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\u00b7 \u00b7 \u00b7<\/p>\n\n\n\n

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\u56fe\u7247\u6765\u6e90\u4e8e langalpha.ai\u00a0\u5b98\u7f51<\/figcaption><\/figure>\n\n\n\n

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\u8fd9\u7c7b\u5de5\u5177\u6700\u8fd1\u6709\u4e2a\u7edf\u79f0\uff0cagent harness\u3002harness \u76f4\u8bd1\u662f\u9a6c\u5177\uff0c\u7ba1\u7684\u662f\u9a6c\u80fd\u4e0d\u80fd\u62c9\u52a8\u8f66\u3001\u8d70\u591a\u8fdc\u3001\u8def\u4e0a\u542c\u4e0d\u542c\u6307\u6325\uff0c\u4e0d\u63ba\u548c\u9a6c\u81ea\u5df1\u600e\u4e48\u8dd1\u3002<\/p>\n\n\n\n

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\u5b83\u4e0d\u662f\u552f\u4e00\u9009\u62e9\u3002\u7ed9\u901a\u7528\u7684 AI \u7f16\u7a0b\u5de5\u5177\u88c5\u4e0a\u91d1\u878d\u63d2\u4ef6\uff0c\u4e5f\u80fd\u505a\u4e00\u90e8\u5206\u6295\u7814\u7684\u6d3b\u3002\u5dee\u522b\u5728\u54ea\u4e00\u8282\u4f1a\u8bb2\uff0c\u5148\u8bf4\u5b83\u81ea\u5df1\u3002<\/p>\n\n\n\n

\u4e8c\u3001\u5b83\u771f\u6b63\u60f3\u89e3\u51b3\u7684\u95ee\u9898<\/strong><\/h2>\n\n\n\n

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\u5b83\u7ed9\u7684\u7b54\u6848\u662f\u4e00\u4e2a\u80fd\u5b58\u4e1c\u897f\u7684\u5de5\u4f5c\u533a\u3002\u4e00\u4e2a\u5de5\u4f5c\u533a\u5bf9\u5e94\u4e00\u4e2a\u7814\u7a76\u76ee\u6807\uff0c\u6bd4\u5982\u4e8c\u5b63\u5ea6\u8c03\u4ed3\uff0c\u6216\u8005\u6570\u636e\u4e2d\u5fc3\u9700\u6c42\u6df1\u6316\u3002agent \u5728\u91cc\u9762\u8bb0\u7b14\u8bb0\u3001\u5b58\u4e2d\u95f4\u7ed3\u679c\u3001\u653e\u4ea4\u4ed8\u7269\u3002\u7b2c\u4e8c\u5929\u56de\u6765\uff0c\u6587\u4ef6\u548c\u5bf9\u8bdd\u90fd\u8fd8\u5728\u539f\u5730\u3002<\/p>\n\n\n\n

\u6709\u4e2a\u66f4\u597d\u8bb0\u7684\u6bd4\u6cd5\u3002\u5b83\u628a AI \u7f16\u7a0b\u5de5\u5177\u91cc\u4ee3\u7801\u4ed3\u5e93\u90a3\u4e2a\u4f4d\u7f6e\uff0c\u6362\u6210\u4e86\u4e00\u4e2a\u6295\u7814\u5de5\u4f5c\u53f0\u3002\u4ee3\u7801\u6bcf\u5929\u90fd\u5728\u957f\uff0c\u7814\u7a76\u4e5f\u4e00\u6837\u3002<\/p>\n\n\n\n

\u4e09\u3001\u6838\u5fc3\u80fd\u529b\uff0c\u6211\u53ea\u6311\u56db\u4e2a\u8bb2<\/strong><\/h2>\n\n\n\n

