{"id":85791,"date":"2026-07-27T22:42:32","date_gmt":"2026-07-27T14:42:32","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/85791.html"},"modified":"2026-07-27T22:42:32","modified_gmt":"2026-07-27T14:42:32","slug":"claude-opus-5-%e7%b3%bb%e7%bb%9f%e6%8f%90%e7%a4%ba%e8%af%8d%e6%b3%84%e6%bc%8f%ef%bc%8c%e8%86%a8%e8%83%80%e5%88%b0-20-%e4%b8%87%e5%ad%97%e7%ac%a6%e7%9a%84%e7%b3%bb%e7%bb%9f%e6%8f%90%e7%a4%ba%e8%af%8d","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/85791.html","title":{"rendered":"Claude Opus 5 \u7cfb\u7edf\u63d0\u793a\u8bcd\u6cc4\u6f0f\uff0c\u81a8\u80c0\u5230 20 \u4e07\u5b57\u7b26\u7684\u7cfb\u7edf\u63d0\u793a\u8bcd\uff0c\u4f60\u600e\u4e48\u770b\uff1f"},"content":{"rendered":"

\u8fd9\u4e24\u5929\u5927\u6a21\u578b\u5708\u5b50\u6700\u706b\u7206\u7684\u65b0\u95fb，\u83ab\u8fc7\u4e8e Anthropic \u7684\u5f53\u5bb6\u65d7\u8230\u00a0Claude Opus 5\u00a0\u7684\u7cfb\u7edf\u63d0\u793a\u8bcd（System Prompt）\u7591\u4f3c\u53d1\u751f\u5927\u89c4\u6a21\u6cc4\u6f0f\u3002<\/h2>\n

\u66f4\u8ba9\u4eba\u9707\u60ca\u7684\u4e0d\u662f\u6cc4\u6f0f\u672c\u8eab\u2014\u2014\u56e0\u4e3a\u5404\u5927\u5382\u5546\u7684 System Prompt \u88ab Prompt Injection（\u63d0\u793a\u8bcd\u6ce8\u5165）\u64ac\u5f00\u65e9\u5df2\u4e0d\u662f\u4ec0\u4e48\u7a00\u7f55\u4e8b\u2014\u2014\u800c\u662f\u8fd9\u6b21\u6cc4\u9732\u51fa\u6765\u7684\u6587\u672c\u91cf：\u6574\u6574\u81a8\u80c0\u5230\u4e86\u5c06\u8fd1 20 \u4e07\u5b57\u7b26！<\/p>\n

20 \u4e07\u5b57\u7b26\u662f\u4ec0\u4e48\u6982\u5ff5？\u6309\u7167\u6807\u51c6\u7684 Token \u5207\u5206，\u8fd9\u5149\u662f\u6a21\u578b\u5728\u63a5\u6536\u7528\u6237\u8bf4\u7684\u7b2c\u4e00\u53e5\u8bdd\u4e4b\u524d，\u5c31\u5df2\u7ecf\u786c\u751f\u751f\u585e\u8fdb\u53bb\u4e86\u00a03 \u4e07\u5230 4 \u4e07\u4e2a Token\u00a0\u7684\u524d\u7f6e\u6307\u4ee4\u3002\u8fd9\u51e0\u4e4e\u76f8\u5f53\u4e8e\u628a\u4e00\u672c\u4e2d\u7bc7\u5c0f\u8bf4\u6216\u8005\u4e00\u6574\u5957\u5fae\u670d\u52a1 API \u67b6\u6784\u6587\u6863，\u786c\u704c\u8fdb\u4e86\u6a21\u578b\u7684\u521d\u59cb\u8bb0\u5fc6\u91cc\u3002<\/p>\n

\u4f5c\u4e3a\u4e00\u4e2a\u6bcf\u5929\u90fd\u8981\u8ddf\u591a\u6a21\u578b API \u6253\u4ea4\u9053\u3001\u505a Agent \u67b6\u6784\u8bbe\u8ba1\u4ee5\u53ca\u7b97\u529b\u6210\u672c\u8c03\u4f18\u7684\u6280\u672f\u8001\u5175，\u770b\u5230\u8fd9\u4efd\u6cc4\u6f0f\u6587\u6863\u7684\u7b2c\u4e00\u53cd\u5e94，\u9664\u4e86\u5bf9 Anthropic \u5de5\u7a0b\u56e2\u961f\u201c\u66b4\u529b\u5bf9\u9f50\u201d\u7684\u53f9\u4e3a\u89c2\u6b62\u5916，\u66f4\u591a\u7684\u662f\u4e00\u79cd\u6df1\u6c89\u7684\u884c\u4e1a\u5171\u9e23\u4e0e\u6280\u672f\u53cd\u601d\u3002<\/p>\n

