\u5fae\u5c0f\u8c03\u6574\uff0c\u4e5f\u80fd\u5e2e\u52a9 AI \u66f4\u597d\u5730\u5403\u900f\u4f60\u7684\u9700\u6c42\u3002<\/p>\n<p>\u6709\u65f6\uff0c\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u63d0\u793a\u8bcd\u53ef\u80fd\u5305\u542b\u8fc7\u591a\u6761\u4ef6\uff0c\u5bfc\u81f4\u63d0\u793a\u8fc7\u957f\uff0c\u53cd\u800c\u589e\u52a0\u4e86\u6a21\u578b\u7406\u89e3\u7684\u96be\u5ea6\u3002\u8bfe\u7a0b\u8fd8\u8bb2\u89e3\u4e86\u5982\u4f55\u5728\u63d0\u793a\u8bcd\u7684\u7ec6\u8282\u548c\u7b80\u6d01\u6027\u4e4b\u95f4\u627e\u5230\u5e73\u8861\u3002<\/p>\n<p>\u548c\u5176\u4ed6\u6cdb\u6cdb\u8bb2\u8ff0\u63d0\u793a\u8bcd\u5de5\u7a0b\u5bf9\u7b49\u65b9\u9762\u6709\u4ec0\u4e48\u5e94\u7528\u7684\u8bfe\u7a0b\u4e0d\u540c\uff0c\u5b66\u5230\u540e\u671f\uff0c\u4f60\u5c31\u53ef\u4ee5\u4e0a\u624b\u8bbe\u8ba1\u8de8\u591a\u8bed\u8a00\u5de5\u4f5c\u3001\u9632\u6b62\u63d0\u793a\u8bcd\u6ce8\u5165\u5e76\u5728\u63d0\u793a\u8bcd\u4e2d\u5b9e\u65bd\u5185\u5bb9\u8fc7\u6ee4\u7b49\u7b49\u9ad8\u7ea7\u5e94\u7528\u4e86\u3002<\/p>\n<ul data-id=\"ua73dd4b-XoWIanCp\">\n<li data-id=\"ld70c578-GJ2fcjLb\">GitHub \u94fe\u63a5\uff1ahttps:\/\/github.com\/NirDiamant\/Prompt_Engineering<\/li>\n<\/ul>\n<h4>\u8bfe\u7a0b\u6982\u89c8<\/h4>\n<p><strong>\u57fa\u7840\u6982\u5ff5<\/strong><\/p>\n<p>1.\u00a0<strong>Introduction to Prompt Engineering<\/strong>\uff0c\u63d0\u793a\u8bcd\u5de5\u7a0b\u5165\u95e8\uff1a\u5728 AI \u548c\u8bed\u8a00\u6a21\u578b\u8bed\u5883\u4e2d\u5168\u9762\u4ecb\u7ecd\u63d0\u793a\u8bcd\u5de5\u7a0b\u7684\u57fa\u7840\u6982\u5ff5\uff0c\u5176\u4e2d\u5305\u542b\u7406\u8bba\u89e3\u91ca\u548c\u5b9e\u9645\u6f14\u793a\uff0c\u8986\u76d6\u4e86\u57fa\u7840\u6982\u5ff5\u3001\u7ed3\u6784\u5316\u63d0\u793a\u8bcd\u3001\u6bd4\u8f83\u5206\u6790\u548c\u89e3\u51b3\u95ee\u9898\u7684\u5e94\u7528\u3002<\/p>\n<p>2.\u00a0<strong>Basic Prompt Structures<\/strong>\uff0c\u57fa\u7840\u63d0\u793a\u8bcd\u7ed3\u6784\uff1a\u5176\u4e2d\u63a2\u7d22\u4e86\u4e24\u79cd\u57fa\u672c\u7c7b\u578b\u7684\u63d0\u793a\u8bcd\u7ed3\u6784\uff0c\u5305\u62ec\u5355\u8f6e\u63d0\u793a\u8bcd\u548c\u591a\u8f6e\u63d0\u793a\u8bcd\uff08\u5bf9\u8bdd\uff09\u3002\u5176\u5b9e\u73b0\u4f7f\u7528\u4e86 OpenAI \u7684 GPT \u6a21\u578b\u548c LangChain\uff0c\u6f14\u793a\u4e86\u5355\u8f6e\u548c\u591a\u8f6e\u63d0\u793a\u8bcd\u3001\u63d0\u793a\u8bcd\u6a21\u677f\u548c\u5bf9\u8bdd\u94fe\u3002<\/p>\n<p>3.