{"id":83445,"date":"2026-07-25T22:41:34","date_gmt":"2026-07-25T14:41:34","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/83445.html"},"modified":"2026-07-25T22:41:34","modified_gmt":"2026-07-25T14:41:34","slug":"5-1-%e4%ba%bf-token-%e8%b7%91%e5%ae%8c%e3%80%8c%e6%97%a5%e7%a8%8b%e6%95%88%e7%8e%87%e5%8a%a9%e6%89%8b%e3%80%8d3-%e4%b8%87%e8%a1%8c%e4%bb%a3%e7%a0%81%ef%bc%8cdoubao-seed-evolving-%e7%9a%84%e7%9c%9f","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/83445.html","title":{"rendered":"5.1 \u4ebf token \u8dd1\u5b8c\u300c\u65e5\u7a0b\u6548\u7387\u52a9\u624b\u300d3 \u4e07\u884c\u4ee3\u7801\uff0cDoubao-Seed-Evolving \u7684\u771f\u5b9e\u5f00\u53d1\u624b\u8bb0"},"content":{"rendered":"<\/p>\n<h4>\u76ee\u5f55<\/h4>\n<ul>\n<li>\n<ul>\n<li>\u524d\u8a00<\/li>\n<li>1. \u4ec0\u4e48\u662f Doubao-Seed-Evolving<\/li>\n<li>\n<ul>\n<li>1.1 \u4e00\u4e2a&#034;\u6d3b&#034;\u7684\u6a21\u578b<\/li>\n<li>1.2 \u5b9a\u4f4d&#xff1a;\u9762\u5411 Coding \u4e0e Agent<\/li>\n<li>1.3 \u5b9e\u64cd\u63a5\u5165<\/li>\n<\/ul>\n<\/li>\n<li>2. \u672c\u6b21\u5347\u7ea7\u4e09\u5927\u8981\u70b9<\/li>\n<li>\n<ul>\n<li>2.1 \u652f\u6301 1M \u8d85\u957f\u4e0a\u4e0b\u6587<\/li>\n<li>2.2 \u957f\u7a0b\u4efb\u52a1\u80fd\u529b\u589e\u5f3a<\/li>\n<li>2.3 Token \u6548\u7387\u63d0\u5347<\/li>\n<\/ul>\n<\/li>\n<li>3. \u5b9e\u6218&#xff1a;\u7528 Evolving \u5f00\u53d1\u4e00\u4e2a 3 \u4e07\u884c\u7684\u6548\u7387\u52a9\u624b<\/li>\n<li>\n<ul>\n<li>3.1 \u9879\u76ee\u901f\u89c8<\/li>\n<li>3.2 \u6309\u5f00\u53d1\u9636\u6bb5\u62c6\u89e3&#xff1a;Evolving \u662f\u600e\u4e48\u7528\u7684<\/li>\n<li>\n<ul>\n<li>\u9636\u6bb5 1&#xff1a;\u9700\u6c42\u62c6\u89e3 &#043; \u67b6\u6784\u8bbe\u8ba1&#xff08;\u524d\u671f&#xff09;<\/li>\n<li>\u9636\u6bb5 2&#xff1a;\u540e\u7aef\u5f00\u53d1<\/li>\n<li>\u9636\u6bb5 3&#xff1a;\u524d\u7aef\u5f00\u53d1&#xff08;Web &#043; \u5c0f\u7a0b\u5e8f&#xff09;<\/li>\n<li>\u9636\u6bb5 4&#xff1a;AI \u6a21\u5757\u96c6\u6210<\/li>\n<li>\u9636\u6bb5 5&#xff1a;\u8c03\u8bd5 &#043; Bug \u4fee\u590d<\/li>\n<li>\u9636\u6bb5 6&#xff1a;\u90e8\u7f72\u4e0a\u7ebf<\/li>\n<\/ul>\n<\/li>\n<li>3.3 \u7cfb\u7edf\u529f\u80fd\u5c55\u793a<\/li>\n<li>\n<ul>\n<li>\u529f\u80fd\u6a21\u57571&#xff1a;\u65e5\u7a0b\u7ba1\u7406<\/li>\n<li>\u529f\u80fd\u6a21\u57572&#xff1a;\u4efb\u52a1\u6e05\u5355<\/li>\n<li>\u529f\u80fd\u6a21\u57573&#xff1a;\u667a\u80fd\u8bb0\u8d26<\/li>\n<li>\u529f\u80fd\u6a21\u57574&#xff1a;\u756a\u8304\u949f<\/li>\n<li>\u529f\u80fd\u6a21\u57575&#xff1a;AI \u52a9\u624b<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>4. Evolving vs Doubao-Seed-2.0-pro\u5bf9\u6bd4\u8bc4\u6d4b<\/li>\n<li>\n<ul>\n<li>4.1 \u6d4b\u8bd5\u8bbe\u8ba1<\/li>\n<li>4.2 \u5b9e\u6d4b\u7ed3\u679c<\/li>\n<li>4.3 \u5173\u952e\u89c2\u5bdf<\/li>\n<li>4.4 \u9009\u578b\u5efa\u8bae<\/li>\n<\/ul>\n<\/li>\n<li>5. \u603b\u7ed3<\/li>\n<li>\u53c2\u8003\u8d44\u6599<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3>\u524d\u8a00<\/h3>\n<p>2026 \u5e747\u6708\u4efd&#xff0c;\u706b\u5c71\u5f15\u64ce\u63a8\u51fa\u4e86\u6700\u65b0\u7684 Doubao-Seed-Evolving \u6a21\u578b&#xff0c;\u6211\u5229\u75284\u5929\u65f6\u95f4\u4f7f\u7528\u8fd9\u4e2a\u6a21\u578b\u4ece\u96f6\u5f00\u53d1\u4e86\u4e00\u4e2a 3 \u4e07\u884c\u4ee3\u7801\u7684&#034;\u65e5\u7a0b\u6548\u7387\u52a9\u624b&#034;\u2014\u2014\u5305\u542b\u540e\u7aef API\u3001Web \u7aef\u3001\u5fae\u4fe1\u5c0f\u7a0b\u5e8f\u4e09\u7aef\u3002\u529f\u80fd\u4e0a\u8986\u76d6\u65e5\u7a0b\u3001\u4efb\u52a1\u3001\u8bb0\u8d26\u3001\u756a\u8304\u949f\u3001AI \u52a9\u624b\u7b49 6 \u5927\u6a21\u5757&#xff0c;\u524d\u540e\u7aef &#043; \u5c0f\u7a0b\u5e8f\u5171\u4eab\u540c\u4e00\u5957 API \u548c\u6570\u636e\u6a21\u578b\u3002<\/p>\n<p>\u6574\u4e2a\u5f00\u53d1\u8fc7\u7a0b&#xff0c;\u6211\u8ba9 Evolving \u5199\u4e86\u7edd\u5927\u591a\u6570\u4ee3\u7801\u3002\u6700\u7ec8\u7edf\u8ba1\u4e0b\u6765&#xff1a;<\/p>\n<ul>\n<li>Doubao-Seed-Evolving&#xff1a;\u7ea6 4.1 \u4ebf tokens&#xff08;\u5360\u603b\u6d88\u8017 80%&#xff09;<\/li>\n<li>\u706b\u5c71\u5f15\u64ce auto \u8c03\u5ea6\u6a21\u578b&#xff1a;\u7ea6 1 \u4ebf tokens&#xff08;\u5360\u603b\u6d88\u8017 20%&#xff09;<\/li>\n<li>\u603b\u6d88\u8017&#xff1a;\u7ea6 5.1 \u4ebf tokens<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260725144122-6a64cb125578b.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u8fd9\u4e2a\u6570\u636e&#xff0c;\u662f\u6211\u7528\u6a21\u578b\u505a\u5f00\u53d1\u7684\u771f\u5b9e\u8d26\u5355&#xff0c;\u4e5f\u662f\u8fd9\u7bc7\u6587\u7ae0\u7684\u8d77\u70b9\u3002<\/p>\n<p>\u4e3a\u4ec0\u4e48\u5199\u8fd9\u7bc7\u6587\u7ae0&#xff1f;\u56e0\u4e3a Evolving \u662f\u4e00\u4e2a\u8fd8\u5728\u6301\u7eed\u5468\u7ea7\u66f4\u65b0\u7684\u6a21\u578b\u3002\u6211\u628a\u8fd9\u51e0\u5929\u7684\u4f7f\u7528\u7ecf\u9a8c\u5b8c\u6574\u8bb0\u5f55\u4e0b\u6765&#xff0c;\u5305\u62ec\u8e29\u8fc7\u7684\u5751\u3001\u7528\u9519\u7684\u65b9\u5f0f\u3001\u4ee5\u53ca\u4e3a\u4ec0\u4e48\u5b83\u9002\u5408&#034;\u957f\u4efb\u52a1\u3001\u957f\u4e0a\u4e0b\u6587\u3001\u8de8\u6587\u4ef6&#034;\u8fd9\u7c7b\u573a\u666f\u3002<\/p>\n<hr \/>\n<h3>1. \u4ec0\u4e48\u662f Doubao-Seed-Evolving<\/h3>\n<p>\u5728\u8bb2\u5b9e\u6218\u4e4b\u524d&#xff0c;\u5148\u628a\u8fd9\u4e2a\u6a21\u578b\u8bf4\u6e05\u695a\u3002<\/p>\n<h4>1.1 \u4e00\u4e2a&#034;\u6d3b&#034;\u7684\u6a21\u578b<\/h4>\n<p>\u4f20\u7edf\u5927\u6a21\u578b\u7684\u53d1\u5e03\u6a21\u5f0f\u662f\u8fd9\u6837\u7684&#xff1a;\u8bad\u7ec3\u5b8c\u4e00\u4e2a\u7248\u672c&#xff0c;\u8d77\u4e00\u4e2a\u7248\u672c\u53f7&#xff08;v1.0\u3001v1.5\u3001v2.0&#xff09;&#xff0c;\u53d1\u5e03\u4e4b\u540e\u80fd\u529b\u5c31\u56fa\u5316\u4e86\u3002\u4e0b\u6b21\u5347\u7ea7\u8981\u4e48\u7b49\u51e0\u4e2a\u6708&#xff0c;\u8981\u4e48\u624b\u52a8\u5207\u6362\u5230\u65b0\u7248\u672c\u53f7\u3002\u6bcf\u6b21\u5347\u7ea7&#xff0c;\u5f00\u53d1\u8005\u90fd\u8981\u505a&#034;\u8fc1\u79fb&#034;\u2014\u2014\u91cd\u65b0\u63a5\u5165\u3001\u6d4b\u8bd5\u3001\u53ef\u80fd\u8fd8\u8981\u6539 prompt\u3002<\/p>\n<p>Evolving \u98a0\u8986\u4e86\u8fd9\u4e2a\u6a21\u5f0f\u3002\u5b83\u7684\u5b98\u65b9\u63cf\u8ff0\u662f&#xff1a;<\/p>\n<p>\u9762\u5411 Coding \u4e0e Agent \u573a\u666f&#xff0c;\u6301\u7eed\u5468\u7ea7\u5347\u7ea7&#xff0c;\u4ee5\u7edf\u4e00\u6a21\u578b ID doubao-seed-evolving \u63d0\u4f9b\u6700\u65b0\u80fd\u529b\u3002\u4e00\u6b21\u63a5\u5165\u3001\u81ea\u52a8\u5347\u7ea7\u3001\u96f6\u8fc1\u79fb\u6210\u672c[1]\u3002<\/p>\n<p>\u8fd9\u53e5\u8bdd\u6700\u5173\u952e\u7684\u4e0d\u662f&#034;\u5468\u7ea7\u5347\u7ea7&#034;&#xff0c;\u800c\u662f&#034;\u7edf\u4e00 Model ID&#034;\u2014\u2014\u6211\u63a5\u7684\u5c31\u662f doubao-seed-evolving&#xff0c;\u81f3\u4e8e\u80cc\u540e\u8dd1\u7684\u662f\u54ea\u4e2a\u7248\u672c&#xff0c;\u6a21\u578b\u81ea\u5df1\u8c03\u5ea6\u3002\u6211\u4e0d\u7528\u5173\u5fc3\u4eca\u5929\u662f\u4e0d\u662f\u66f4\u65b0\u4e86\u3001\u8981\u4e0d\u8981\u5207\u6362\u3002\u8fd9\u79cd&#034;\u900f\u660e\u8fed\u4ee3&#034;\u5bf9\u5f00\u53d1\u8005\u592a\u53cb\u597d\u4e86\u2014\u2014\u4ee5\u524d\u6bcf\u6b21\u5347\u7ea7\u90fd\u8981\u62c5\u5fc3\u517c\u5bb9\u6027&#xff0c;\u73b0\u5728\u5b8c\u5168\u4e0d\u7528\u3002<\/p>\n<h4>1.2 \u5b9a\u4f4d&#xff1a;\u9762\u5411 Coding \u4e0e Agent<\/h4>\n<p>Evolving \u4e0d\u662f\u901a\u7528\u804a\u5929\u6a21\u578b\u3002\u5b83\u660e\u786e\u5b9a\u4f4d\u5728\u4e24\u4e2a\u573a\u666f\u2014\u2014Coding&#xff08;\u4ee3\u7801\u751f\u6210\u3001\u8c03\u8bd5\u3001\u91cd\u6784\u3001\u8de8\u6587\u4ef6\u5206\u6790&#xff09;\u548c Agent&#xff08;\u590d\u6742\u4efb\u52a1\u7f16\u6392\u3001\u5de5\u5177\u8c03\u7528\u3001\u957f\u7a0b\u4efb\u52a1\u6267\u884c&#xff09;\u3002\u8fd9\u4e24\u4e2a\u573a\u666f\u7684\u5171\u540c\u7279\u70b9\u662f&#034;\u957f\u94fe\u6761\u3001\u591a\u6b65\u9aa4\u3001\u9700\u8981\u7a33\u5b9a&#034;&#xff1a;\u4e00\u822c\u7684\u5bf9\u8bdd\u573a\u666f&#xff0c;\u804a\u5d29\u4e86\u7528\u6237\u91cd\u65b0\u5f00\u4e00\u6bb5\u5c31\u884c&#xff1b;\u4f46 Coding \u548c Agent \u573a\u666f&#xff0c;\u5982\u679c\u6a21\u578b\u4e2d\u9014&#034;\u4e22\u4e09\u843d\u56db&#034;&#xff0c;\u6574\u4e2a\u4efb\u52a1\u5c31\u5e9f\u4e86\u3002Evolving \u7684\u6838\u5fc3\u4ef7\u503c&#xff0c;\u5c31\u662f\u5728\u8fd9\u79cd&#034;\u4e00\u65e6\u542f\u52a8\u5c31\u4e0d\u80fd\u5d29&#034;\u7684\u573a\u666f\u91cc\u4fdd\u6301\u7a33\u5b9a\u3002<\/p>\n<h4>1.3 \u5b9e\u64cd\u63a5\u5165<\/h4>\n<p>Evolving \u7684\u63a5\u5165\u548c\u706b\u5c71\u65b9\u821f\u5176\u4ed6\u6a21\u578b\u5b8c\u5168\u4e00\u81f4&#xff0c;\u6ca1\u6709\u4efb\u4f55\u7279\u6b8a\u914d\u7f6e&#xff1a;<\/p>\n<p><span class=\"token keyword\">import<\/span> os<br \/>\n<span class=\"token keyword\">from<\/span> volcenginesdkarkruntime <span class=\"token keyword\">import<\/span> Ark<\/p>\n<p>client <span class=\"token operator\">&#061;<\/span> Ark<span class=\"token punctuation\">(<\/span><br \/>\n    api_key<span class=\"token operator\">&#061;<\/span>os<span class=\"token punctuation\">.<\/span>environ<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;ARK_API_KEY&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    base_url<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;https:\/\/ark.cn-beijing.volces.com\/api\/plan&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p>response <span class=\"token operator\">&#061;<\/span> client<span class=\"token punctuation\">.<\/span>chat<span class=\"token punctuation\">.<\/span>completions<span class=\"token punctuation\">.