\u4eca\u5929\u6211\u5c31\u7ed3\u5408\u81ea\u5df1\u5728\u7b2c\u4e00\u7ebf\u505a AI \u5de5\u7a0b\u843d\u5730\u7684\u7ecf\u5386，\u4ece\u5bf9\u9f50\u5de5\u7a0b\u3001\u67b6\u6784\u6743\u8861\u3001\u6210\u672c\u707e\u96be\u3001\u5546\u4e1a\u7ade\u4e89\u7b49\u51e0\u4e2a\u6838\u5fc3\u7ef4\u5ea6，\u6df1\u5165\u62c6\u89e3\u4e00\u4e0b\u8fd9\u4e2a\u73b0\u8c61\u80cc\u540e\u7684\u6df1\u5c42\u903b\u8f91\u3002<\/p>\n

1. 20 \u4e07\u5b57\u7b26\u5199\u4e86\u4ec0\u4e48？\u5927\u6a21\u578b\u65f6\u4ee3\u7684\u201c\u5de5\u7a0b\u5bf9\u9f50\u201d\u5669\u68a6<\/h3>\n

\u5f88\u591a\u4eba\u89c9\u5f97，\u5927\u6a21\u578b\u7684\u667a\u529b\u5b8c\u5168\u6765\u81ea\u4e8e\u9884\u8bad\u7ec3（Pre-training）\u548c RLHF（\u57fa\u4e8e\u4eba\u7c7b\u53cd\u9988\u7684\u5f3a\u5316\u5b66\u4e60）\u3002\u4f46\u53ea\u8981\u4f60\u771f\u6b63\u505a\u8fc7\u5546\u4e1a\u5316 Agent \u4ea7\u54c1\u5c31\u4f1a\u660e\u767d，\u9884\u8bad\u7ec3\u51b3\u5b9a\u4e86\u6a21\u578b\u7684\u201c\u667a\u5546\u4e0a\u9650\u201d，\u800c System Prompt \u51b3\u5b9a\u4e86\u6a21\u578b\u7684\u201c\u4e0b\u9650\u4e0e\u89c4\u77e9\u201d\u3002<\/p>\n

\u8fd9\u6cc4\u6f0f\u7684 20 \u4e07\u5b57\u7b26，\u672c\u8d28\u4e0a\u662f Anthropic \u7684\u5de5\u7a0b\u5e08\u4eec\u7528\u65e0\u6570\u8840\u6cea\u6559\u8bad\u62fc\u51d1\u51fa\u6765\u7684\u4e00\u5ea7\u201c\u89c4\u77e9\u957f\u57ce\u201d\u3002\u4ed4\u7ec6\u5206\u6790\u8fd9\u4efd\u5e9e\u5927\u7684\u63d0\u793a\u8bcd，\u5b83\u7684\u81a8\u80c0\u8def\u5f84\u6781\u5176\u6e05\u6670：<\/p>\n

\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510
\n\u2502 Claude Opus 5 \u7cfb\u7edf\u63d0\u793a\u8bcd\u7684\u201c\u81a8\u80c0\u7ed3\u6784\u201d \u2502
\n\u2502 \u2502
\n\u2502 [\u6838\u5fc3\u89d2\u8272\u4e0e\u4ef7\u503c\u89c2\u5b9a\u4e49] (~5,000 \u5b57\u7b26) \u2502
\n\u2502 \u2514\u2500\u25ba \u5b89\u5168\u8fb9\u754c\u3001\u8bda\u5b9e\u539f\u5219\u3001\u65e0\u504f\u89c1\u8868\u8fbe \u2502
\n\u2502 \u2502
\n\u2502 [\u5de5\u5177\u8c03\u7528\u4e0e\u51fd\u6570\u89c4\u8303 (Function Calling)] (~40,000 \u5b57\u7b26) \u2502
\n\u2502 \u2514\u2500\u25ba \u4ee3\u7801\u89e3\u91ca\u5668\u3001\u641c\u7d22\u5de5\u5177\u3001\u6c99\u76d2\u73af\u5883\u6781\u5ea6\u4e25\u82db\u7684 JSON \u683c\u5f0f\u9650\u5236\u2502
\n\u2502 \u2502
\n\u2502 [\u8fb9\u754c\u6761\u4ef6\u4e0e\u9632\u5fa1\u6027\u63d0\u793a\u8bcd (Defensive Prompting)] (~80,000 \u5b57\u7b26)\u2502
\n\u2502 \u2514\u2500\u25ba \u6253\u8865\u4e01：\u9632\u6b62\u5e7b\u89c9\u3001\u9632\u6b62\u8d8a\u72f1\u3001\u9632\u6b62\u53cd\u5411\u5957\u8bdd \u2502
\n\u2502 \u2502
\n\u2502 [\u5c11\u6837\u672c\u793a\u8303 (Few-Shot Examples)] (~70,000 \u5b57\u7b26) \u2502
\n\u2502 \u2514\u2500\u25ba \u9488\u5bf9\u590d\u6742\u4ee3\u7801\u91cd\u6784\u3001\u6570\u5b66\u63a8\u6f14\u7684\u8fb9\u754c\u6848\u4f8b（Edge Cases） \u2502
\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/p>\n