\u00a0<strong>Prompt Templates and Variables<\/strong>\uff0c\u63d0\u793a\u8bcd\u6a21\u677f\u548c\u53d8\u91cf\uff1a\u4ecb\u7ecd\u4e86\u5982\u4f55\u4f7f\u7528\u53d8\u91cf\u6765\u521b\u5efa\u548c\u4f7f\u7528\u63d0\u793a\u8bcd\u6a21\u677f\uff0c\u91cd\u70b9\u662f Python \u548c Jinja2 \u6a21\u677f\u5f15\u64ce\u3002\u5b9e\u73b0\u4e0a\uff0c\u5176\u4e2d\u6d89\u53ca\u6a21\u677f\u521b\u5efa\u3001\u53d8\u91cf\u63d2\u5165\u3001\u57fa\u4e8e\u6761\u4ef6\u7684\u5185\u5bb9\u3001\u5217\u8868\u5904\u7406\u3001\u6574\u5408 OpenAI API\u3002<\/p>\n<p><strong>\u6838\u5fc3\u6280\u672f<\/strong><\/p>\n<p>1.\u00a0<strong>Zero-Shot Prompting<\/strong>\uff0c\u96f6\u6837\u672c\u63d0\u793a\uff1a\u63a2\u7d22\u4e86\u96f6\u6837\u672c\u63d0\u793a\uff0c\u8ba9\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u5728\u6ca1\u6709\u5177\u4f53\u793a\u4f8b\u6216\u5148\u9a8c\u8bad\u7ec3\u65f6\u4e5f\u80fd\u6267\u884c\u4efb\u52a1\u3002\u5177\u4f53\u5b9e\u73b0\u4e0a\uff0c\u5176\u4e2d\u6f14\u793a\u4e86\u76f4\u63a5\u4efb\u52a1\u89c4\u8303\u8bbe\u5b9a\u3001\u57fa\u4e8e\u89d2\u8272\u7684\u63d0\u793a\u8bcd\u3001\u683c\u5f0f\u89c4\u8303\u8bbe\u5b9a\u548c\u591a\u6b65\u9aa4\u63a8\u7406\uff0c\u4f7f\u7528\u7684\u5de5\u5177\u662f OpenAI \u7684 GPT \u6a21\u578b\u548c LangChain\u3002<\/p>\n<p>2.\u00a0<strong>Few-Shot Learning and In-Context Learning<\/strong>\uff0c\u5c11\u6837\u672c\u5b66\u4e60\u548c\u4e0a\u4e0b\u6587\u5b66\u4e60\uff1a\u4f7f\u7528 OpenAI \u7684 GPT \u6a21\u578b\u548c LangChain \u5e93\u4ecb\u7ecd\u5c11\u6837\u672c\u5b66\u4e60\u548c\u4e0a\u4e0b\u6587\u5b66\u4e60\u6280\u672f\u3002\u5176\u5b9e\u73b0\u5305\u62ec\u57fa\u7840\u548c\u9ad8\u7ea7\u7684\u5c11\u6837\u672c\u5b66\u4e60\u3001\u4e0a\u4e0b\u6587\u5b66\u4e60\uff0c\u8fd8\u6709\u793a\u4f8b\u9009\u53d6\u65b9\u6cd5\u548c\u8bc4\u4f30\u7684\u6700\u4f73\u5b9e\u8df5\u3002<\/p>\n<p>3.\u00a0<strong>Chain of Thought (CoT) Prompting<\/strong>\uff0c\u601d\u7ef4\u94fe\u63d0\u793a\uff1a\u4ecb\u7ecd\u601d\u7ef4\u94fe\u63d0\u793a\u6280\u672f\uff0c\u5f15\u5bfc AI \u6a21\u578b\u5c06\u590d\u6742\u95ee\u9898\u5206\u89e3\u4e3a\u9010\u6b65\u63a8\u7406\u8fc7\u7a0b\u3002\u5176\u5b9e\u73b0\u6db5\u76d6\u57fa\u7840\u548c\u9ad8\u7ea7\u601d\u7ef4\u94fe\u6280\u672f\uff0c\u89e3\u51b3\u5404\u79cd\u95ee\u9898\u7684\u5e94\u7528\u573a\u666f\uff0c\u5e76\u8fd8\u6bd4\u8f83\u4e86\u6807\u51c6\u63d0\u793a\u8bcd\u6280\u672f\u3002<\/p>\n<p><strong>\u8fdb\u9636\u7b56\u7565<\/strong><\/p>\n<p>1.\u00a0<strong>Self-Consistency and Multiple Paths of Reasoning<\/strong>\uff0c\u81ea\u6211\u4e00\u81f4\u6027\u548c\u591a\u8def\u5f84\u63a8\u7406\uff1a\u63a2\u7d22\u751f\u6210\u591a\u6837\u5316\u63a8\u7406\u8def\u5f84\u5e76\u805a\u5408\u7ed3\u679c\u4ee5\u6539\u8fdb AI \u751f\u6210\u7684\u7b54\u6848\u7684\u6280\u672f\u3002\u5176\u5b9e\u73b0\u5305\u62ec\u8bbe\u8ba1\u591a\u6837\u5316\u63a8\u7406\u63d0\u793a\u3001\u751f\u6210\u591a\u4e2a\u54cd\u5e94\u3001\u5b9e\u73b0\u805a\u5408\u65b9\u6cd5\u548c\u5e94\u7528\u81ea\u6211\u4e00\u81f4\u6027\u68c0\u67e5\u3002<\/p>\n<p>2.