{"id":113964,"date":"2026-10-08T01:17:39","date_gmt":"2026-10-07T17:17:39","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/113964.html"},"modified":"2026-10-08T01:17:39","modified_gmt":"2026-10-07T17:17:39","slug":"%e7%8e%a9%e8%bd%ac%e5%a4%a7%e6%a8%a1%e5%9e%8b-%e7%ac%ac%e5%9b%9b%e7%af%87%ef%bc%9a%e4%bb%8e%e5%ae%98%e7%bd%91%e5%88%b0-api-%e5%85%88%e6%90%9e%e6%87%82%e5%b9%bb%e8%a7%89%ef%bc%8c","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/113964.html","title":{"rendered":"\u73a9\u8f6c\u5927\u6a21\u578b \u7b2c\u56db\u7bc7\uff1a\u4ece\u5b98\u7f51\u5230 API\u2014\u2014\u5148\u641e\u61c2\u5e7b\u89c9\uff0c\u518d\u770b\u6e05\u5de5\u7a0b\u843d\u5730\u7684 5 \u6761\u8def"},"content":{"rendered":"

\u73a9\u8f6c\u5927\u6a21\u578b \u7b2c\u56db\u7bc7：\u4ece\u5b98\u7f51\u5230 API\u2014\u2014\u5148\u641e\u61c2\u5e7b\u89c9，\u518d\u770b\u6e05\u5de5\u7a0b\u843d\u5730\u7684 5 \u6761\u8def<\/h2>\n

💡 \u524d\u4e09\u7bc7\u8bb2\u7684\u90fd\u662f\u6a21\u578b\u4fa7：\u5b83\u662f\u4ec0\u4e48\u3001\u600e\u4e48\u8bad\u51fa\u6765\u3001\u8dd1\u5728\u4ec0\u4e48\u786c\u4ef6\u4e0a\u3002\u4ece\u8fd9\u7bc7\u5f00\u59cb\u6362\u89c6\u89d2\u2014\u2014\u4e00\u4e2a\u5f00\u53d1\u8005\u5230\u5e95\u600e\u4e48\u628a\u5927\u6a21\u578b\u7528\u8d77\u6765\u3002<\/p>\n

\u6700\u7701\u4e8b\u7684\u8def\u5f84\u663e\u7136\u662f\u6253\u5f00\u5b98\u7f51\u5bf9\u8bdd\u6846，DeepSeek\u3001\u5343\u95ee\u8fd9\u4e9b\u56fd\u5185\u9876\u5c16\u6a21\u578b\u57fa\u672c\u90fd\u80fd\u514d\u8d39\u7528\u3002\u4f46\u53ea\u8981\u4f60\u8bd5\u7740\u505a\u70b9\u771f\u5b9e\u9700\u6c42，\u6bd4\u5982\u63a5\u8fdb\u81ea\u5df1\u7684\u7cfb\u7edf\u3001\u6302\u4e2a\u79c1\u6709\u77e5\u8bc6\u5e93\u3001\u8dd1\u4e00\u6761\u591a\u6b65\u9aa4\u6d41\u7a0b，\u9a6c\u4e0a\u5c31\u4f1a\u649e\u5230\u4e00\u5835\u5899：\u5b98\u7f51\u6ca1\u63d0\u4f9b\u8fd9\u4e9b\u80fd\u529b，\u4f60\u5f97\u53bb\u8c03 API\u3002<\/p>\n

\u7136\u540e\u7b2c\u4e8c\u4e2a\u95ee\u9898\u7acb\u523b\u51fa\u73b0：\u6a21\u578b\u5f00\u59cb\u4e00\u672c\u6b63\u7ecf\u5730\u80e1\u8bf4\u516b\u9053\u2014\u2014\u7f16\u51fa\u4e0d\u5b58\u5728\u7684\u8bba\u6587\u3001\u4e0d\u5b58\u5728\u7684\u63a5\u53e3\u53c2\u6570，\u8bed\u6c14\u8fd8\u7279\u522b\u80af\u5b9a\u3002\u8fd9\u5c31\u662f\u5e7b\u89c9\u3002<\/p>\n

\u8fd9\u7bc7\u628a\u5de5\u7a0b\u843d\u5730\u7684\u5165\u573a\u5238\u8bb2\u6e05\u695a：AIGC \u548c AGI \u7684\u533a\u522b\u3001\u8bbf\u95ee\u5927\u6a21\u578b\u7684\u4e09\u79cd\u65b9\u5f0f\u3001\u5e7b\u89c9\u5230\u5e95\u662f\u4ec0\u4e48\u6bdb\u75c5，\u4ee5\u53ca\u4e1a\u754c\u516c\u8ba4\u7684 5 \u4e2a\u843d\u5730\u6a21\u5757\u5206\u522b\u89e3\u51b3\u4ec0\u4e48\u95ee\u9898\u3002\u6700\u540e\u7ed9\u4e00\u5f20\u9009\u578b\u8def\u7ebf\u3002<\/p>\n