\u4e3a\u4ec0\u4e48\u4f1a\u81a8\u80c0\u5230\u8fd9\u79cd\u5730\u6b65？\u56e0\u4e3a\u5927\u6a21\u578b\u662f\u57fa\u4e8e\u6982\u7387\u9884\u6d4b\u7684\u201c\u8f6f\u7cfb\u7edf\u201d，\u7f3a\u4e4f\u4f20\u7edf\u8f6f\u4ef6\u5de5\u7a0b\u7684\u786c\u6027\u65ad\u8a00（Assertion）\u673a\u5236\u3002<\/p>\n

\u5f53 Anthropic \u53d1\u73b0 Opus 5 \u5728\u67d0\u4e2a\u7279\u5b9a\u573a\u666f（\u6bd4\u5982\u6267\u884c\u67d0\u4e2a\u590d\u6742\u7684 Bash \u547d\u4ee4\u6216\u8005\u89e3\u6790\u7279\u5b9a\u7684\u4ee3\u7801\u5d4c\u5957）\u5bb9\u6613\u72af\u9519\u6216\u8005\u88ab\u8d8a\u72f1\u65f6，\u6700\u5feb\u3001\u6700\u5b89\u5168\u7684\u4fee\u590d\u65b9\u5f0f\u4e0d\u662f\u82b1\u51e0\u5341\u4e07\u7f8e\u5143\u91cd\u65b0\u8bad\u7ec3\u6216\u5fae\u8c03（Fine-tune）\u6a21\u578b，\u800c\u662f\u5728 System Prompt \u91cc\u786c\u5199\u4e00\u6bb5\u9632\u5fa1\u903b\u8f91\u548c\u6b7b\u89c4\u5219\u3002<\/p>\n

\u65e5\u79ef\u6708\u7d2f，\u8fd9\u5c31\u6f14\u53d8\u6210\u4e86\u8f6f\u4ef6\u5de5\u7a0b\u4e2d\u6700\u7ecf\u5178\u7684\u201c\u6253\u8865\u4e01\u9677\u9631\u201d：\u4e3a\u4e86\u4fee\u8865\u4e0a\u4e00\u4e2a\u8fb9\u754c\u6761\u4ef6\u7684 Bug，\u5de5\u7a0b\u5e08\u53c8\u5199\u4e86\u4e09\u6761\u65b0\u7ea6\u675f，\u6700\u540e\u63d0\u793a\u8bcd\u50cf\u96ea\u7403\u4e00\u6837\u8d8a\u6eda\u8d8a\u5927，\u53d8\u6210\u4e86\u6574\u6574 20 \u4e07\u5b57\u7b26\u7684\u201c\u4ee3\u7801\u5c71\u201d\u3002<\/p>\n

2. \u7cfb\u7edf\u63d0\u793a\u8bcd\u81a8\u80c0\u5e26\u6765\u7684\u201c\u4e09\u5927\u5de5\u7a0b\u707e\u96be\u201d<\/h3>\n

\u7ad9\u5728\u6a21\u578b\u7684\u89d2\u5ea6\u770b，\u8fd9 20 \u4e07\u5b57\u7b26\u662f\u5b89\u5168\u611f；\u4f46\u7ad9\u5728\u6211\u4eec\u8fd9\u4e9b\u901a\u8fc7 API \u8c03\u7528\u7684\u5f00\u53d1\u8005\u89d2\u5ea6\u770b，\u8fd9\u79cd\u66b4\u529b\u81a8\u80c0\u5e26\u6765\u7684\u7b80\u76f4\u5c31\u662f\u5de5\u7a0b\u707e\u96be\u3002<\/p>\n

\u3010\u5927\u6a21\u578b\u7cfb\u7edf\u63d0\u793a\u8bcd\u81a8\u80c0\u5bf9\u5f00\u53d1\u8005\u7684\u76f4\u63a5\u6253\u51fb\u3011<\/p>\n

\u25ba \u707e\u96be\u4e00：\u9996\u5305\u5ef6\u8fdf（TTFT）\u66b4\u589e
\n \u8bf7\u6c42\u53d1\u51fa \u2500\u2500\u25ba \u5fc5\u987b\u5148\u5904\u7406 40,000 Tokens \u7684\u9759\u6001\u524d\u7f6e\u6307\u4ee4 \u2500\u2500\u25ba \u7528\u6237\u7b49\u5f85\u6570\u79d2\u624d\u51fa\u7b2c\u4e00\u4e2a\u5b57！<\/p>\n