\u00a0<strong>Constrained and Guided Generation<\/strong>\uff0c\u6709\u7ea6\u675f\u548c\u5f15\u5bfc\u7684\u751f\u6210\uff1a\u4e13\u6ce8\u4e8e\u8bbe\u7f6e\u6a21\u578b\u8f93\u51fa\u7ea6\u675f\u548c\u5b9e\u73b0\u57fa\u4e8e\u89c4\u5219\u7684\u751f\u6210\u6280\u672f\u3002\u4f7f\u7528 LangChain \u7684 PromptTemplate \u8fdb\u884c\u7ed3\u6784\u5316\u63d0\u793a\uff0c\u5b9e\u73b0\u7ea6\u675f\u6761\u4ef6\uff0c\u63a2\u7d22\u57fa\u4e8e\u89c4\u5219\u7684\u751f\u6210\u6280\u672f\u3002<\/p>\n<p>3.\u00a0<strong>Role Prompting<\/strong>\uff0c\u89d2\u8272\u63d0\u793a\uff1a\u63a2\u7d22\u4e3a AI \u6a21\u578b\u5206\u914d\u7279\u5b9a\u89d2\u8272\u5e76\u5236\u5b9a\u6709\u6548\u7684\u89d2\u8272\u63cf\u8ff0\u3002\u5c55\u793a\u5982\u4f55\u521b\u5efa\u57fa\u4e8e\u89d2\u8272\u7684\u63d0\u793a\uff0c\u4e3a AI \u6a21\u578b\u5206\u914d\u89d2\u8272\uff0c\u5e76\u9488\u5bf9\u5404\u79cd\u573a\u666f\u4f18\u5316\u89d2\u8272\u63cf\u8ff0\u3002<\/p>\n<p><strong>\u9ad8\u7ea7\u5b9e\u73b0<\/strong><\/p>\n<p>1.\u00a0<strong>Task Decomposition in Prompts<\/strong>\uff0c\u63d0\u793a\u8bcd\u4e2d\u7684\u4efb\u52a1\u5206\u89e3\uff1a\u63a2\u7d22\u590d\u6742\u4efb\u52a1\u5206\u89e3\u6280\u672f\u548c\u63d0\u793a\u8bcd\u4e2d\u7684\u94fe\u5f0f\u5b50\u4efb\u52a1\u3002\u6db5\u76d6\u95ee\u9898\u5206\u6790\u3001\u5b50\u4efb\u52a1\u5b9a\u4e49\u3001\u5b9a\u5411\u63d0\u793a\u8bcd\u5de5\u7a0b\u3001\u6309\u987a\u5e8f\u6267\u884c\u548c\u7ed3\u679c\u7efc\u5408\u3002<\/p>\n<p>2.\u00a0<strong>Prompt Chaining and Sequencing<\/strong>\uff0c\u63d0\u793a\u94fe\u548c\u5e8f\u5217\u5904\u7406\uff1a\u6f14\u793a\u5982\u4f55\u8fde\u63a5\u591a\u4e2a\u63d0\u793a\u8bcd\u5e76\u4e3a\u590d\u6742\u7684 AI \u9a71\u52a8\u7684\u4efb\u52a1\u6784\u5efa\u903b\u8f91\u6d41\u7a0b\u3002\u5176\u5b9e\u73b0\u4e2d\u63a2\u7d22\u4e86\u57fa\u672c\u7684\u63d0\u793a\u94fe\u3001\u5e8f\u5217\u63d0\u793a\u3001\u52a8\u6001\u63d0\u793a\u8bcd\u751f\u6210\u548c\u63d0\u793a\u94fe\u4e2d\u7684\u9519\u8bef\u5904\u7406\u3002<\/p>\n<p>3.\u00a0<strong>Instruction Engineering<\/strong>\uff0c\u6307\u4ee4\u5de5\u7a0b\uff1a\u4e13\u6ce8\u4e8e\u4e3a\u8bed\u8a00\u6a21\u578b\u5236\u5b9a\u6e05\u6670\u6709\u6548\u7684\u6307\u4ee4\uff0c\u5e73\u8861\u4e13\u7528\u6027\u548c\u901a\u7528\u6027\u3002\u5176\u5b9e\u73b0\u4e2d\u6db5\u76d6\u521b\u5efa\u548c\u4f18\u5316\u6307\u4ee4\u3001\u5b9e\u9a8c\u4e0d\u540c\u7ed3\u6784\uff0c\u5e76\u57fa\u4e8e\u6a21\u578b\u54cd\u5e94\u5b9e\u65bd\u8fed\u4ee3\u6539\u8fdb\u3002<\/p>\n<p><strong>\u4f18\u5316\u548c\u6539\u8fdb<\/strong><\/p>\n<p>1.