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1. \u6301\u4e45\u5de5\u4f5c\u533a<\/strong><\/h3>\n\n\n\n

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agent.md \u00a0 \u00a0 \u00a0  \u00a0 \u00a0\u5de5\u4f5c\u533a\u7b14\u8bb0\uff0cagent \u81ea\u5df1\u7ef4\u62a4\uff0c\u6bcf\u6b21\u5bf9\u8bdd\u81ea\u52a8\u8f7d\u5165\nwork\/\u4efb\u52a1\u540d\/ \u00a0 \u00a0 \u00a0 \u00a0\u4e2d\u95f4\u4ea7\u7269\uff0c\u6570\u636e\u3001\u56fe\u8868\u3001\u4ee3\u7801\nresults\/ \u00a0 \u00a0 \u00a0  \u00a0 \u00a0\u5b9a\u7a3f\u7684\u62a5\u544a\ndata\/ \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u591a\u4e2a\u4efb\u52a1\u5171\u7528\u7684\u6570\u636e\u96c6<\/code><\/pre>\n\n\n\n
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<\/p>\n\n\n\n
2. PTC\uff0c\u8ba9 agent \u5199\u4ee3\u7801\uff0c\u800c\u4e0d\u662f\u786c\u541e\u6570\u636e<\/strong><\/h3>\n\n\n\n
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\u4e00\u822c AI \u5de5\u5177\u53d6\u6570\u636e\uff0c\u662f\u628a\u7ed3\u679c\u76f4\u63a5\u704c\u8fdb\u5bf9\u8bdd\u3002\u4e00\u4efd\u5341\u5e74\u8d22\u62a5\u6254\u8fdb\u53bb\uff0c\u51e0\u4e07 token \u5c31\u6ca1\u4e86\uff0c\u8fd8\u5bb9\u6613\u628a\u4e0a\u4e0b\u6587\u6491\u7206\u3002<\/p>\n\n\n\n
\u5b83\u7684\u505a\u6cd5\u53cd\u8fc7\u6765\u3002agent \u5728\u6c99\u7bb1\u91cc\u5199\u4e00\u6bb5 Python\uff0c\u8ba9\u4ee3\u7801\u53bb\u8c03\u6570\u636e\u3001\u505a\u8ba1\u7b97\u3001\u753b\u56fe\uff0c\u53ea\u628a\u6700\u540e\u7684\u7ed3\u8bba\u5e26\u56de\u6765\u3002\u539f\u59cb\u6570\u636e\u6839\u672c\u4e0d\u8fdb\u5bf9\u8bdd\u3002<\/p>\n\n\n\n
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<\/p>\n\n\n\n
4. \u6280\u80fd\u5e93\uff0c\u4e09\u5341\u4e03\u4e2a<\/strong><\/h3>\n\n\n\n
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\u8fd9\u7c7b\u89c4\u77e9\uff0c\u624d\u662f\u6295\u7814\u548c\u95ee\u7b54\u771f\u6b63\u7684\u5206\u754c\u7ebf\u3002<\/p>\n\n\n\n
\u56db\u3001\u88c5\u8d77\u6765\u8981\u591a\u4e45<\/strong><\/h2>\n\n\n\n
\u6700\u7b80\u5355\u7684\u662f\u628a\u4e0b\u9762\u8fd9\u6761\u547d\u4ee4\u5582\u7ed9\u4f60\u7535\u8111\u91cc\u7684AI\uff0c\u8ba9\u5b83\u5e2e\u4f60\u5b89\u88c5\u3002<\/p>\n\n\n\n