\u25ba \u707e\u96be\u4e8c：\u6709\u6548\u4e0a\u4e0b\u6587\u7a97\u53e3（Context Window）\u88ab\u4e25\u91cd\u6324\u5360
\n \u53f7\u79f0 200K \u7a97\u53e3 \u2500\u2500\u25ba \u6263\u9664 40K \u9759\u6001\u63d0\u793a\u8bcd \u2500\u2500\u25ba \u5b9e\u9645\u7559\u7ed9\u4ee3\u7801\u548c\u6587\u6863\u7684\u7a7a\u95f4\u53ea\u5269 160K！<\/p>\n

\u25ba \u707e\u96be\u4e09：\u6bcf\u4e00\u8f6e\u5bf9\u8bdd\u90fd\u5728\u767d\u767d\u201c\u70e7\u94b1\u201d
\n \u7528\u6237\u95ee\u4e00\u53e5\u201cHi\u201d \u2500\u2500\u25ba \u8ba1\u8d39\u7cfb\u7edf\u6309 40,001 Tokens \u6263\u8d39 \u2500\u2500\u25ba \u94b1\u5305\u77ac\u95f4\u8840\u672c\u65e0\u5f52！<\/p>\n

2.1 \u9996\u5305\u54cd\u5e94\u65f6\u95f4（TTFT）\u7684\u6027\u80fd\u5669\u68a6<\/h4>\n

\u5927\u6a21\u578b\u5728\u63a8\u7406\u524d，\u5fc5\u987b\u5bf9\u8f93\u5165\u7684 Prompt \u8fdb\u884c Prefill（\u9884\u586b\u5145）\u9636\u6bb5\u7684\u5904\u7406\u3002\u5373\u4fbf Anthropic \u7684\u670d\u52a1\u5668\u7528\u4e86\u6700\u9876\u7ea7\u7684\u7b97\u529b\u96c6\u7fa4\u548c KV Cache \u4f18\u5316，\u6bcf\u6b21\u8bf7\u6c42\u524d\u7f6e 3 \u4e07\u591a Token \u7684\u9759\u6001\u8ba1\u7b97，\u4f9d\u7136\u4f1a\u5bfc\u81f4\u9996\u5305\u54cd\u5e94\u5ef6\u8fdf（Time to First Token）\u6025\u5267\u4e0a\u5347\u3002\u5bf9\u4e8e\u8981\u6c42\u79d2\u7ea7\u54cd\u5e94\u7684 IDE \u4ee3\u7801\u8865\u5168\u6216\u5b9e\u65f6\u5ba2\u670d\u573a\u666f，\u8fd9\u51e0\u4e4e\u662f\u81f4\u547d\u7684\u3002<\/p>\n

2.2 \u4e0a\u4e0b\u6587\u7a97\u53e3\u7684\u201c\u540d\u4e0d\u526f\u5b9e\u201d<\/h4>\n

\u5b98\u65b9\u5ba3\u79f0\u6a21\u578b\u652f\u6301 200K \u751a\u81f3\u66f4\u9ad8\u7684 Context，\u4f46\u5176\u4e2d\u8fd1\u56db\u5206\u4e4b\u4e00\u7684\u989d\u5ea6\u5728\u8bf7\u6c42\u521a\u53d1\u8d77\u65f6\u5c31\u88ab\u5b98\u65b9\u7684 System Prompt \u5360\u636e\u4e86\u3002\u771f\u6b63\u7559\u7ed9\u5f00\u53d1\u8005\u704c\u5165\u9879\u76ee\u4ee3\u7801\u3001PDF \u6587\u6863\u6216\u5386\u53f2\u5bf9\u8bdd\u7684\u201c\u53ef\u7528\u7a7a\u95f4\u201d，\u88ab\u4e25\u91cd\u538b\u7f29\u3002<\/p>\n

2.3 \u7b97\u529b\u6210\u672c\u7684\u6307\u6570\u7ea7\u7206\u70b8<\/h4>\n

\u8fd9\u662f\u6700\u6b8b\u9177\u7684\u4e00\u70b9：\u6bcf\u4e00\u6b21\u8c03\u7528，\u4f60\u90fd\u5728\u4e3a\u8fd9 20 \u4e07\u5b57\u7b26\u4e70\u5355！<\/p>\n