\u00a0<strong>Prompt Optimization Techniques<\/strong>\uff0c\u63d0\u793a\u8bcd\u4f18\u5316\u6280\u672f\uff1a\u63a2\u7d22\u63d0\u793a\u8bcd\u4f18\u5316\u7684\u9ad8\u7ea7\u6280\u672f\uff0c\u91cd\u70b9\u662f A\/B \u6d4b\u8bd5\u548c\u8fed\u4ee3\u6539\u8fdb\u3002\u5728\u5176\u5b9e\u73b0\u4e2d\uff0c\u6f14\u793a\u4e86\u63d0\u793a\u8bcd\u7684 A\/B \u6d4b\u8bd5\u3001\u8fed\u4ee3\u6539\u8fdb\u8fc7\u7a0b\uff0c\u4ee5\u53ca\u4f7f\u7528\u76f8\u5173\u6307\u6807\u8fdb\u884c\u6027\u80fd\u8bc4\u4f30\u3002<\/p>\n<p>2.\u00a0<strong>Handling Ambiguity and Improving Clarity<\/strong>\uff0c\u5904\u7406\u6b67\u4e49\u548c\u63d0\u9ad8\u6e05\u6670\u5ea6\uff1a\u4e13\u6ce8\u4e8e\u8bc6\u522b\u548c\u89e3\u51b3\u6a21\u7cca\u63d0\u793a\uff0c\u4ee5\u53ca\u7f16\u5199\u66f4\u6e05\u6670\u63d0\u793a\u7684\u6280\u672f\u3002\u5728\u5176\u5b9e\u73b0\u4e2d\uff0c\u6db5\u76d6\u5206\u6790\u6a21\u7cca\u63d0\u793a\u3001\u5b9e\u73b0\u6d88\u9664\u6b67\u4e49\u7684\u7b56\u7565\uff0c\u63a2\u7d22\u4e86\u7f16\u5199\u66f4\u6e05\u6670\u63d0\u793a\u7684\u6280\u672f\u3002<\/p>\n<p>3.\u00a0<strong>Prompt Length and Complexity Management<\/strong>\uff0c\u63d0\u793a\u8bcd\u957f\u5ea6\u548c\u590d\u6742\u5ea6\u7ba1\u7406\uff1a\u5176\u4e2d\u63a2\u7d22\u4e86\u4f7f\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b\u65f6\u7ba1\u7406\u63d0\u793a\u8bcd\u957f\u5ea6\u548c\u590d\u6742\u5ea6\u7684\u6280\u672f\u3002\u5728\u5176\u5b9e\u73b0\u4e2d\uff0c\u6f14\u793a\u4e86\u5e73\u8861\u7ec6\u8282\u548c\u7b80\u6d01\u6027\u7684\u6280\u672f\uff0c\u4ee5\u53ca\u5904\u7406\u957f\u4e0a\u4e0b\u6587\u7684\u7b56\u7565\uff0c\u5305\u62ec\u5206\u5757\u3001\u6c47\u603b\u548c\u8fed\u4ee3\u5904\u7406\u3002<\/p>\n<p><strong>\u4e13\u4e1a\u5316\u5e94\u7528<\/strong><\/p>\n<p>1.\u00a0<strong>Negative Prompting and Avoiding Undesired Outputs<\/strong>\uff0c\u8d1f\u9762\u63d0\u793a\u548c\u907f\u514d\u4e0d\u671f\u671b\u7684\u8f93\u51fa\uff1a\u63a2\u7d22\u8d1f\u9762\u63d0\u793a\u548c\u907f\u514d\u5927\u578b\u8bed\u8a00\u6a21\u578b\u4ea7\u751f\u4e0d\u671f\u671b\u8f93\u51fa\u7684\u6280\u672f\u3002\u5728\u5176\u5b9e\u73b0\u4e2d\uff0c\u6db5\u76d6\u57fa\u672c\u8d1f\u9762\u793a\u4f8b\u3001\u660e\u786e\u6392\u9664\u3001\u4f7f\u7528 LangChain \u5b9e\u73b0\u7ea6\u675f\uff0c\u4ee5\u53ca\u8bc4\u4f30\u548c\u6539\u8fdb\u8d1f\u9762\u63d0\u793a\u8bcd\u7684\u65b9\u6cd5\u3002<\/p>\n<p>2.