\n

1. \u5148\u6821\u51c6\u4e24\u4e2a\u8bcd：AIGC \u548c AGI<\/h3>\n

\u8fd9\u4e24\u4e2a\u7f29\u5199\u7ecf\u5e38\u540c\u5c4f\u51fa\u73b0，\u4f46\u5b83\u4eec\u5b8c\u5168\u4e0d\u5728\u4e00\u4e2a\u7ef4\u5ea6\u4e0a\u2014\u2014\u4e00\u4e2a\u662f\u5728\u505a\u7684\u4e8b，\u4e00\u4e2a\u662f\u76ee\u6807\u3002<\/p>\n\nAIGCAGI<\/tr>\n\n\n\n\n\n\n
\u5168\u79f0<\/td>\nArtificial Intelligence Generated Content<\/td>\nArtificial General Intelligence<\/td>\n<\/tr>\n
\u4e2d\u6587<\/td>\n\u4eba\u5de5\u667a\u80fd\u751f\u6210\u5185\u5bb9<\/td>\n\u901a\u7528\u4eba\u5de5\u667a\u80fd<\/td>\n<\/tr>\n
\u662f\u4ec0\u4e48<\/td>\n\u6280\u672f\u4e0e\u5e94\u7528\u4f53\u7cfb<\/td>\n\u4e00\u79cd\u4eba\u5de5\u667a\u80fd\u5f62\u6001<\/td>\n<\/tr>\n
\u4e00\u53e5\u8bdd<\/td>\n\u7528 AI \u751f\u6210\u5185\u5bb9<\/td>\n\u80fd\u81ea\u4e3b\u5b66\u4e60\u5e76\u89e3\u51b3\u5927\u591a\u6570\u4eba\u7c7b\u80fd\u89e3\u51b3\u7684\u95ee\u9898<\/td>\n<\/tr>\n
\u73b0\u72b6<\/td>\n\u5df2\u7ecf\u5728\u5927\u89c4\u6a21\u843d\u5730<\/td>\n\u5c1a\u672a\u5b9e\u73b0<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

AIGC \u7684\u5b8c\u6574\u5b9a\u4e49：\u4ee5\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\u6a21\u578b（\u5c24\u5176\u662f\u751f\u6210\u5f0f\u57fa\u7840\u6a21\u578b）\u4e3a\u6838\u5fc3，\u901a\u8fc7\u5b66\u4e60\u6d77\u91cf\u6570\u636e\u4e2d\u7684\u7edf\u8ba1\u89c4\u5f8b\u548c\u8bed\u4e49\u7ed3\u6784，\u5728\u4eba\u7c7b\u8f93\u5165\u63d0\u793a\u6216\u6761\u4ef6\u7ea6\u675f\u4e0b，\u81ea\u52a8\u751f\u6210\u6587\u672c\u3001\u56fe\u50cf\u3001\u97f3\u9891\u3001\u89c6\u9891\u3001\u4ee3\u7801\u7b49\u591a\u6a21\u6001\u5185\u5bb9\u7684\u6280\u672f\u4e0e\u5e94\u7528\u4f53\u7cfb\u3002<\/p>\n

AGI \u7684\u5b8c\u6574\u5b9a\u4e49：\u5177\u5907\u8de8\u9886\u57df\u3001\u8de8\u4efb\u52a1\u7684\u901a\u7528\u8ba4\u77e5\u80fd\u529b\u7684\u4eba\u5de5\u667a\u80fd\u5f62\u6001，\u80fd\u5728\u4e0d\u540c\u73af\u5883\u548c\u76ee\u6807\u4e0b\u8fdb\u884c\u7406\u89e3\u3001\u5b66\u4e60\u3001\u63a8\u7406\u3001\u89c4\u5212\u4e0e\u77e5\u8bc6\u8fc1\u79fb，\u5e76\u5728\u7f3a\u4e4f\u660e\u786e\u4efb\u52a1\u5b9a\u4e49\u6216\u89c4\u5219\u7ea6\u675f\u7684\u60c5\u51b5\u4e0b，\u81ea\u4e3b\u53d1\u73b0\u95ee\u9898\u5e76\u5236\u5b9a\u89e3\u51b3\u7b56\u7565，\u6574\u4f53\u667a\u80fd\u6c34\u5e73\u63a5\u8fd1\u6216\u8d85\u8d8a\u4eba\u7c7b\u3002<\/p>\n

1.1 \u901a\u5411 AGI \u7684\u4e24\u6761\u8def\u5f84<\/h4>\n

\u4e3b\u6d41\u7814\u7a76\u666e\u904d\u8ba4\u4e3a\u6709\u4e24\u6761：<\/p>\n

\u8def\u5f84\u4e00 \u63d0\u5347 \u57fa\u7840\u6a21\u578b \u7684\u901a\u7528\u80fd\u529b
\n\u8def\u5f84\u4e8c \u901a\u8fc7 Agent \u8bbe\u8ba1 \u5bf9\u6a21\u578b\u80fd\u529b\u8fdb\u884c\u7ec4\u7ec7\u4e0e\u8c03\u5ea6
\n \u2192 \u8ba9\u6a21\u578b\u5177\u5907 \u76ee\u6807\u5206\u89e3 \/ \u957f\u671f\u89c4\u5212 \/ \u5de5\u5177\u4f7f\u7528 \/ \u73af\u5883\u4ea4\u4e92 \u80fd\u529b
\n \u2192 \u5728\u590d\u6742\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u66f4\u63a5\u8fd1\u901a\u7528\u667a\u80fd\u7684\u884c\u4e3a<\/p>\n