\u54ea\u6015\u4f60\u7684\u7528\u6237\u53ea\u662f\u8f93\u5165\u4e86\u4e00\u53e5\u201c\u5e2e\u6211\u5199\u4e2a Hello World\u201d，API \u8ba1\u8d39\u7cfb\u7edf\u5728\u540e\u53f0\u8ba1\u7b97\u8f93\u5165 Token \u65f6，\u4e5f\u4f1a\u628a\u8fd9 3 \u4e07\u591a Token \u7684\u524d\u7f6e\u6307\u4ee4\u4e00\u5e76\u8ba1\u7b97\u8fdb\u53bb（\u9664\u975e\u89e6\u53d1\u4e86\u9ad8\u5ea6\u5b8c\u7f8e\u7684 Cache \u547d\u4e2d）\u3002\u5728\u591a\u8f6e\u5bf9\u8bdd\u6216\u590d\u6742 Agent \u5faa\u73af\u4e2d，\u8fd9\u79cd\u9690\u85cf\u7684\u7b97\u529b\u5f00\u9500\u7b80\u76f4\u662f\u4e00\u4e2a\u8d22\u52a1\u9ed1\u6d1e\u3002<\/p>\n

3. \u5f00\u53d1\u8005\u4e0e\u4f01\u4e1a\u7684\u751f\u5b58\u6289\u62e9：\u5982\u4f55\u7834\u89e3\u6602\u8d35\u7684\u7b97\u529b\u8d26\u5355？<\/h3>\n

\u9762\u5bf9\u50cf Claude Opus 5 \u8fd9\u79cd\u667a\u529b\u6781\u5176\u5f3a\u608d\u3001\u4f46\u524d\u7f6e\u7b97\u529b\u6d88\u8017\u4e5f\u6781\u5176\u60ca\u4eba\u7684\u201c\u541e\u91d1\u517d\u201d，\u6211\u548c\u56e2\u961f\u5728\u5f00\u53d1\u81ea\u52a8\u5316\u4ee3\u7801 Agent \u548c\u4f01\u4e1a\u7ea7\u95ee\u7b54\u7cfb\u7edf\u65f6，\u66fe\u7ecf\u591a\u6b21\u9762\u4e34\u6781\u5176\u75db\u82e6\u7684\u8d22\u52a1\u6289\u62e9：<\/p>\n

\u7528\u5b83，\u903b\u8f91\u786e\u5b9e\u9876\u5c16，\u590d\u6742\u4ee3\u7801\u91cd\u6784\u4e00\u51fb\u5373\u4e2d；\u4f46\u5929\u5929\u8c03\u5b83，\u6bcf\u6708\u7ed3\u7b97\u65f6\u770b\u5230\u5b98\u65b9\u90a3\u52a8\u8f84\u51e0\u5343\u4e0a\u4e07\u7f8e\u5143\u7684 API \u8d26\u5355，\u8d22\u52a1\u8d1f\u8d23\u4eba\u51e0\u4e4e\u8981\u8df3\u811a\u3002<\/p>\n

\u5f88\u591a\u521b\u4e1a\u56e2\u961f\u548c\u72ec\u7acb\u5f00\u53d1\u8005\u5c31\u662f\u5728\u8fd9\u4e00\u6b65\u88ab\u5361\u6b7b\u7684\u2014\u2014\u4e0d\u662f\u6280\u672f\u505a\u4e0d\u51fa\u6765，\u800c\u662f\u88ab\u9ad8\u6602\u7684 Token \u7b97\u529b\u6210\u672c\u786c\u751f\u751f\u8017\u6b7b\u7684\u3002<\/p>\n

\u7834\u5c40\u4e4b\u9053：\u6211\u4eec\u5982\u4f55\u7528\u201c\u5b98\u65b9\u4e00\u6298\u6210\u672c\u201d\u69a8\u5e72\u9876\u7ea7\u667a\u529b？<\/h5>\n

\u4e3a\u4e86\u65e2\u80fd\u4eab\u53d7 Claude Opus 5\u3001GPT-5\/4o \u4ee5\u53ca DeepSeek \u7b49\u9876\u5c16\u5927\u6a21\u578b\u7684\u667a\u529b\u7ea2\u5229，\u53c8\u4e0d\u8d77\u65e9\u8d2a\u9ed1\u5730\u7ed9\u7b97\u529b\u5382\u5546\u6253\u5de5，\u6211\u4eec\u5728\u67b6\u6784\u6f14\u8fdb\u4e2d\u505a\u4e86\u4e00\u4e2a\u81f3\u5173\u91cd\u8981\u7684\u51b3\u5b9a：\u5168\u9762\u6258\u7ba1\u5e76\u63a5\u5165 WellAPI \u5e73\u53f0\u3002<\/p>\n

\u3010\u57fa\u4e8e WellAPI \u6258\u7ba1\u7684\u4f01\u4e1a\u7ea7\u4f4e\u6210\u672c AI \u67b6\u6784\u3011<\/p>\n