\u5e2e\u6211\u5b89\u88c5\u4e0b\u9762\u8fd9\u4e2a\u9879\u76ee\uff0c\u4e3a\u4e86\u9879\u76ee\u80fd\u591f\u6b63\u5e38\u8fd0\u884c\uff0c\u6388\u6743\u4f60\u5b89\u88c5\u914d\u5957\u7684\u652f\u6491\u73af\u5883\u3002\nhttps:\/\/github.com\/ginlix-ai\/LangAlpha<\/a><\/code><\/pre>\n\n\n\n
\u5982\u679c\u4f60\u662f\u8001\u9e1f\uff0c\u524d\u63d0\u6709\u8fd9\u4e24\u6837\uff0c\u5b89\u88c5\u4f1a\u66f4\u7a33\u5b9a\u53ef\u63a7\u3002\u4e00\u4e2a Docker\uff0c\u4e00\u4e2a\u6a21\u578b key\u3002\u6570\u636e\u63a5\u53e3\u7684 key \u4e0d\u662f\u5fc5\u987b\u7684\u3002<\/p>\n\n\n\n
\u4e09\u6761\u547d\u4ee4\u3002<\/p>\n\n\n\n
git clone https:\/\/github.com\/ginlix-ai\/langalpha.git\ncd langalpha\nmake config\nmake up<\/code><\/pre>\n\n\n\n
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\u6570\u636e key \u5168\u662f\u53ef\u9009\u9879\uff0c\u52a0\u4e00\u4e2a\u89e3\u9501\u4e00\u5757\u80fd\u529b\u3002\u4ec0\u4e48\u4e5f\u4e0d\u52a0\u7684\u8bdd\uff0c\u4f60\u62ff\u5230\u7684\u662f\u96c5\u864e\u514d\u8d39\u6570\u636e\u52a0\u672c\u5730 Docker \u6c99\u7bb1\u3002\u884c\u60c5\u4f1a\u5ef6\u8fdf\uff0c\u6ca1\u6709\u5206\u949f\u7ea7\u6570\u636e\uff0c\u4e5f\u6ca1\u6709\u5b8f\u89c2\u548c\u671f\u6743\u3002\u4ee3\u7801\u6267\u884c\u8fd8\u5728\uff0c\u4f46\u9694\u79bb\u7b49\u7ea7\u964d\u4e86\u4e00\u6863\u3002<\/p>\n\n\n\n
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\u76ee\u5f55<\/th>Python \u884c\u6570<\/th>\u6587\u4ef6\u6570<\/th><\/tr>
src \u4e3b\u4ee3\u7801<\/td>208,453<\/td>695<\/td><\/tr>
tests \u6d4b\u8bd5<\/td>215,054<\/td>746<\/td><\/tr>
plugins \u63d2\u4ef6\u4e0e\u6280\u80fd<\/td>17,886<\/td>34<\/td><\/tr>
libs \u547d\u4ee4\u884c\u524d\u7aef<\/td>10,694<\/td>60<\/td><\/tr>
\u5168\u4ed3\u5e93\u5408\u8ba1<\/td>463,294<\/td>1,607<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
\u524d\u7aef\u90a3\u8fb9\u53e6\u6709 24.2 \u4e07\u884c TypeScript\uff0c1290 \u4e2a\u6587\u4ef6\u3002<\/p>\n\n\n\n