\u00a0<strong>Prompt Formatting and Structure<\/strong>\uff0c\u63d0\u793a\u8bcd\u683c\u5f0f\u5316\u548c\u7ed3\u6784\uff1a\u63a2\u7d22\u5404\u79cd\u63d0\u793a\u8bcd\u683c\u5f0f\u548c\u7ed3\u6784\u5143\u7d20\uff0c\u5c55\u793a\u5b83\u4eec\u5bf9 AI \u6a21\u578b\u54cd\u5e94\u7684\u5f71\u54cd\u3002\u5728\u5176\u5b9e\u73b0\u4e2d\uff0c\u6f14\u793a\u4e86\u521b\u5efa\u5404\u79cd\u63d0\u793a\u8bcd\u683c\u5f0f\u3001\u6574\u5408\u7ed3\u6784\u5143\u7d20\uff0c\u5e76\u6bd4\u8f83\u4e86\u4e0d\u540c\u63d0\u793a\u8bcd\u7ed3\u6784\u7684\u54cd\u5e94\u3002<\/p>\n<p>3.\u00a0<strong>Prompts for Specific Tasks<\/strong>\uff0c\u7528\u4e8e\u7279\u5b9a\u4efb\u52a1\u7684\u63d0\u793a\u8bcd\uff1a\u63a2\u7d22\u4e3a\u7279\u5b9a\u4efb\u52a1\u521b\u5efa\u548c\u4f7f\u7528\u63d0\u793a\u8bcd\uff1a\u6587\u672c\u6458\u8981\u3001\u95ee\u7b54\u3001\u4ee3\u7801\u751f\u6210\u548c\u521b\u610f\u5199\u4f5c\u3002\u5728\u5176\u5b9e\u73b0\u4e2d\uff0c\u6db5\u76d6\u4e86\u8bbe\u8ba1\u4efb\u52a1\u7279\u5b9a\u7684\u63d0\u793a\u8bcd\u6a21\u677f\uff0c\u8fd9\u4e9b\u6a21\u677f\u4f7f\u7528 LangChain \u5b9e\u73b0\uff0c\u53ef\u6267\u884c\u793a\u4f8b\u8f93\u5165\uff0c\u5e76\u5206\u6790\u6bcf\u79cd\u4efb\u52a1\u7c7b\u578b\u7684\u8f93\u51fa\u3002<\/p>\n<p><strong>\u9ad8\u7ea7\u5e94\u7528<\/strong><\/p>\n<p>1.\u00a0<strong>Multilingual and Cross-lingual Prompting<\/strong>\uff0c\u591a\u8bed\u8a00\u548c\u8de8\u8bed\u8a00\u63d0\u793a\uff1a\u63a2\u7d22\u8bbe\u8ba1\u5728\u591a\u79cd\u8bed\u8a00\u4e2d\u6709\u6548\u5de5\u4f5c\u7684\u63d0\u793a\u8bcd\u548c\u8bed\u8a00\u7ffb\u8bd1\u4efb\u52a1\u7684\u6280\u672f\u3002\u5728\u5176\u5b9e\u73b0\u4e2d\uff0c\u6db5\u76d6\u521b\u5efa\u591a\u8bed\u8a00\u63d0\u793a\u8bcd\u3001\u5b9e\u73b0\u8bed\u8a00\u68c0\u6d4b\u548c\u9002\u914d\u3001\u8bbe\u8ba1\u8de8\u8bed\u8a00\u7ffb\u8bd1\u63d0\u793a\u8bcd\uff0c\u4ee5\u53ca\u5904\u7406\u5404\u79cd\u4e66\u5199\u7cfb\u7edf\u548c\u811a\u672c\u3002<\/p>\n<p>2.\u00a0<strong>Ethical Considerations in Prompt Engineering<\/strong>\uff0c\u63d0\u793a\u8bcd\u5de5\u7a0b\u4e2d\u7684\u4f26\u7406\u8003\u8651\uff1a\u63a2\u7d22\u63d0\u793a\u8bcd\u5de5\u7a0b\u7684\u4f26\u7406\u7ef4\u5ea6\uff0c\u91cd\u70b9\u662f\u907f\u514d\u504f\u89c1\u5e76\u521b\u5efa\u5305\u5bb9\u548c\u516c\u5e73\u7684\u63d0\u793a\u8bcd\u3002\u5728\u5176\u5b9e\u73b0\u4e2d\uff0c\u6db5\u76d6\u8bc6\u522b\u63d0\u793a\u8bcd\u4e2d\u7684\u504f\u89c1\u3001\u5b9e\u65bd\u521b\u5efa\u5305\u5bb9\u6027\u63d0\u793a\u8bcd\u7684\u7b56\u7565\uff0c\u4ee5\u53ca\u8bc4\u4f30\u548c\u6539\u8fdb AI \u8f93\u51fa\u4f26\u7406\u8d28\u91cf\u7684\u65b9\u6cd5\u3002<\/p>\n<p>3.