\u8fd9\u6761\u5224\u65ad\u5176\u5b9e\u76f4\u63a5\u89e3\u91ca\u4e86\u8fd9\u4e2a\u7cfb\u5217\u4e3a\u4ec0\u4e48\u6700\u540e\u8981\u8bb2\u667a\u80fd\u4f53：Agent \u4e0d\u53ea\u662f"\u66f4\u597d\u7528\u7684 ChatBot"，\u5b83\u88ab\u8ba4\u4e3a\u662f\u901a\u5411 AGI \u7684\u4e24\u6761\u4e3b\u5e72\u8def\u4e4b\u4e00\u3002<\/p>\n

\n

2. \u8bbf\u95ee\u5927\u6a21\u578b\u7684\u4e09\u79cd\u65b9\u5f0f<\/h3>\n

2.1 \u5728\u7ebf\u5e73\u53f0：\u95e8\u69db\u6700\u4f4e<\/h4>\n

\u8bbf\u95ee\u5927\u6a21\u578b\u5382\u5546\u5b98\u7f51\u5373\u53ef，\u56fd\u5185\u7684\u9876\u5c16\u6a21\u578b\u57fa\u672c\u90fd\u80fd\u5728\u5b98\u7f51\u514d\u8d39\u4f7f\u7528\u3002<\/p>\n\n\u5e73\u53f0\u5730\u5740<\/tr>\n\n\n\n
DeepSeek<\/td>\nhttps:\/\/chat.deepseek.com\/<\/td>\n<\/tr>\n
Qwen<\/td>\nhttps:\/\/chat.qwen.ai\/<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\"DeepSeek<\/p>\n

\"Qwen<\/p>\n

2.2 \u4e3a\u4ec0\u4e48\u4e0d\u76f4\u63a5\u7528\u5b98\u7f51？<\/h4>\n

\u8fd9\u4e2a\u95ee\u9898\u503c\u5f97\u5355\u72ec\u62ce\u51fa\u6765，\u56e0\u4e3a\u5f88\u591a\u4eba\u7684\u6280\u672f\u8def\u7ebf\u662f\u4ece\u8fd9\u91cc\u5f00\u59cb\u5206\u53c9\u7684\u3002<\/p>\n

\u5982\u679c\u53ea\u662f\u548c\u5927\u6a21\u578b\u5bf9\u8bdd，\u7528\u5b98\u7f51\u662f\u6700\u5408\u7406\u7684\u65b9\u5f0f\u3002\u4f46\u5982\u679c\u6211\u4eec\u60f3\u7528\u5927\u6a21\u578b\u505a\u4e00\u4e9b\u590d\u6742\u4efb\u52a1，\u6bd4\u5982\u4e2a\u4eba\u77e5\u8bc6\u5e93\u3001\u590d\u6742\u7684 Agent，\u800c\u8fd9\u7c7b\u529f\u80fd\u5b98\u7f51\u6ca1\u6709\u63d0\u4f9b\u2014\u2014\u6b64\u65f6\u5c31\u53ea\u80fd\u8c03\u7528 API\u3002<\/p>\n

\u7b80\u5355\u7406\u89e3：<\/p>\n

\u53ea\u60f3\u804a\u5929\u95ee\u7b54 –> \u5b98\u7f51，\u514d\u8d39，\u96f6\u6210\u672c
\n\u8981\u6302\u81ea\u5df1\u7684\u77e5\u8bc6\u5e93 –> \u672c\u5730\u5ba2\u6237\u7aef（\u81ea\u5e26\u77e5\u8bc6\u5e93\u529f\u80fd）\u6216\u81ea\u5df1\u5199\u4ee3\u7801
\n\u8981\u505a\u590d\u6742 Agent –> API + \u6846\u67b6（LangChain \/ LangGraph \u7b49）<\/p>\n

2.3 API \u8c03\u7528<\/h4>\n

\u5927\u6a21\u578b\u5382\u5546\u57fa\u672c\u90fd\u63d0\u4f9b\u4e86 API \u63a5\u53e3（\u57fa\u4e8e HTTP\/HTTPS \u534f\u8bae\u7684 REST API），\u8bbf\u95ee\u63a5\u53e3\u5373\u53ef\u8c03\u7528\u5927\u6a21\u578b\u3002API \u63a5\u53e3\u901a\u5e38\u662f\u4ed8\u8d39\u7684，\u8c03\u7528\u9700\u8981\u63d0\u4f9b\u5bc6\u94a5\u3002<\/p>\n

\u4ee5 DeepSeek \u4e3a\u4f8b，\u5f00\u653e\u5e73\u53f0\u5728 https:\/\/platform.deepseek.com\/ \u3002<\/p>\n

\u65b9\u5f0f\u4e00：\u547d\u4ee4\u884c curl<\/p>\n

\"curl<\/p>\n

\u6d41\u7a0b\u662f：\u5728\u5b98\u7f51\u83b7\u53d6 API \u5bc6\u94a5\u548c\u63a5\u53e3\u5730\u5740，\u628a\u547d\u4ee4\u91cc\u7684 ${DEEPSEEK_API_KEY} \u66ff\u6362\u6210\u81ea\u5df1\u7684 Key，\u7136\u540e\u5728 Linux \u547d\u4ee4\u884c\u6267\u884c\u3002<\/p>\n

curl<\/span> https:\/\/api.deepseek.com\/chat\/completions \\\\<\/span>
\n -H<\/span> "Content-Type: application\/json"<\/span> \\\\<\/span>
\n -H<\/span> "Authorization: Bearer ${DEEPSEEK_API_KEY}<\/span>"<\/span> \\\\<\/span>
\n -d<\/span> '{
\n "model": "deepseek-chat",
\n "messages": [
\n {"role": "system", "content": "You are a helpful assistant."},
\n {"role": "user", "content": "\u4f60\u597d"}
\n ]
\n }'<\/span><\/p>\n