\u6570\u5b57\u91cc\u6709\u4e00\u70b9\u66f4\u503c\u5f97\u8bf4\u3002\u6d4b\u8bd5\u4ee3\u7801 21.5 \u4e07\u884c\uff0c\u51e0\u4e4e\u548c\u4e3b\u4ee3\u7801\u4e00\u6837\u591a\u3002\u4e00\u4e2a\u516b\u4e2a\u6708\u7684\u5f00\u6e90\u9879\u76ee\u80af\u628a\u6d4b\u8bd5\u5199\u5230\u8fd9\u4e2a\u91cf\uff0c\u8bf4\u660e\u5b83\u4e0d\u662f\u6f14\u793a\u54c1\u3002<\/p>\n\n\n\n
\u4e3b\u4ee3\u7801\u7684\u76ee\u5f55\u5212\u5206\u4e5f\u5e72\u51c0\u3002market_protocol \u7ba1\u6570\u636e\u8bed\u4e49\uff0cptc_agent \u7ba1\u667a\u80fd\u4f53\uff0cdata_client \u7ba1\u53d6\u6570\uff0cllms \u7ba1\u6a21\u578b\u63a5\u5165\uff0cserver \u7ba1\u63a5\u53e3\u3002\u4e00\u5c42\u4e00\u4ef6\u4e8b\u3002<\/p>\n\n\n\n
\"\"
\u56db\u4e2a\u76ee\u5f55\u7684\u4ee3\u7801\u89c4\u6a21\u5bf9\u7167\uff0c\u6d4b\u8bd5\u4ee3\u7801\u51e0\u4e4e\u4e0e\u4e3b\u4ee3\u7801\u7b49\u91cf<\/figcaption><\/figure>\n\n\n\n
<\/p>\n\n\n\n
\u4e03\u3001\u6211\u8dd1\u4e86\u5b83\u7684\u7b26\u53f7\u5c42\uff0c\u8bf4\u70b9\u5b9e\u8bdd<\/strong><\/h2>\n\n\n\n
\u7ffb\u76ee\u5f55\u7684\u65f6\u5019\uff0c\u6211\u6700\u60f3\u9a8c\u7684\u662f market_protocol \u8fd9\u4e00\u5c42\u3002<\/p>\n\n\n\n
\u7406\u7531\u662f\u5b83\u8981\u89e3\u51b3\u7684\u95ee\u9898\u7279\u522b\u57fa\u7840\u3002\u540c\u4e00\u53ea\u80a1\u7968\uff0c\u4e0d\u540c\u6570\u636e\u6e90\u7ed9\u7684\u5199\u6cd5\u4e0d\u4e00\u6837\u3002\u82f9\u679c\u53ef\u80fd\u53eb AAPL\uff0c\u4e5f\u53ef\u80fd\u53eb AAPL.O\u3002\u6e2f\u80a1\u817e\u8baf\u53ef\u80fd\u662f 0700.HK\uff0c\u4e5f\u53ef\u80fd\u662f 00700\u3002\u7ebd\u7ea6\u548c\u4f26\u6566\u7684\u4ea4\u6613\u65e5\u8fd8\u4e0d\u662f\u540c\u4e00\u5929\u3002\u8fd9\u4e9b\u5bf9\u4e0d\u9f50\uff0c\u540e\u9762\u6240\u6709\u8ba1\u7b97\u90fd\u662f\u6c99\u5b50\u4e0a\u7684\u697c\u3002<\/p>\n\n\n\n
\u5b83\u81ea\u5df1\u5199\u4e86\u4e00\u5c42\u534f\u8bae\uff0c1088 \u884c<\/strong>\uff0c\u7528 ISO 10383 \u7684\u4ea4\u6613\u6240\u4ee3\u7801\u505a\u7edf\u4e00\u6807\u8bc6\u3002<\/p>\n\n\n\n
\u8fd9\u4e00\u5c42\u6b63\u597d\u80fd\u5355\u72ec\u8dd1\u3002\u5b83\u53ea\u4f9d\u8d56\u4e24\u4e2a\u5e38\u89c1\u5e93\uff0c\u4e0d\u9700\u8981\u6570\u636e\u5e93\u3001\u4e0d\u9700\u8981 Docker\u3001\u4e0d\u9700\u8981\u4efb\u4f55 key\u3002\u6211\u628a\u4e3b\u4ee3\u7801\u8def\u5f84\u6302\u4e0a\uff0c\u76f4\u63a5\u8c03\u5b83\u7684\u8f6c\u6362\u51fd\u6570\u3002<\/p>\n\n\n\n