\u00a0<strong>Prompt Security and Safety<\/strong>\uff0c\u63d0\u793a\u8bcd\u5b89\u5168\u6027\uff1a\u4e13\u6ce8\u4e8e\u9632\u6b62\u63d0\u793a\u8bcd\u6ce8\u5165\u548c\u5728\u63d0\u793a\u8bcd\u4e2d\u5b9e\u73b0\u5185\u5bb9\u8fc7\u6ee4\uff0c\u4ee5\u786e\u4fdd AI \u5e94\u7528\u7a0b\u5e8f\u7684\u5b89\u5168\u6027\u3002\u5176\u5b9e\u73b0\u4e2d\u6db5\u76d6\u4e86\u63d0\u793a\u8bcd\u6ce8\u5165\u9884\u9632\u6280\u672f\u3001\u5185\u5bb9\u8fc7\u6ee4\u5b9e\u73b0\uff0c\u4ee5\u53ca\u6d4b\u8bd5\u5b89\u5168\u63aa\u65bd\u7684\u6709\u6548\u6027\u3002<\/p>\n<p>4.\u00a0<strong>Evaluating Prompt Effectiveness<\/strong>\uff0c\u8bc4\u4f30\u63d0\u793a\u8bcd\u6548\u679c\uff1a\u63a2\u7d22\u8bc4\u4f30 AI \u8bed\u8a00\u6a21\u578b\u4e2d\u63d0\u793a\u8bcd\u6548\u679c\u7684\u65b9\u6cd5\u548c\u6280\u672f\u3002\u5728\u5176\u5b9e\u73b0\u4e2d\uff0c\u6db5\u76d6\u8bbe\u7f6e\u8bc4\u4f30\u6307\u6807\u3001\u5b9e\u65bd\u624b\u52a8\u548c\u81ea\u52a8\u8bc4\u4f30\u6280\u672f\uff0c\u5e76\u4f7f\u7528 OpenAI \u548c LangChain \u63d0\u4f9b\u4e86\u5b9e\u8df5\u793a\u4f8b\u3002<\/p>\n<p>\u5982\u679c\u4f60\u4e5f\u6b63\u9700\u8981\u4e00\u4e2a\u8fd9\u6837\u7684\u63d0\u793a\u8bcd\u5de5\u7a0b\u300c\u767e\u79d1\u5168\u4e66\u300d\uff0c\u90a3\u5c31\u8d76\u7d27\uff1a<\/p>\n<p>1. \u514b\u9686\u8fd9\u4e2a\u5e93\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_0\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\">git clone https<span class=\"token operator\">:<\/span><span class=\"token operator\">\/<\/span><span class=\"token operator\">\/<\/span>github<span class=\"token punctuation\">.<\/span>com<span class=\"token operator\">\/<\/span>NirDiamant<span class=\"token operator\">\/<\/span>Prompt_Engineering<span class=\"token punctuation\">.<\/span>git<\/code><\/pre>\n<ul id=\"code_id_0\" class=\"pre-numbering\">\n<li>1.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>2. \u627e\u5230\u4f60\u611f\u5174\u8da3\u7684\u6280\u672f\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_1\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\">cd all_prompt_engineering_techniques<\/code><\/pre>\n<ul id=\"code_id_1\" class=\"pre-numbering\">\n<li>1.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>3. \u8ddf\u968f\u6bcf\u4e2a\u6280\u672f\u7b14\u8bb0\u672c\u4e2d\u7684\u8be6\u7ec6\u5b9e\u73b0\u6307\u5357\u3002<\/p>\n<p>\u5f53\u7136\uff0c\u4f60\u4e5f\u53ef\u4ee5\u4e3a\u8fd9\u4e2a\u9879\u76ee\u6dfb\u7816\u52a0\u74e6\uff0c\u505a\u51fa\u81ea\u5df1\u7684\u8d21\u732e\u3002<\/p>\n<\/div>\n<p>\u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_23002\" class=\"pvc_stats total_only  \" data-element-id=\"23002\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 70 36 67 87 -16 290 -86 209 -89 214 -129 231 -35 14 -42 15 -82 7z\"\/><path d=\"M3689 3066 c-15 -9 -33 -30 -42 -48 -48 -103 -147 -355 -147 -375 0 -98 131 -148 192 -74 13 15 57 108 97 206 80 196 84 226 37 273 -30 30 -99 39 -137 18z\"\/><path d=\"M583 2784 c-38 -19 -67 -74 -58 -113 9 -42 211 -354 242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 234 -80 126 -108 162 -133 173 -41 17 -61 16 -100 -3z\"\/><path d=\"M4250 2784 c-14 -9 -74 -91 -133 -183 -95 -150 -107 -173 -107 -213 0 -55 33 -94 87 -104 67 -13 90 8 211 198 130 202 137 225 78 284 -27 27 -42 34 -72 34 -22 0 -50 -8 -64 -16z\"\/><path d=\"M2275 2693 c-553 -48 -1095 -270 -1585 -649 -135 -104 -459 -423 -483 -476 -23 -49 -22 -139 2 -186 73 -142 361 -457 571 -626 285 -228 642 -407 990 -497 242 -63 336 -73 660 -74 310 0 370 5 595 52 535 111 1045 392 1455 803 122 121 250 273 275 326 19 41 19 137 0 174 -41 79 -309 363 -465 492 -447 370 -946 591 -1479 653 -113 14 -422 18 -536 8z m395 -428 c171 -34 330 -124 456 -258 112 -119 167 -219 211 -378 27 -96 24 -300 -5 -401 -72 -255 -236 -447 -474 -557 -132 -62 -201 -76 -368 -76 -167 0 -236 14 -368 76 -213 98 -373 271 -451 485 -162 444 86 934 547 1084 153 49 292 57 452 25z m909 -232 c222 -123 408 -262 593 -441 76 -74 138 -139 138 -144 0 -16 -233 -242 -330 -319 -155 -123 -309 -223 -461 -299 l-81 -41 32 46 c18 26 49 83 70 128 143 306 141 649 -6 957 -25 52 -61 116 -79 142 l-34 47 45 -20 c26 -10 76 -36 113 -56z m-2057 25 c-40 -58 -105 -190 -130 -263 -110 -324 -59 -707 132 -981 25 -35 42 -64 37 -64 -19 0 -241 119 -326 174 -188 122 -406 314 -532 468 l-58 71 108 103 c185 178 428 349 672 473 66 33 121 60 123 61 2 0 -10 -19 -26 -42z\"\/><path d=\"M2375 1950 c-198 -44 -350 -190 -395 -379 -18 -76 -8 -221 19 -290 114 -284 457 -406 731 -260 98 52 188 154 231 260 27 69 37 214 19 290 -38 163 -166 304 -326 360 -67 23 -215 33 -279 19z\"\/><\/g><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u5f00\u6e90\u793e\u533a DiamantAI \u7684\u4e3b\u7406\u4eba Nir Diamant \u53d1\u5e03\u4e86\u4e00\u5957\u63d0\u793a\u8bcd\u5de5\u7a0b\u6280\u672f\u5e93\uff0c\u7cfb\u7edf\u6027\u5730\u6559\u6211\u4eec\u5982\u4f55 [&hellip;]<\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_23002\" class=\"pvc_stats total_only  \" data-element-id=\"23002\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 70 36 67 87 -16 290 -86 209 -89 214 -129 231 -35 14 -42 15 -82 7z\"\/><path d=\"M3689 3066 c-15 -9 -33 -30 -42 -48 -48 -103 -147 -355 -147 -375 0 -98 131 -148 192 -74 13 15 57 108 97 206 80 196 84 226 37 273 -30 30 -99 39 -137 18z\"\/><path d=\"M583 2784 c-38 -19 -67 -74 -58 -113 9 -42 211 -354 242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 234 -80 126 -108 162 -133 173 -41 17 -61 