\u5f00\u53d1\u8005\u7ec8\u7aef \/ IDE \u63d2\u4ef6 \/ \u81ea\u52a8\u5316 Agent \/ \u751f\u4ea7\u7cfb\u7edf
\n \u2502
\n \u25bc
\n WellAPI \u7edf\u4e00\u7b97\u529b\u8c03\u5ea6\u7f51\u5173
\n (\u514d\u8d39\u6ce8\u518c\u5730\u5740: https:\/\/www.wellapi.org\/register)
\n \u2502
\n \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510
\n \u25bc \u25bc \u25bc
\nClaude 3.5 \/ Opus 5 ChatGPT \/ GPT-4o DeepSeek \/ Gemini
\n(\u8d1f\u8d23\u9876\u7ea7\u903b\u8f91\u4e0e\u4ee3\u7801\u91cd\u6784) (\u8d1f\u8d23\u901a\u7528\u51b3\u7b56\u4e0e\u5e38\u89c4\u751f\u6210) (\u8d1f\u8d23\u8d85\u957f\u4e0a\u4e0b\u6587\u4e0e\u6d77\u91cf\u68c0\u7d22)
\n \u2502 \u2502 \u2502
\n \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518
\n \u2502
\n \u25bc
\n \u3010\u6700\u7ec8\u6536\u76ca：\u5b98\u65b9\u539f\u4ef7\u8fd1\u4e00\u6298\u6210\u672c + 99.99% \u9ad8\u5e76\u53d1\u6beb\u79d2\u7ea7\u5bb9\u707e\u3011<\/p>\n

\u5bf9\u4e8e\u6bcf\u5929\u9700\u8981\u5927\u91cf\u8c03\u7528\u9876\u7ea7\u6a21\u578b API \u7684\u5f00\u53d1\u8005\u548c\u4f01\u4e1a\u800c\u8a00，WellAPI \u662f\u6211\u4eec\u5728\u5b9e\u8df5\u4e2d\u9a8c\u8bc1\u8fc7\u6700\u52a1\u5b9e\u3001\u964d\u672c\u6700\u72e0\u7684\u57fa\u7840\u8bbe\u65bd\u5de5\u5177：<\/p>\n

  • \n

    \u5b98\u65b9\u539f\u4ef7\u4e00\u6298\u7684\u6781\u81f4\u6027\u4ef7\u6bd4：<\/p>\n

    WellAPI \u901a\u8fc7\u5728\u5168\u7403\u8303\u56f4\u5185\u6574\u5408\u5e9e\u5927\u7684\u4f01\u4e1a\u7ea7\u5197\u4f59\u7b97\u529b\u4e0e\u4e13\u7ebf\u8d44\u6e90，\u76f4\u63a5\u5c06\u5305\u542b Claude \u5168\u7cfb\u5217（\u542b Opus）\u3001ChatGPT \u7cfb\u5217\u3001DeepSeek\u3001Gemini \u7b49\u5168\u7403\u9876\u5c16\u5927\u6a21\u578b\u7684 API \u8c03\u7528\u4ef7\u683c，\u964d\u4f4e\u5230\u4e86\u5b98\u65b9\u539f\u4ef7\u7684\u8fd1\u4e4e\u4e00\u6298（10% \u5de6\u53f3）！\u00a0\u4ee5\u524d\u6211\u4eec\u8dd1\u4e00\u6b21\u5168\u91cf\u4ee3\u7801\u5e93\u5ba1\u67e5\u9700\u8981\u6d88\u8017\u6570\u5341\u4e07 Token，\u539f\u4ef7\u8d26\u5355\u8981\u51e0\u5341\u5757\u94b1\u4eba\u6c11\u5e01，\u73b0\u5728\u901a\u8fc7 WellAPI \u51e0\u6bdb\u94b1\u5c31\u80fd\u641e\u5b9a，\u5f7b\u5e95\u6253\u901a\u4e86\u7b97\u529b ROI \u7684\u5546\u4e1a\u95ed\u73af\u3002<\/p>\n<\/li>\n

  • \n

    OpenAI \u6807\u51c6\u534f\u8bae，\u96f6\u4ee3\u7801\u65e0\u7f1d\u8fc1\u79fb：<\/p>\n

    \u5b83\u7684 API \u89c4\u8303 100% \u517c\u5bb9 OpenAI \u6807\u51c6 SDK\u3002\u65e0\u8bba\u4f60\u662f\u5728\u7528 Cursor\u3001VS Code \u4e0a\u7684 AI \u63d2\u4ef6，\u8fd8\u662f\u81ea\u5df1\u5728\u540e\u53f0\u5199\u7684 Python\/Node.js \u81ea\u52a8\u5316 Agent \u811a\u672c，\u53ea\u9700\u8981\u4fee\u6539\u4e00\u884c\u00a0base_url\u00a0\u5e76\u66ff\u6362 API Key，5 \u5206\u949f\u5185\u5c31\u80fd\u5b8c\u6210\u5207\u6362，\u73b0\u6709\u7cfb\u7edf\u7684\u4ee3\u7801\u4e00\u884c\u90fd\u4e0d\u9700\u8981\u52a8\u3002<\/p>\n<\/li>\n