import sys\nsys.path.insert(0, \"repo\/src\")\nfrom market_protocol import to_canonical\n\nfor s in [\"AAPL\", \"AAPL.US\", \"0700.HK\", \"00700.HK\", \"600519.SS\", \"SPX\", \"^GSPC\"]:\n\u00a0 \u00a0 print(s, \"->\", to_canonical(s).instrument_key)<\/code><\/pre>\n\n\n\n
\u7ed3\u679c\u662f\u8fd9\u6837\u3002<\/p>\n\n\n\n
AAPL \u00a0 \u00a0 \u00a0 -> AAPL.XNAS\nAAPL.US \u00a0 \u00a0-> AAPL.XNAS\n0700.HK \u00a0 \u00a0-> 0700.XHKG\n00700.HK \u00a0 -> 00700.XHKG\n600519.SS \u00a0-> 600519.XSHG\nSPX \u00a0 \u00a0 \u00a0 \u00a0-> SPX.INDEX\n^GSPC \u00a0 \u00a0 \u00a0-> SPX.INDEX<\/code><\/pre>\n\n\n\n
\u4e3b\u6d41\u5199\u6cd5\u5168\u90e8\u5bf9\u4e0a\u3002\u7f8e\u80a1\u4e24\u79cd\u5199\u6cd5\u5f52\u4e00\u5230\u540c\u4e00\u4e2a\u952e\uff0c\u6e2f\u80a1\u53bb\u6389\u4e86\u524d\u5bfc\u96f6\uff0cA \u80a1\u6309\u4ea4\u6613\u6240\u62c6\u5f00\uff0c\u6caa\u6df1\u5404\u6709\u5404\u7684\u65e5\u5386\u3002<\/p>\n\n\n\n
\u6700\u6f02\u4eae\u7684\u4e00\u5904\u662f\u6307\u6570\u3002SPX \u548c ^GSPC \u662f\u4e24\u4e2a\u6570\u636e\u6e90\u91cc\u540c\u4e00\u6837\u4e1c\u897f\u7684\u4e24\u79cd\u5199\u6cd5\uff0c\u5b83\u628a\u8fd9\u4e24\u4e2a\u5f52\u5230\u4e86\u540c\u4e00\u4e2a\u952e\u4e0a\u3002\u8fd9\u79cd\u4fee\u590d\u9760\u4eba\u5de5\u7ef4\u62a4\u5bf9\u7167\u8868\u5f97\u6512\u5f88\u4e45\uff0c\u5199\u8fdb\u534f\u8bae\u5c42\u5c31\u4e00\u52b3\u6c38\u9038\u3002<\/p>\n\n\n\n
\u6211\u628a\u6d4b\u8bd5\u9762\u62c9\u5bbd\u4e00\u70b9\uff0c\u8dd1\u53e6\u4e00\u6279\u5199\u6cd5\uff0c\u95ee\u9898\u51fa\u73b0\u4e86\u3002<\/p>\n\n\n\n
AAPL.O \u00a0 \u00a0 -> AAPL.O.XXXX \u00a0 \u00a0 \u00a0 \u672a\u8bc6\u522b\n600519.SH \u00a0-> 600519.SH.XXXX \u00a0 \u00a0\u672a\u8bc6\u522b\uff0c\u65f6\u533a\u5224\u6210\u7ebd\u7ea6\nBTC-USD \u00a0 \u00a0-> BTC-USD.XNYS \u00a0 \u00a0 \u00a0\u88ab\u5f53\u6210\u7f8e\u80a1<\/code><\/pre>\n\n\n\n
\u4e09\u4e2a\u95ee\u9898\u3002\u70b9 O \u8fd9\u4e2a\u7eb3\u65af\u8fbe\u514b\u540e\u7f00\u4e0d\u8ba4\u3002\u70b9 SH \u4e0d\u8ba4\uff0c\u53ea\u6709\u70b9 SS \u8ba4\u3002\u88f8\u5199 BTC-USD \u4f1a\u88ab\u5f53\u666e\u901a\u80a1\u7968\u5904\u7406\uff0c\u52a0\u5bc6\u8d27\u5e01\u7684\u8eab\u4efd\u4e22\u4e86\uff0c\u5fc5\u987b\u5199\u6210\u5b8c\u6574\u7684 BTC-USD.CRYPTO \u624d\u5bf9\u3002<\/p>\n\n\n\n