<\/span>create<span class=\"token punctuation\">(<\/span><br \/>\n    model<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;doubao-seed-evolving&#034;<\/span><span class=\"token punctuation\">,<\/span>   <span class=\"token comment\"># \u7edf\u4e00 Model ID&#xff0c;\u81ea\u52a8\u83b7\u53d6\u6700\u65b0\u7248\u672c<\/span><br \/>\n    messages<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span><br \/>\n        <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;system&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u4f60\u662f\u4e00\u540d\u8d44\u6df1 Python \u540e\u7aef\u5de5\u7a0b\u5e08&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;user&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u7528 FastAPI \u5199\u4e00\u4e2a JWT \u9274\u6743\u4e2d\u95f4\u4ef6&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p>\u914d\u7f6e\u6bd4\u8f83\u7b80\u5355\u3002model \u5b57\u6bb5\u6c38\u8fdc\u662f doubao-seed-evolving&#xff0c;\u4e0d\u5199\u65e5\u671f\u6233\u3001\u4e0d\u5199\u7248\u672c\u53f7\u3002\u8fd9\u6b21\u5347\u7ea7\u3001\u4e0b\u6b21\u5347\u7ea7&#xff0c;\u4f60\u90fd\u4e0d\u7528\u6539\u8fd9\u4e00\u884c\u4ee3\u7801\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260725144122-6a64cb12c5a6f.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u6b64\u5904\u9700\u8981\u6ce8\u610f\u7684\u70b9\u662f&#xff0c;\u5982\u679c\u4f7f\u7528\u8d2d\u4e70\u4e86agent plan\/code plan&#xff0c;\u4f7f\u7528base url\u4ee5\u53caapi key\u90fd\u662f\u5355\u72ec\u914d\u7f6e\u7684\u3002\u4e0e\u6309\u7167\u6d41\u91cf\u8ba1\u8d39\u7684base url\u4ee5\u53caapi key\u662f\u4e0d\u4e00\u6837\u7684&#xff0c;\u4f7f\u7528\u7684\u65f6\u5019&#xff0c;\u9700\u8981\u660e\u786e\u81ea\u5df1\u8d2d\u4e70\u7684\u662fplan\u6a21\u5f0f\u8fd8\u662f\u6309\u6d41\u91cf\u8ba1\u8d39\u7684\u6a21\u5f0f\u3002<\/p>\n<hr \/>\n<h3>2. \u672c\u6b21\u5347\u7ea7\u4e09\u5927\u8981\u70b9<\/h3>\n<p>2026 \u5e74 7 \u6708&#xff0c;Evolving \u5b8c\u6210\u4e86\u4e00\u6b21\u91cd\u8981\u5347\u7ea7\u3002\u706b\u5c71\u65b9\u821f\u7684\u516c\u544a\u5217\u51fa\u4e86\u4e09\u4e2a\u6838\u5fc3\u53d8\u5316&#xff1a;<\/p>\n<h4>2.1 \u652f\u6301 1M \u8d85\u957f\u4e0a\u4e0b\u6587<\/h4>\n<p>\u8fd9\u662f\u6700\u76f4\u89c2\u7684\u53d8\u5316\u3002\u6b64\u524d\u4e3b\u6d41\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u662f 128K&#xff0c;1M \u76f8\u5f53\u4e8e\u628a\u7a97\u53e3\u653e\u5927\u4e86 8 \u500d\u3002\u5bf9\u5f00\u53d1\u8005\u7684\u5b9e\u9645\u610f\u4e49\u662f&#xff1a;\u53ef\u4ee5\u4e00\u6b21\u6027\u628a\u6574\u4e2a\u9879\u76ee\u4ee3\u7801\u5e93\u5582\u7ed9\u6a21\u578b\u2014\u2014\u4ee5\u524d\u8981\u505a&#034;\u5168\u9879\u76ee\u4ee3\u7801\u5ba1\u8ba1&#034;\u5fc5\u987b\u7528 RAG \u5206\u7247&#xff0c;\u73b0\u5728\u76f4\u63a5\u5168\u91cf\u5582\u5165&#xff0c;\u8de8\u6587\u4ef6\u5173\u8054\u5206\u6790\u4e00\u6b65\u5230\u4f4d\u3002<\/p>\n<h4>2.2 \u957f\u7a0b\u4efb\u52a1\u80fd\u529b\u589e\u5f3a<\/h4>\n<p>\u957f\u7a0b\u4efb\u52a1&#xff08;\u591a\u6b65\u9aa4\u3001\u8de8\u5de5\u5177\u3001\u6301\u7eed\u63a8\u8fdb&#xff09;\u662f Agent \u65f6\u4ee3\u7684\u6838\u5fc3\u9700\u6c42\u3002\u516c\u544a\u91cc\u63d0\u5230&#xff0c;\u5728&#034;\u5f00\u53d1\u8005\u4f17\u6d4b\u8d28\u91cf\u8bc4\u5206&#034;\u4e2d&#xff0c;Evolving \u8d85\u8d8a\u4e86 Doubao-Seed-2.1-pro[2]\u3002\u5b9e\u9645\u4f53\u9a8c\u4e0a&#xff0c;Evolving \u5728 10 \u6b65\u4ee5\u4e0a\u7684\u591a\u6b65\u9aa4\u63a8\u7406\u3001\u5de5\u5177\u8c03\u7528\u94fe\u8d85\u8fc7 5 \u8f6e\u7684\u590d\u6742 Agent \u4efb\u52a1\u3001\u8de8\u591a\u4e2a\u6587\u4ef6\u7684\u4ee3\u7801\u91cd\u6784\u8fd9\u4e9b\u573a\u666f\u91cc\u7279\u522b\u7a33\u3002\u6211\u5728\u5f00\u53d1&#034;AI \u6a21\u5757&#034;\u65f6&#xff0c;\u8ba9 Evolving \u72ec\u7acb\u5b8c\u6210\u4e00\u4e2a\u5b8c\u6574\u7684 Pydantic schema \u8bbe\u8ba1\u2014\u2014\u4ece\u5b57\u6bb5\u5b9a\u4e49\u3001\u5d4c\u5957\u7ed3\u6784\u3001\u5e8f\u5217\u5316\u89c4\u5219\u5230\u8fb9\u754c\u6761\u4ef6\u5904\u7406&#xff0c;12 \u6b65\u8fde\u7eed\u63a8\u7406&#xff0c;\u4e2d\u95f4\u6ca1\u6709\u4efb\u4f55&#034;\u5fd8\u8bb0\u524d\u6587&#034;\u7684\u60c5\u51b5\u3002<\/p>\n<h4>2.3 Token \u6548\u7387\u63d0\u5347<\/h4>\n<p>\u516c\u544a\u539f\u6587\u662f&#034;\u5bf9\u6bd4 Doubao-Seed-2.1-pro \u6d88\u8017 tokens \u66f4\u5c11\u3001\u5de5\u5177\u8c03\u7528\u8f6e\u6b21\u66f4\u7b80\u6d01&#xff0c;\u6574\u4f53\u6548\u7387\u66f4\u9ad8&#034;\u3002\u8fd9\u4e2a\u5347\u7ea7\u70b9\u5f88\u5173\u952e\u2014\u2014\u4e0d\u662f&#034;\u7701 token \u8d39\u94b1&#034;&#xff0c;\u800c\u662f&#034;\u957f\u4f1a\u8bdd\u4e0d\u4e22\u4e0a\u4e0b\u6587&#034;\u3002Token \u6548\u7387\u63d0\u5347\u7684\u76f4\u63a5\u6548\u679c\u662f&#xff1a;\u540c\u6837\u7684\u8f93\u5165&#xff0c;Evolving \u53ef\u4ee5&#034;\u8bb0\u4f4f\u66f4\u591a\u5386\u53f2&#034;&#xff0c;\u6240\u4ee5\u957f\u5bf9\u8bdd\u4e0d\u4f1a\u56e0\u4e3a\u538b\u7f29\u6458\u8981\u800c\u4e22\u5931\u5173\u952e\u7ec6\u8282\u3002<\/p>\n<hr \/>\n<h3>3. \u5b9e\u6218&#xff1a;\u7528 Evolving \u5f00\u53d1\u4e00\u4e2a 3 \u4e07\u884c\u7684\u6548\u7387\u52a9\u624b<\/h3>\n<p>\u8bb2\u5b8c\u6a21\u578b&#xff0c;\u6211\u4eec\u6765\u770b\u4e00\u4e0b\u4f7f\u7528\u6a21\u578b\u5f00\u53d1\u5b9e\u9645\u9879\u76ee\u7684\u60c5\u51b5\u3002<\/p>\n<h4>3.1 \u9879\u76ee\u901f\u89c8<\/h4>\n<p>\u6211\u505a\u7684&#034;\u65e5\u7a0b\u6548\u7387\u52a9\u624b&#034;\u662f\u4e00\u4e2a\u4e00\u4f53\u5316\u4e2a\u4eba\u6548\u7387\u5e94\u7528&#xff0c;\u6838\u5fc3\u5b9a\u4f4d\u662f\u628a\u65e5\u7a0b\u3001\u4efb\u52a1\u3001\u8bb0\u8d26\u3001\u756a\u8304\u949f\u3001AI \u52a9\u624b\u88c5\u8fdb\u4e00\u4e2a App\u3002\u4e00\u5957\u540e\u7aef API \u540c\u65f6\u652f\u6491 Web \u7aef&#xff08;Vue 3&#xff09;\u548c\u5fae\u4fe1\u5c0f\u7a0b\u5e8f&#xff08;uni-app&#xff09;&#xff0c;\u4e09\u7aef\u5171\u4eab\u6570\u636e\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260725144123-6a64cb1351572.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u4e3b\u8981\u6a21\u5757&#xff1a;\u65e5\u5386\/\u65e5\u7a0b&#xff08;\u652f\u6301 RRULE \u91cd\u590d\u89c4\u5219\u3001\u5355\u6b21\u5b9e\u4f8b\u4fee\u6539\u3001iCal \u8ba2\u9605&#xff09;\u3001\u4efb\u52a1&#xff08;CRUD &#043; \u6279\u91cf\u3001\u770b\u677f\u62d6\u62fd\u3001\u4f18\u5148\u7ea7&#xff09;\u3001\u8bb0\u8d26&#xff08;\u4ea4\u6613\/\u8d26\u6237\/\u5206\u7c7b\/\u9884\u7b97\/\u503a\u52a1\/\u8fd8\u6b3e\/\u62a5\u8868 7 \u4e2a\u5b50\u6a21\u5757&#xff09;\u3001\u756a\u8304\u949f&#xff08;\u4f1a\u8bdd\u8bb0\u5f55\u3001\u70ed\u529b\u56fe\u3001\u81ea\u5b9a\u4e49\u65f6\u957f&#xff09;\u3001AI \u52a9\u624b&#xff08;\u81ea\u7136\u8bed\u8a00\u8bb0\u8d26\/\u5efa\u65e5\u7a0b\/\u5efa\u4efb\u52a1&#xff0c;\u8bed\u97f3\u5f55\u5165&#xff0c;\u5c0f\u7968 OCR&#xff09;\u3001\u63d0\u9192&#xff08;Web Push &#043; \u5fae\u4fe1\u8ba2\u9605\u6d88\u606f\u53cc\u6e20\u9053&#xff09;\u3002 <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260725144124-6a64cb14a6d34.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u6280\u672f\u6808&#xff1a;<\/p>\n<table>\n<tr>\u5c42\u9009\u578b<\/tr>\n<tbody>\n<tr>\n<td>\u540e\u7aef<\/td>\n<td>Python 3.12 \u00b7 FastAPI \u00b7 SQLAlchemy 2.0 (async) \u00b7 SQLite (aiosqlite) \u00b7 APScheduler \u00b7 Pydantic v2<\/td>\n<\/tr>\n<tr>\n<td>Web \u524d\u7aef<\/td>\n<td>Vue 3 &#043; TS &#043; Vite &#043; Pinia &#043; Element Plus &#043; FullCalendar &#043; ECharts<\/td>\n<\/tr>\n<tr>\n<td>\u5fae\u4fe1\u5c0f\u7a0b\u5e8f<\/td>\n<td>uni-app (Vue 3 &#043; TS &#043; Vite \u2192 mp-weixin) &#043; Pinia<\/td>\n<\/tr>\n<tr>\n<td>AI<\/td>\n<td>\u706b\u5c71\u5f15\u64ce\u8c46\u5305&#xff1a;Evolving&#xff08;\u5bf9\u8bdd\/\u610f\u56fe\u89e3\u6790&#xff09;&#043; auto&#xff08;\u8bed\u97f3 