\u8fd4\u56de\u65e5\u5fd7：<\/p>\n

\"\u63a5\u53e3\u8c03\u7528\u8fd4\u56de\u7ed3\u679c\"<\/p>\n

\u8fd9\u91cc\u6709\u4e2a\u8ba4\u77e5\u4e0a\u5f88\u7701\u5fc3\u7684\u4e00\u70b9：\u4efb\u4f55\u80fd\u8c03\u7528 HTTP \u63a5\u53e3\u7684\u65b9\u5f0f，\u90fd\u53ef\u4ee5\u7528\u6765\u8c03\u7528\u5927\u6a21\u578b\u63a5\u53e3\u3002 \u9664\u4e86 curl，\u8fd8\u53ef\u4ee5\u7528 Python \u4ee3\u7801\u3001\u63a5\u53e3\u8c03\u8bd5\u5de5\u5177（\u5982 Postman）\u7b49\u3002\u5927\u6a21\u578b API \u6ca1\u6709\u4efb\u4f55\u7279\u6b8a\u6027，\u5b83\u5c31\u662f\u666e\u901a\u7684 REST \u63a5\u53e3\u3002<\/p>\n

\u65b9\u5f0f\u4e8c：\u672c\u5730\u5ba2\u6237\u7aef（\u4ee5 Cherry-Studio \u4e3a\u4f8b）<\/p>\n

\u547d\u4ee4\u884c\u8c03\u7528\u63a5\u53e3\u53ef\u8bfb\u6027\u5dee\u3001\u4ea4\u4e92\u6210\u672c\u9ad8\u3002\u5e02\u9762\u4e0a\u6709\u5f88\u591a\u672c\u5730\u5927\u6a21\u578b\u5ba2\u6237\u7aef，\u914d\u7f6e\u597d\u63a5\u53e3\u670d\u52a1\u5c31\u80fd\u50cf\u5728\u7ebf\u5e73\u53f0\u90a3\u6837\u8c03\u7528\u5927\u6a21\u578b，Cherry-Studio \u662f\u5176\u4e2d\u4e00\u79cd\u3002<\/p>\n

\u8fd9\u65f6\u4e5f\u53ef\u4ee5\u9009\u62e9\u81ea\u5e26\u77e5\u8bc6\u5e93\u642d\u5efa\u529f\u80fd\u7684\u672c\u5730\u5ba2\u6237\u7aef\u2014\u2014\u7528 Cherry-Studio \u65e2\u80fd\u81ea\u5df1\u914d API，\u4e5f\u80fd\u76f4\u63a5\u7528\u5b98\u65b9\u63d0\u4f9b\u7684\u6a21\u578b\u3002<\/p>\n

\"Cherry-Studio\"<\/p>\n

\u914d\u7f6e\u6d41\u7a0b\u5927\u81f4\u662f：\u6253\u5f00 API \u914d\u7f6e\u754c\u9762 \u2192 \u586b\u5bc6\u94a5\u548c\u5730\u5740 \u2192 \u6309\u5b98\u7f51\u7684\u6a21\u578b ID \u6dfb\u52a0\u6a21\u578b \u2192 \u68c0\u6d4b\u8fde\u63a5 \u2192 \u6dfb\u52a0\u52a9\u624b\u5e76\u914d\u7f6e\u9ed8\u8ba4\u6a21\u578b \u2192 \u5f00\u59cb\u804a\u5929\u3002<\/p>\n

\u4e00\u4e2a\u5b9e\u64cd\u7ec6\u8282：API \u5730\u5740\u4e0d\u9700\u8981\u586b\u5199 .com \u540e\u9762\u7684\u90e8\u5206，Cherry-Studio \u4f1a\u81ea\u52a8\u8865\u5168，\u53ef\u4ee5\u5728\u8f93\u5165\u6846\u4e0b\u65b9\u7684"\u9884\u89c8"\u91cc\u786e\u8ba4\u6700\u7ec8\u62fc\u51fa\u6765\u7684\u5730\u5740\u3002<\/p>\n

\u65b9\u5f0f\u4e09：\u4ee3\u7801\u8c03\u7528<\/p>\n

\u5199\u4ee3\u7801\u53d1 API \u8bf7\u6c42，\u8fd9\u662f\u5de5\u7a0b\u4e0a\u771f\u6b63\u7684\u4e3b\u8def\u5f84（\u57fa\u4e8e LangChain\u3001LangGraph \u7b49\u6846\u67b6，\u6216\u7eaf Python）\u3002\u8fd9\u90e8\u5206\u5185\u5bb9\u5728\u540e\u7eed\u7ae0\u8282\u5c55\u5f00\u3002<\/p>\n

\n

3. \u5e7b\u89c9：\u6240\u6709\u5de5\u7a0b\u624b\u6bb5\u5b58\u5728\u7684\u7406\u7531<\/h3>\n