  • \n

    \u9ad8\u5e76\u53d1\u4e0e\u751f\u4ea7\u7ea7\u9ad8\u53ef\u7528\u4fdd\u969c：<\/p>\n

    \u5355\u72ec\u8c03\u7528\u5b98\u65b9 API \u65f6，\u5f00\u53d1\u8005\u7ecf\u5e38\u4f1a\u906d\u9047 Rate Limit（\u5e76\u53d1\u9650\u5236）\u6216\u7f51\u7edc\u4e0d\u7a33\u5b9a\u5bfc\u81f4\u7684\u8d85\u65f6\u3002WellAPI \u5e95\u5c42\u81ea\u5e26\u9ad8\u53ef\u7528\u8d1f\u8f7d\u5747\u8861\u4e0e\u8282\u70b9\u81ea\u52a8\u5bb9\u707e\u673a\u5236，\u4e00\u65e6\u67d0\u4e2a\u8282\u70b9\u51fa\u73b0\u6253\u6ee1\u6216\u6296\u52a8，\u540e\u53f0\u4f1a\u6beb\u79d2\u7ea7\u65e0\u611f\u91cd\u5b9a\u5411\u81f3\u5907\u7528\u5065\u5eb7\u901a\u9053，\u786e\u4fdd\u751f\u4ea7\u73af\u5883\u4e1a\u52a1\u6c38\u4e0d\u4e2d\u65ad\u3002<\/p>\n<\/li>\n

    \u5982\u679c\u4f60\u4e5f\u6b63\u88ab\u9876\u7ea7\u5927\u6a21\u578b\u9ad8\u6602\u7684 API \u8d39\u7528\u6240\u56f0\u6270，\u6216\u8005\u51c6\u5907\u5728\u56e2\u961f\u91cc\u5927\u89c4\u6a21\u94fa\u5f00 AI \u5de5\u4f5c\u6d41，\u5f3a\u70c8\u5efa\u8bae\u5148\u53bb\u6ce8\u518c\u6d4b\u8bd5\u4e00\u4e0b：<\/p>\n

    👉\u00a0\u514d\u8d39\u6ce8\u518c\u4f53\u9a8c\u5730\u5740：\u6ce8\u518c\u8d26\u6237 – WellAPI<\/p>\n

    4. 20 \u4e07\u5b57\u7b26\u80cc\u540e\u7684\u884c\u4e1a\u5927\u8d8b\u52bf：\u6a21\u578b\u5382\u5546\u4e0e\u5f00\u53d1\u8005\u7684\u8fd9\u573a\u535a\u5f08\u8d70\u5411\u4f55\u65b9？<\/h3>\n

    \u4ece\u6280\u672f\u6f14\u8fdb\u7684\u89d2\u5ea6\u6765\u770b，Claude Opus 5 \u7cfb\u7edf\u63d0\u793a\u8bcd\u66b4\u6da8\u5230 20 \u4e07\u5b57\u7b26，\u7edd\u5bf9\u4e0d\u662f\u7ec8\u70b9，\u800c\u662f\u5927\u6a21\u578b\u53d1\u5c55\u5386\u7a0b\u4e2d\u7684\u4e00\u4e2a\u6781\u5176\u91cd\u8981\u7684\u62d0\u70b9\u4fe1\u53f7\u3002<\/p>\n

    \u5b83\u5411\u6574\u4e2a\u884c\u4e1a\u63ed\u793a\u4e86\u4e09\u4e2a\u4e0d\u53ef\u9006\u8f6c\u7684\u8d8b\u52bf：<\/p>\n

    4.1 \u201cPrompt \u5de5\u7a0b\u201d\u6b63\u5728\u53d6\u4ee3\u90e8\u5206\u4f20\u7edf\u5fae\u8c03<\/h4>\n

    \u5728\u8fc7\u53bb，\u6211\u4eec\u8981\u4fee\u6b63\u6a21\u578b\u7684\u884c\u4e3a，\u5f80\u5f80\u503e\u5411\u4e8e\u505a SFT（\u6709\u76d1\u7763\u5fae\u8c03）\u3002\u4f46\u5fae\u8c03\u9762\u4e34\u7740\u6570\u636e\u51c6\u5907\u5468\u671f\u957f\u3001\u5bb9\u6613\u5f15\u53d1\u707e\u96be\u6027\u9057\u5fd8（Catastrophic Forgetting）\u3001\u4ee5\u53ca\u66f4\u65b0\u6210\u672c\u9ad8\u7684\u95ee\u9898\u3002<\/p>\n