\u7b2c\u4e09\u4e2a\u95ee\u9898\u6700\u5b9e\u9645\u3002\u6d77\u5916\u6570\u636e\u6e90\u91cc BTC-USD \u662f\u5f88\u5e38\u89c1\u7684\u5199\u6cd5\uff0c\u8fd9\u4e48\u5199\u8fdb\u6765\uff0c\u4ea4\u6613\u65f6\u6bb5\u4f1a\u6309\u7f8e\u80a1\u7b97\u3002<\/p>\n\n\n\n
\u4e0d\u8fc7\u6211\u5728\u6e90\u7801\u91cc\u770b\u5230\u4e00\u6bb5\u6ce8\u91ca\uff0c\u4f5c\u8005\u81ea\u5df1\u5199\u660e\u4e86\u8fd9\u4e9b\u8fb9\u754c\u3002\u539f\u8bdd\u5927\u610f\u662f\uff0c\u540e\u7f00\u5230\u4ea4\u6613\u6240\u4ee3\u7801\u7684\u6620\u5c04\u662f\u542f\u53d1\u5f0f\u7684\uff0c\u4e00\u4e2a\u540e\u7f00\u4e0d\u4e00\u5b9a\u80fd\u5b9a\u4f4d\u5230\u5177\u4f53\u4ea4\u6613\u6240\uff0c\u88f8\u5199\u7684\u7f8e\u80a1\u4ee3\u7801\u4e5f\u5b9a\u4f4d\u4e0d\u5230\u4e0a\u5e02\u5730\u3002\u4ed6\u4eec\u9009\u62e9\u8ba9\u9ed8\u8ba4\u503c\u4f18\u5148\u4fdd\u8bc1\u4ea4\u6613\u65e5\u5386\u6b63\u786e\uff0c\u800c\u4e0d\u662f\u8ffd\u6c42\u4ea4\u6613\u6240\u4ee3\u7801\u7cbe\u786e\u3002<\/p>\n\n\n\n
\u8fd9\u4e2a\u53d6\u820d\u6211\u8ba4\u4e3a\u7406\u6027\u3002\u771f\u5b9e\u6570\u636e\u91cc\u7edd\u5927\u591a\u6570\u662f\u4e3b\u6d41\u5199\u6cd5\uff0c\u5269\u4e0b\u7684\u9760\u4e00\u4efd\u79cd\u5b50\u8868\u515c\u5e95\u3002<\/p>\n\n\n\n
\u79cd\u5b50\u8868\u6211\u4e5f\u6570\u4e86\uff0c\u53ea\u9489\u4e86 20 \u53ea\uff0c\u82f9\u679c\u3001\u5fae\u8f6f\u3001\u82f1\u4f1f\u8fbe\u8fd9\u4e9b\u77e5\u540d\u7f8e\u80a1\uff0c\u7528\u9014\u662f\u8ba9\u5b83\u4eec\u7684\u4ee3\u7801\u5e26\u4e0a\u51c6\u786e\u7684\u4e0a\u5e02\u4ea4\u6613\u6240\u3002<\/p>\n\n\n\n
\u6240\u4ee5\u8fd9\u4e00\u5c42\u7684\u4ef7\u503c\u4e0d\u5728\u5b8c\u7f8e\uff0c\u5728\u4e8e\u5b83\u628a\u4e00\u4e2a\u6563\u843d\u5728\u5404\u5904\u7684\u5224\u65ad\u6536\u62e2\u5230\u4e86\u4e00\u5904\uff0c\u8fb9\u754c\u4e5f\u5199\u8fdb\u4e86\u6ce8\u91ca\u3002\u8fd9\u6bd4\u6bcf\u4e2a\u6570\u636e\u63a5\u53e3\u5404\u81ea\u731c\u4e00\u904d\u8981\u5f3a\u3002<\/p>\n\n\n\n
\"\"