3.1 \u4ec0\u4e48\u662f\u5e7b\u89c9<\/h4>\n

\u5927\u6a21\u578b\u7684\u5e7b\u89c9（Hallucination） \u662f\u6307\u6a21\u578b\u5728\u751f\u6210\u5185\u5bb9\u65f6，\u7ed9\u51fa\u770b\u4f3c\u5408\u7406\u3001\u8bed\u8a00\u6d41\u7545，\u4f46\u5b9e\u9645\u4e0a\u4e0d\u6b63\u786e\u3001\u65e0\u6cd5\u9a8c\u8bc1\u6216\u4e0e\u4e8b\u5b9e\u4e0d\u7b26\u7684\u4fe1\u606f\u3002<\/p>\n

\u8fd9\u79cd\u8f93\u51fa\u5f80\u5f80\u5177\u6709\u8f83\u5f3a\u8ff7\u60d1\u6027，\u56e0\u4e3a\u5b83\u7b26\u5408\u8bed\u6cd5\u3001\u98ce\u683c\u548c\u4e0a\u4e0b\u6587\u9884\u671f，\u4f46\u5728\u4e8b\u5b9e\u6027\u3001\u53ef\u8ffd\u6eaf\u6027\u6216\u903b\u8f91\u4e00\u81f4\u6027\u4e0a\u5b58\u5728\u95ee\u9898\u3002<\/p>\n

3.2 \u4e3a\u4ec0\u4e48\u4f1a\u4ea7\u751f<\/h4>\n

\u6a21\u578b\u4e4b\u6240\u4ee5\u4f1a"\u7f16"，\u662f\u56e0\u4e3a\u5728\u4ee5\u4e0b\u6761\u4ef6\u53e0\u52a0\u65f6，\u5b83\u4f1a\u7ed9\u51fa\u4e00\u4e2a\u6982\u7387\u4e0a\u6700\u5408\u7406\u7684\u7b54\u6848：<\/p>\n

    \n
  • \u8bad\u7ec3\u8bed\u6599\u4e2d\u7f3a\u4e4f\u76f8\u5173\u4fe1\u606f<\/li>\n
  • \u63d0\u793a\u8bcd\u5b58\u5728\u6b67\u4e49\u6216\u4e0d\u5b8c\u6574<\/li>\n
  • \u6a21\u578b\u88ab\u8981\u6c42"\u5fc5\u987b\u56de\u7b54"<\/li>\n
  • \u8d85\u51fa\u6a21\u578b\u77e5\u8bc6\u8fb9\u754c\u6216\u65f6\u95f4\u8fb9\u754c<\/li>\n<\/ul>\n

    \u6ce8\u610f\u7b2c\u4e09\u6761\u2014\u2014"\u88ab\u8981\u6c42\u5fc5\u987b\u56de\u7b54"\u672c\u8eab\u5c31\u662f\u5e7b\u89c9\u7684\u6210\u56e0\u3002\u8fd9\u6761\u540e\u9762\u5728\u63d0\u793a\u8bcd\u5de5\u7a0b\u91cc\u4f1a\u6709\u5bf9\u5e94\u7684\u89e3\u6cd5：\u5141\u8bb8\u6a21\u578b\u8bf4"\u6211\u4e0d\u77e5\u9053"\u3002<\/p>\n

    3.3 \u4e94\u79cd\u5e38\u89c1\u5e7b\u89c9\u7c7b\u578b<\/h4>\n\n\u7c7b\u578b\u8bf4\u660e\u793a\u4f8b<\/tr>\n\n\n\n\n\n\n
    \u4e8b\u5b9e\u6027\u5e7b\u89c9<\/td>\n\u7f16\u9020\u4e0d\u5b58\u5728\u7684\u4e8b\u5b9e<\/td>\n\u865a\u6784\u8bba\u6587\u3001\u6cd5\u5f8b\u6761\u6587\u3001\u63a5\u53e3<\/td>\n<\/tr>\n
    \u6e90\u5f15\u7528\u5e7b\u89c9<\/td>\n\u7f16\u9020\u53c2\u8003\u6765\u6e90<\/td>\n\u4e0d\u5b58\u5728\u7684 DOI \/ \u6587\u732e<\/td>\n<\/tr>\n
    \u903b\u8f91\u5e7b\u89c9<\/td>\n\u63a8\u7406\u94fe\u6761\u81ea\u6d3d\u4f46\u524d\u63d0\u9519\u8bef<\/td>\n\u9519\u8bef\u56e0\u679c\u5173\u7cfb<\/td>\n<\/tr>\n
    \u8fc7\u5ea6\u81ea\u4fe1\u5e7b\u89c9<\/td>\n\u9519\u8bef\u4f46\u8bed\u6c14\u6781\u5176\u80af\u5b9a<\/td>\n"100% \u786e\u5b9a"\u5f0f\u56de\u7b54<\/td>\n<\/tr>\n
    \u5de5\u5177\/\u4ee3\u7801\u5e7b\u89c9<\/td>\n\u8c03\u7528\u4e0d\u5b58\u5728\u7684 API \/ \u53c2\u6570<\/td>\n\u7f16\u9020 SDK \u65b9\u6cd5<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u505a\u540e\u7aef\u7684\u540c\u5b66\u5bf9\u6700\u540e\u4e00\u884c\u5e94\u8be5\u6700\u6709\u5171\u9e23：\u8ba9\u6a21\u578b\u5199\u5b83\u4e0d\u719f\u7684 SDK \u8c03\u7528，\u65b9\u6cd5\u540d\u62fc\u5f97\u6f02\u6f02\u4eae\u4eae，\u53c2\u6570\u5217\u8868\u770b\u7740\u5b8c\u5168\u5408\u7406，\u4e00\u8dd1\u7f16\u8bd1\u62a5\u9519\u2014\u2014\u8fd9\u5c31\u662f\u5de5\u5177\/\u4ee3\u7801\u5e7b\u89c9\u3002<\/p>\n