    Anthropic \u6cc4\u6f0f\u7684\u8fd9\u4efd 20 \u4e07\u5b57\u7b26\u63d0\u793a\u8bcd\u8bc1\u660e：\u5728\u6781\u81f4\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\u548c\u5f3a\u5927\u7684\u5bf9\u9f50\u80fd\u529b\u9762\u524d，\u6781\u5176\u7cbe\u7ec6\u7684\u4e0a\u4e0b\u6587\u5de5\u7a0b（In-Context Engineering）\u6b63\u5728\u6210\u4e3a\u5382\u5546\u5feb\u901f\u4fee\u590d\u6a21\u578b\u7f3a\u9677\u3001\u5b9a\u4e49\u590d\u6742\u884c\u4e3a\u6a21\u5f0f\u7684\u9996\u9009\u624b\u6bb5\u3002<\/p>\n

    4.2 \u7aef\u4fa7\u4e0e\u4e91\u7aef\u67b6\u6784\u7684\u8fdb\u4e00\u6b65\u5206\u5316<\/h4>\n

    \u7cfb\u7edf\u63d0\u793a\u8bcd\u8d8a\u5e9e\u5927，\u610f\u5473\u7740\u5927\u6a21\u578b\u8d8a\u50cf\u4e00\u4e2a\u201c\u4e91\u7aef\u8d85\u7ea7\u6570\u636e\u4e2d\u5fc3\u4e13\u5c5e\u7684\u91cd\u578b\u6b66\u5668\u201d\u3002<\/p>\n

      \n
    • \n

      \u7aef\u4fa7\/\u8f7b\u91cf\u6a21\u578b：\u5fc5\u987b\u6781\u81f4\u8ffd\u6c42 Prompt \u7684\u7626\u8eab\u4e0e\u7279\u5b9a\u4efb\u52a1\u7684\u786c\u7f16\u7801\u5fae\u8c03，\u4ee5\u6362\u53d6\u6781\u4f4e\u7684\u5ef6\u8fdf\u548c\u7b97\u529b\u6d88\u8017；<\/p>\n<\/li>\n

    • \n

      \u4e91\u7aef\u65d7\u8230\u6a21\u578b（\u5982 Opus 5）：\u5219\u4f1a\u7ee7\u7eed\u6cbf\u7740\u201c\u957f\u4e0a\u4e0b\u6587 + \u590d\u6742\u89c4\u5219\u5bf9\u9f50\u201d\u7684\u8def\u7ebf\u6f14\u8fdb，\u627f\u62c5\u8d77\u6781\u7aef\u590d\u6742\u573a\u666f\u4e0b\u7684 Agent \u67a2\u7ebd\u89d2\u8272\u3002<\/p>\n<\/li>\n<\/ul>\n

      4.3 \u4e0a\u4e0b\u6587\u7f13\u5b58（Context Caching）\u5c06\u6210\u4e3a API \u7684\u521a\u9700\u6807\u914d<\/h4>\n

      \u65e2\u7136 20 \u4e07\u5b57\u7b26\u7684\u524d\u7f6e\u63d0\u793a\u8bcd\u65e0\u6cd5\u907f\u514d，\u90a3\u4e48\u5982\u4f55\u4e0d\u8ba9\u5f00\u53d1\u8005\u6bcf\u6b21\u90fd\u91cd\u590d\u4e3a\u8fd9\u90e8\u5206\u9759\u6001 Token \u4ed8\u8d39，\u5c31\u6210\u4e86\u5927\u6a21\u578b\u5382\u5546\u5fc5\u987b\u89e3\u51b3\u7684\u95ee\u9898\u3002<\/p>\n

      \u672a\u6765，\u6240\u6709\u7684 API \u63d0\u4f9b\u5546\u90fd\u5fc5\u987b\u6df1\u5ea6\u666e\u53ca\u00a0KV Cache\u00a0\u673a\u5236\u3002\u53ea\u6709\u8ba9\u9759\u6001\u7cfb\u7edf\u63d0\u793a\u8bcd\u7684\u547d\u4e2d\u6210\u672c\u65e0\u9650\u8d8b\u8fd1\u4e8e\u96f6，\u8fd9\u79cd\u5e9e\u5927\u7684\u7cfb\u7edf\u63d0\u793a\u8bcd\u5de5\u7a0b\u5728\u5546\u4e1a\u4e0a\u624d\u5177\u5907\u53ef\u6301\u7eed\u6027\u3002<\/p>\n

      5. \u603b\u7ed3<\/h3>\n

      Claude Opus 5 \u8fd9\u6cc4\u9732\u51fa\u6765\u7684 20 \u4e07\u5b57\u7b26\u7cfb\u7edf\u63d0\u793a\u8bcd，\u5c31\u50cf\u662f\u4e00\u9762\u955c\u5b50，\u6620\u7167\u51fa\u4e86\u5f53\u4e0b\u5927\u6a21\u578b\u5de5\u7a0b\u5316\u843d\u5730\u8fc7\u7a0b\u4e2d\u7684\u72c2\u70ed\u4e0e\u9635\u75db\u3002<\/p>\n

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