\u5341\u6761\u8f6c\u6362\u9010\u6761\u5bf9\u7167\uff0c\u4e03\u6761\u6b63\u786e\uff0c\u4e09\u6761\u6389\u8fdb\u515c\u5e95<\/figcaption><\/figure>\n\n\n\n
<\/p>\n\n\n\n
\u516b\u3001\u5b83\u7684\u53d6\u820d\uff0c\u548c\u503c\u4e0d\u503c\u5f97\u770b<\/strong><\/h2>\n\n\n\n
\u7528\u4e86\u534a\u5929\uff0c\u6211\u628a\u5b83\u7684\u8fb9\u754c\u5f52\u6210\u51e0\u6761\u3002<\/p>\n\n\n\n
\u5b83\u660e\u786e\u4e0d\u505a\u4ea4\u6613\u3002<\/strong>\u5b98\u65b9\u95ee\u7b54\u91cc\u5199\u5f97\u5f88\u6e05\u695a\uff0c\u4e0d\u63a5\u5238\u5546\u8d26\u6237\uff0c\u53ea\u505a\u7814\u7a76\uff0c\u51fa\u4e0d\u51fa\u624b\u7531\u4f60\u51b3\u5b9a\u3002\u8fd9\u662f\u8bbe\u8ba1\u9009\u62e9\uff0c\u4e0d\u662f\u529f\u80fd\u7f3a\u5931\u3002<\/p>\n\n\n\n
\u5b83\u7684\u6570\u636e\u91cd\u5fc3\u5728\u7f8e\u80a1\u3002<\/strong>\u5b9e\u65f6\u884c\u60c5\u3001\u671f\u6743\u94fe\u3001\u7f8e\u503a\u66f2\u7ebf\u90fd\u662f\u6309\u7f8e\u80a1\u914d\u7684\u3002A \u80a1\u548c\u6e2f\u80a1\u6709\u8986\u76d6\uff0c\u4f46\u4e0d\u662f\u91cd\u70b9\uff0c\u522b\u6307\u671b\u62ff\u5b83\u505a A \u80a1\u7684\u6df1\u5ea6\u8ddf\u8e2a\u3002<\/p>\n\n\n\n
\u5b83\u79bb\u4e0d\u5f00\u6a21\u578b\u3002<\/strong>\u4f60\u4e0d\u7ed9\u6a21\u578b key\uff0c\u5b83\u5c31\u53ea\u5269\u4e00\u5957\u7a7a\u58f3\u3002\u8dd1\u6df1\u5ea6\u5206\u6790\u65f6\uff0ctoken \u6d88\u8017\u662f\u771f\u5b9e\u6210\u672c\u3002<\/p>\n\n\n\n
\u5b83\u8fd8\u5f88\u5e74\u8f7b\u3002<\/strong>\u516b\u4e2a\u6708\uff0c28 \u6761\u5f85\u529e\uff0c\u63a5\u53e3\u8fd8\u5728\u53d8\u3002\u60f3\u62ff\u5b83\u5f53\u751f\u4ea7\u7cfb\u7edf\uff0c\u5f97\u81ea\u5df1\u625b\u5347\u7ea7\u3002<\/p>\n\n\n\n
\u5b83\u7684\u6280\u80fd\u5305\u6709\u4e00\u90e8\u5206\u884d\u751f\u81ea Anthropic \u5b98\u65b9\u7684\u91d1\u878d\u63d2\u4ef6<\/strong>\uff0c\u8fd9\u4e00\u5c42\u4e0d\u662f\u5b83\u7684\u72ec\u521b\u3002<\/p>\n\n\n\n
\u90a3\u5b83\u5230\u5e95\u7ed9\u6295\u7814\u8fd9\u6761\u8def\u6dfb\u4e86\u4ec0\u4e48\u3002<\/strong>\u6211\u8ba4\u4e3a\u662f\u4e24\u4ef6\u4e8b\u3002\u4e00\u662f\u628a\u6570\u636e\u8bed\u4e49\u7edf\u4e00\u4ece\u6bcf\u4e2a\u63a5\u53e3\u7684\u79c1\u6d3b\uff0c\u5347\u7ea7\u6210\u4e86\u534f\u8bae\u5c42\u7684\u516c\u5171\u7ea6\u5b9a\u3002\u4e8c\u662f\u628a\u6301\u4e45\u5316\u505a\u5b9e\u4e86\uff0c\u8ba9\u7814\u7a76\u80fd\u7d2f\u79ef\uff0c\u800c\u4e0d\u662f\u6bcf\u6b21\u4ece\u96f6\u5f00\u59cb\u3002<\/p>\n\n\n\n