    3.4 \u4e3a\u4ec0\u4e48\u5e7b\u89c9\u65e0\u6cd5\u5f7b\u5e95\u6d88\u9664<\/h4>\n

    \u4ece\u7cfb\u7edf\u8bbe\u8ba1\u89d2\u5ea6\u770b，\u5e7b\u89c9\u662f\u4e0d\u53ef\u5b8c\u5168\u6d88\u9664\u7684\u7cfb\u7edf\u6027\u95ee\u9898：<\/p>\n

  • LLM \u4e0d\u662f\u77e5\u8bc6\u5e93，\u800c\u662f\u751f\u6210\u6a21\u578b<\/li>\n
  • \u8bad\u7ec3\u6570\u636e\u672c\u8eab\u5b58\u5728\u566a\u58f0\u4e0e\u51b2\u7a81<\/li>\n
  • RLHF \u5f3a\u5316\u4e86"\u6709\u7528\u56de\u7b54"，\u800c\u975e"\u62d2\u7b54" \u2190 \u7b2c\u4e8c\u7bc7\u7684\u5bf9\u9f50\u9636\u6bb5\u5728\u8fd9\u91cc\u57cb\u4e86\u4e2a\u526f\u4f5c\u7528<\/li>\n
  • \u751f\u6210\u4efb\u52a1\u5929\u7136\u8ffd\u6c42\u5b8c\u6574\u6027，\u800c\u975e\u4fdd\u5b88\u6027<\/li>\n

    \u56e0\u6b64\u884c\u4e1a\u5171\u8bc6\u662f：\u5e7b\u89c9\u53ea\u80fd\u88ab"\u63a7\u5236\u3001\u7f13\u89e3\u3001\u68c0\u6d4b"，\u4e0d\u80fd\u88ab\u5f7b\u5e95\u6d88\u706d\u3002<\/p>\n

    Q：\u4e3a\u4ec0\u4e48\u7b2c 3 \u70b9\u8bf4 RLHF \u53cd\u800c\u52a0\u91cd\u4e86\u5e7b\u89c9？<\/h5>\n

    \u56e0\u4e3a\u504f\u597d\u6570\u636e\u91cc，"\u7ed9\u51fa\u4e00\u4e2a\u5177\u4f53\u7b54\u6848"\u901a\u5e38\u6bd4"\u6211\u4e0d\u77e5\u9053"\u5f97\u5206\u66f4\u9ad8\u3002\u6a21\u578b\u88ab\u8bad\u7ec3\u6210\u503e\u5411\u4e8e\u56de\u7b54，\u800c\u4e0d\u662f\u627f\u8ba4\u8fb9\u754c\u3002\u8fd9\u4e0d\u662f\u8bad\u7ec3\u505a\u9519\u4e86，\u800c\u662f**"\u6709\u7528"\u548c"\u8bda\u5b9e"\u5728\u504f\u597d\u6570\u636e\u91cc\u5929\u7136\u51b2\u7a81**\u3002\u6240\u4ee5\u5de5\u7a0b\u4e0a\u8981\u9760\u5916\u90e8\u673a\u5236\u8865：\u5f15\u7528\u6eaf\u6e90\u3001\u5141\u8bb8\u62d2\u7b54\u3001\u4e8b\u5b9e\u6838\u5bf9\u2014\u2014\u8fd9\u4e5f\u6b63\u662f\u540e\u9762 RAG \u548c Agent \u8981\u5e72\u7684\u4e8b\u3002<\/p>\n

    \n

    4. \u5de5\u7a0b\u843d\u5730\u7684 5 \u5927\u6a21\u5757<\/h3>\n

    \u65e2\u7136\u5927\u6a21\u578b\u80fd\u529b\u5f3a\u5927\u4f46\u4e0d\u80fd\u76f4\u63a5\u7528，\u5c31\u8981\u505a\u5de5\u7a0b\u5316\u52a0\u5de5\u3002\u4ece\u5de5\u7a0b\u5b9e\u73b0\u89d2\u5ea6\u770b，\u5927\u6a21\u578b\u5e94\u7528\u4e3b\u8981\u5206\u4e3a\u4e94\u4e2a\u6a21\u5757：\u63d0\u793a\u8bcd\u5de5\u7a0b\u3001RAG\u3001\u5fae\u8c03\u3001\u7eed\u8bad\u3001\u667a\u80fd\u4f53\u5f00\u53d1\u3002<\/p>\n