16 -100 -3z\"\/><path d=\"M4250 2784 c-14 -9 -74 -91 -133 -183 -95 -150 -107 -173 -107 -213 0 -55 33 -94 87 -104 67 -13 90 8 211 198 130 202 137 225 78 284 -27 27 -42 34 -72 34 -22 0 -50 -8 -64 -16z\"\/><path d=\"M2275 2693 c-553 -48 -1095 -270 -1585 -649 -135 -104 -459 -423 -483 -476 -23 -49 -22 -139 2 -186 73 -142 361 -457 571 -626 285 -228 642 -407 990 -497 242 -63 336 -73 660 -74 310 0 370 5 595 52 535 111 1045 392 1455 803 122 121 250 273 275 326 19 41 19 137 0 174 -41 79 -309 363 -465 492 -447 370 -946 591 -1479 653 -113 14 -422 18 -536 8z m395 -428 c171 -34 330 -124 456 -258 112 -119 167 -219 211 -378 27 -96 24 -300 -5 -401 -72 -255 -236 -447 -474 -557 -132 -62 -201 -76 -368 -76 -167 0 -236 14 -368 76 -213 98 -373 271 -451 485 -162 444 86 934 547 1084 153 49 292 57 452 25z m909 -232 c222 -123 408 -262 593 -441 76 -74 138 -139 138 -144 0 -16 -233 -242 -330 -319 -155 -123 -309 -223 -461 -299 l-81 -41 32 46 c18 26 49 83 70 128 143 306 141 649 -6 957 -25 52 -61 116 -79 142 l-34 47 45 -20 c26 -10 76 -36 113 -56z m-2057 25 c-40 -58 -105 -190 -130 -263 -110 -324 -59 -707 132 -981 25 -35 42 -64 37 -64 -19 0 -241 119 -326 174 -188 122 -406 314 -532 468 l-58 71 108 103 c185 178 428 349 672 473 66 33 121 60 123 61 2 0 -10 -19 -26 -42z\"\/><path d=\"M2375 1950 c-198 -44 -350 -190 -395 -379 -18 -76 -8 -221 19 -290 114 -284 457 -406 731 -260 98 52 188 154 231 260 27 69 37 214 19 290 -38 163 -166 304 -326 360 -67 23 -215 33 -279 19z\"\/><\/g><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"author":56,"featured_media":23004,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[23,20,80],"tags":[124,821],"class_list":["post-23002","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-23","category-20","category-80","tag-ai","tag-821"],"_links":{"self":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/23002","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/users\/56"}],"replies":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/comments?post=23002"}],"version-history":[{"count":1,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/23002\/revisions"}],"predecessor-version":[{"id":23005,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/23002\/revisions\/23005"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media\/23004"}],"wp:attachment":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media?parent=23002"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/categories?post=23002"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/tags?post=23002"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}