\u8fd9\u4e24\u4e2a\u4e1c\u897f\u90fd\u4e0d\u662f\u63d0\u793a\u8bcd\u80fd\u89e3\u51b3\u7684\uff0c\u4e5f\u90fd\u4e0d\u662f\u7ed9\u901a\u7528\u5de5\u5177\u88c5\u4e00\u4e2a\u63d2\u4ef6\u80fd\u8865\u4e0a\u7684\u3002<\/p>\n\n\n\n
\u503c\u4e0d\u503c\u5f97\u7528\uff0c\u770b\u4f60\u60f3\u8981\u4ec0\u4e48\u3002<\/strong>\u5982\u679c\u4f60\u60f3\u6709\u4f4d\u52a9\u624b\u968f\u65f6\u95ee\u4e24\u53e5\uff0c\u88c5\u4e2a\u901a\u7528\u5de5\u5177\u5c31\u591f\u4e86\uff0c\u6ca1\u5fc5\u8981\u78b0\u4e00\u4e2a 46 \u4e07\u884c\u7684\u7cfb\u7edf\u3002\u5982\u679c\u4f60\u60f3\u642d\u4e00\u5957\u81ea\u5df1\u7684\u6295\u7814\u6d41\u7a0b\uff0c\u7ed3\u8bba\u8981\u80fd\u8ffd\u6eaf\u3001\u6570\u636e\u8bed\u4e49\u8981\u7edf\u4e00\u3001\u8fd8\u60f3\u80fd\u81ea\u5df1\u90e8\u7f72\uff0c\u90a3\u8fd9\u4efd\u5b9e\u73b0\u503c\u5f97\u62c9\u4e0b\u6765\u8bfb\u4e00\u904d\u3002\u5c31\u7b97\u6700\u540e\u4e0d\u7528\u5b83\uff0c\u5b83\u628a\u4e00\u4e2a\u6295\u7814\u7cfb\u7edf\u8be5\u6709\u7684\u5c42\u6b21\u6446\u7ed9\u4f60\u770b\u4e86\u3002<\/p>\n\n\n\n
\u6211\u5b9e\u6d4b\u91cc\u6700\u6709\u610f\u601d\u7684\u4e00\u5904\uff0c\u662f\u5b83\u628a SPX \u548c ^GSPC \u5f52\u6210\u4e86\u540c\u4e00\u4e2a\u952e\u3002\u4f60\u505a\u8de8\u6e90\u6570\u636e\u5bf9\u9f50\u7684\u65f6\u5019\uff0c\u662f\u9760\u4eba\u5de5\u7ef4\u62a4\u5bf9\u7167\u8868\uff0c\u8fd8\u662f\u5df2\u7ecf\u5728\u4ee3\u7801\u91cc\u7edf\u4e00\u4e86\u6807\u8bc6\uff1f<\/p>\n\n\n\n
\u89c9\u5f97\u6709\u7528\u7684\u8bdd\uff0c\u628a\u8fd9\u7bc7\u8f6c\u7ed9\u540c\u6837\u5728\u641e\u91cf\u5316\u7684\u670b\u53cb\u3002<\/p>\n\n\n\n
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#\u5f00\u6e90\u9879\u76ee<\/a> #AI\u6295\u7814<\/a> #LangAlpha<\/a> #Agent\u6846\u67b6<\/a> #MCP<\/a> #\u91cf\u5316\u6295\u7814<\/a> #\u91d1\u878d\u6570\u636e<\/a> #Python<\/a> #\u81ea\u90e8\u7f72<\/a> #AI\u5de5\u5177\u5b9e\u6d4b<\/a><\/p>\n\n\n\n
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