    \"\u4e94\u5927\u6a21\u5757\u603b\u89c8\"<\/p>\n

    （1）\u63d0\u793a\u8bcd\u5de5\u7a0b<\/p>\n

    \u6700\u5ec9\u4ef7\u7684\u65b9\u5f0f，\u5f00\u7bb1\u5373\u7528，\u76f4\u63a5\u8c03\u7528\u6a21\u578b\u3002\u901a\u8fc7\u63d0\u793a\u8bcd\u4f18\u5316\u548c\u63d0\u4f9b\u793a\u4f8b\u6765\u4f18\u5316\u8f93\u51fa\u6548\u679c\u3002<\/p>\n

    （2）RAG<\/p>\n

    \u5f53\u63d0\u793a\u8bcd\u5de5\u7a0b\u8fbe\u4e0d\u5230\u9884\u671f，\u4e14\u539f\u56e0\u662f\u7f3a\u5c11\u53c2\u8003\u77e5\u8bc6\u65f6，\u5c1d\u8bd5 RAG，\u8c03\u7528\u5916\u90e8\u77e5\u8bc6\u5e93\u3002token \u6d88\u8017\u5f80\u5f80\u6bd4\u5f00\u7bb1\u5373\u7528\u7565\u9ad8，\u5f00\u53d1\u7565\u5fae\u590d\u6742\u3002<\/p>\n

    （3）\u5fae\u8c03<\/p>\n

    \u5982\u679c\u63d0\u793a\u8bcd\u5de5\u7a0b\u6548\u679c\u4e0d\u597d，\u4e14\u539f\u56e0\u662f\u6307\u4ee4\u9075\u5faa\u80fd\u529b\u8f83\u5dee\u3001\u98ce\u683c\/\u8bdd\u672f\u4e0d\u4e00\u81f4，\u53ef\u4ee5\u5c1d\u8bd5\u5fae\u8c03\u3002\u9700\u8981\u6536\u96c6\u6570\u636e，\u5e76\u4e14\u8981\u6709\u786c\u4ef6\u8d44\u6e90\u3002<\/p>\n

    （4）\u7eed\u8bad<\/p>\n

    \u5982\u679c\u5fae\u8c03\u6548\u679c\u4ecd\u4e0d\u7406\u60f3，\u4e14\u95ee\u9898\u6765\u81ea\u6a21\u578b\u5bf9\u9886\u57df\u8bed\u8a00\/\u77e5\u8bc6\u5206\u5e03\u7684\u7cfb\u7edf\u6027\u7f3a\u5931，\u53ef\u4ee5\u8003\u8651\u6536\u96c6\u66f4\u591a\u6570\u636e\u505a\u7eed\u8bad（\u9884\u8bad\u7ec3），\u524d\u63d0\u662f\u6709\u5145\u8db3\u7684\u786c\u4ef6\u8d44\u6e90\u3002\u7eed\u8bad\u7684\u786c\u4ef6\u5f00\u9500\u901a\u5e38\u8fdc\u9ad8\u4e8e\u5fae\u8c03\u3002<\/p>\n

    （5）\u667a\u80fd\u4f53\u5f00\u53d1<\/p>\n

    \u5f53\u5176\u5b83\u65b9\u5f0f\u90fd\u65e0\u6cd5\u89e3\u51b3\u95ee\u9898\u65f6，\u90fd\u53ef\u4ee5\u5c1d\u8bd5\u548c\u667a\u80fd\u4f53\u5f00\u53d1\u7ed3\u5408\u3002\u667a\u80fd\u4f53\u4f1a\u6d89\u53ca\u5927\u6a21\u578b\u7684\u591a\u6b21\u8c03\u7528，token \u5f00\u9500\u8f83\u5927，\u5f00\u53d1\u96be\u5ea6\u8f83\u9ad8\u3002<\/p>\n

    \u4f46\u7ecf\u6d4e\u8d26\u6709\u610f\u601d\u7684\u5730\u65b9\u5728\u8fd9：\u667a\u80fd\u4f53\u5355\u6b21\u5f00\u9500\u4e0d\u53ca\u5fae\u8c03\u548c\u7eed\u8bad，\u957f\u671f\u6210\u672c\u5374\u53ef\u80fd\u66f4\u9ad8\u2014\u2014\u56e0\u4e3a\u5fae\u8c03\u548c\u7eed\u8bad\u662f\u4e00\u6b21\u6027\u6295\u5165，\u667a\u80fd\u4f53\u662f\u6bcf\u6b21\u8c03\u7528\u90fd\u8981\u4ed8\u8d39\u3002<\/p>\n

    4.1 \u4e94\u4e2a\u6a21\u5757\u6a2a\u5411\u5bf9\u6bd4<\/h4>\n\n\u6a21\u5757\u89e3\u51b3\u4ec0\u4e48\u95ee\u9898\u6539\u6a21\u578b\u6743\u91cd\u6210\u672c\u5f00\u53d1\u96be\u5ea6\u524d\u7f6e\u6761\u4ef6<\/tr>\n\n\n\n\n\n\n
    \u63d0\u793a\u8bcd\u5de5\u7a0b<\/td>\n\u9700\u6c42\u6ca1\u8868\u8fbe\u6e05\u695a<\/td>\n\u5426<\/td>\n\u6700\u4f4e<\/td>\n\u2b50<\/td>\n\u65e0<\/td>\n<\/tr>\n
    RAG<\/td>\n\u7f3a\u5916\u90e8\/\u6700\u65b0\u77e5\u8bc6<\/td>\n\u5426<\/td>\n\u4f4e-\u4e2d<\/td>\n\u2b50\u2b50<\/td>\n\u77e5\u8bc6\u5e93<\/td>\n<\/tr>\n
    \u5fae\u8c03<\/td>\n\u6307\u4ee4\u9075\u5faa\u5dee\u3001\u98ce\u683c\u4e0d\u7a33<\/td>\n\u662f（\u90e8\u5206）<\/td>\n\u4e2d（\u4e00\u6b21\u6027）<\/td>\n\u2b50\u2b50\u2b50<\/td>\n\u6807\u6ce8\u6570\u636e + \u786c\u4ef6<\/td>\n<\/tr>\n
    \u7eed\u8bad<\/td>\n\u9886\u57df\u77e5\u8bc6\u7cfb\u7edf\u6027\u7f3a\u5931<\/td>\n\u662f<\/td>\n\u9ad8（\u4e00\u6b21\u6027）<\/td>\n\u2b50\u2b50\u2b50\u2b50<\/td>\n\u6d77\u91cf\u8bed\u6599 + \u5927\u91cf\u786c\u4ef6<\/td>\n<\/tr>\n
    \u667a\u80fd\u4f53<\/td>\n\u591a\u6b65\u9aa4\u3001\u9700\u5de5\u5177\u3001\u9700\u72b6\u6001\u7ba1\u7406<\/td>\n\u5426<\/td>\n\u957f\u671f\u7d2f\u79ef\u9ad8<\/td>\n\u2b50\u2b50\u2b50\u2b50\u2b50<\/td>\n\u5de5\u5177\u751f\u6001 + \u7f16\u6392<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    4.2 \u51b3\u7b56\u8def\u7ebf：\u5982\u679c\u662f\u6211，\u6309\u8fd9\u4e2a\u987a\u5e8f\u8bd5<\/h4>\n

    \u8bfe\u4ef6\u7ed9\u7684\u662f\u5206\u7c7b，\u843d\u5230\u5b9e\u64cd\u4e0a\u5176\u5b9e\u662f\u4e00\u6761\u6210\u672c\u9012\u589e\u7684\u6392\u67e5\u94fe：<\/p>\n

    \u6548\u679c\u4e0d\u6ee1\u610f
    \n \u2193
    \n\u5148\u6539\u63d0\u793a\u8bcd（\u6700\u4fbf\u5b9c） \u2192 \u8fd8\u4e0d\u884c \u2193
    \n\u662f\u4e0d\u662f\u7f3a\u8d44\u6599\/\u6700\u65b0\u4fe1\u606f？ \u2500\u2500 \u662f \u2500\u2192 \u4e0a RAG \u2192 \u8fd8\u4e0d\u884c \u2193
    \n\u662f\u6a21\u578b\u672c\u8eab\u4e0d\u542c\u6307\u4ee4\u3001\u98ce\u683c\u6f02\u79fb？\u2500\u2500 \u662f \u2500\u2192 \u5fae\u8c03 \u2192 \u8fd8\u4e0d\u884c \u2193
    \n\u662f\u6a21\u578b\u5bf9\u6574\u4e2a\u9886\u57df\u8bed\u8a00\/\u77e5\u8bc6\u7cfb\u7edf\u6027\u4e0d\u61c2？\u2500 \u662f \u2500\u2192 \u7eed\u8bad
    \n \u2193
    \n\u4efb\u52a1\u672c\u8eab\u662f\u591a\u6b65\u9aa4 \/ \u8981\u8c03\u5de5\u5177 \/ \u8981\u7ba1\u72b6\u6001 \u2500\u2500\u2500\u2500\u2500\u2192 \u667a\u80fd\u4f53（\u53ef\u4e0e\u4e0a\u9762\u4efb\u610f\u4e00\u5c42\u7ec4\u5408）<\/p>\n

    \u6ce8\u610f\u6700\u540e\u4e00\u6761\u4e0d\u662f"\u515c\u5e95"\u800c\u662f"\u6b63\u4ea4"：\u667a\u80fd\u4f53\u53ef\u4ee5\u548c\u524d\u9762\u4efb\u4f55\u4e00\u5c42\u53e0\u52a0\u4f7f\u7528\u3002\u5fae\u8c03\u6548\u679c\u4e0d\u7406\u60f3\u65f6，\u540c\u6837\u53ef\u4ee5\u9760 Agent \u5f15\u5165\u89c4\u5219\u6821\u9a8c\u3001\u7ed3\u6784\u5316\u7ea6\u675f\u3001\u4e8b\u5b9e\u6838\u5bf9\u6765\u63d0\u5347\u8d28\u91cf\u3002<\/p>\n

    \u6700\u540e\u603b\u7ed3<\/h3>\n
      \n
    • AIGC \u662f\u5f53\u4e0b，AGI \u662f\u65b9\u5411；\u800c Agent \u88ab\u8ba4\u4e3a\u662f\u901a\u5f80 AGI \u7684\u4e24\u6761\u4e3b\u5e72\u8def\u4e4b\u4e00，\u8fd9\u662f\u5b83\u503c\u5f97\u5355\u72ec\u82b1\u4e00\u7bc7\u8bb2\u7684\u539f\u56e0\u3002<\/li>\n
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