ASR&#xff09;&#043; \u89c6\u89c9\u6a21\u578b&#xff08;OCR \u5c0f\u7968&#xff09;<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>3.2 \u6309\u5f00\u53d1\u9636\u6bb5\u62c6\u89e3&#xff1a;Evolving \u662f\u600e\u4e48\u7528\u7684<\/h4>\n<p>\u6211\u628a\u6574\u4e2a\u5f00\u53d1\u8fc7\u7a0b\u5207\u6210 6 \u4e2a\u9636\u6bb5&#xff0c;\u6bcf\u4e2a\u9636\u6bb5 Evolving \u626e\u6f14\u7684\u89d2\u8272\u4e0d\u540c\u3002<\/p>\n<h5>\u9636\u6bb5 1&#xff1a;\u9700\u6c42\u62c6\u89e3 &#043; \u67b6\u6784\u8bbe\u8ba1&#xff08;\u524d\u671f&#xff09;<\/h5>\n<p>\u9879\u76ee\u542f\u52a8\u524d&#xff0c;\u6211\u6ca1\u6709\u5148\u753b\u67b6\u6784\u56fe\u3002\u6211\u76f4\u63a5\u628a\u9700\u6c42\u63cf\u8ff0\u4e22\u7ed9 Evolving&#xff0c;\u8ba9\u5b83&#034;\u63d0\u5efa\u8bae&#034;\u3002\u5178\u578b\u63d0\u95ee&#xff1a;<\/p>\n<p>&#034;\u6211\u8981\u505a\u4e00\u4e2a\u4e2a\u4eba\u6548\u7387\u5e94\u7528&#xff0c;\u6838\u5fc3\u529f\u80fd\u662f\u65e5\u7a0b&#043;\u4efb\u52a1&#043;\u8bb0\u8d26&#043;\u756a\u8304\u949f&#043;AI \u52a9\u624b\u3002\u540e\u7aef Python &#043; FastAPI&#xff0c;\u524d\u7aef Vue 3&#xff0c;\u8fd8\u8981\u505a\u5fae\u4fe1\u5c0f\u7a0b\u5e8f\u3002\u8bf7\u5e2e\u6211&#xff1a;<\/p>\n<li>\u62c6\u89e3\u6838\u5fc3\u6570\u636e\u6a21\u578b<\/li>\n<li>\u8bbe\u8ba1 API \u8def\u7531\u7ed3\u6784<\/li>\n<li>\u8bc4\u4f30 SQLite \u662f\u5426\u591f\u7528&#xff0c;\u4ec0\u4e48\u60c5\u51b5\u4e0b\u8981\u6362 PostgreSQL<\/li>\n<li>\u7ed9\u51fa 3 \u7aef\u5171\u4eab\u6570\u636e\u6a21\u578b\u7684\u6700\u4f73\u5b9e\u8df5&#034;<\/li>\n<p>Evolving \u8f93\u51fa\u7684\u65b9\u6848\u76f4\u63a5\u53ef\u7528\u2014\u2014\u6570\u636e\u5e93\u8868\u7ed3\u6784\u3001API \u8def\u5f84\u547d\u540d\u30013 \u7aef\u590d\u7528\u7684\u8bbe\u8ba1\u6a21\u5f0f&#xff0c;\u548c\u6211\u7684\u9884\u671f\u57fa\u672c\u4e00\u81f4\u3002\u6211\u53ea\u5728&#034;\u91d1\u989d\u7528 Numeric(12,2) &#043; Decimal&#034;\u8fd9\u70b9\u4e0a\u505a\u4e86\u81ea\u5df1\u7684\u575a\u6301&#xff08;\u91d1\u878d\u573a\u666f\u5fc5\u987b\u5982\u6b64&#xff09;\u3002\u8fd9\u4e2a\u9636\u6bb5\u7684 token \u6d88\u8017\u4e0d\u7b97\u5927&#xff0c;\u4f46\u5960\u5b9a\u4e86\u6574\u4e2a\u9879\u76ee\u7684\u67b6\u6784\u57fa\u7840\u3002<\/p>\n<h5>\u9636\u6bb5 2&#xff1a;\u540e\u7aef\u5f00\u53d1<\/h5>\n<p>\u540e\u7aef\u662f Evolving \u7684\u4e3b\u6218\u573a\u3002\u6211\u5f00\u53d1\u8282\u594f\u5927\u81f4\u662f&#xff1a;\u5148\u63cf\u8ff0\u4e00\u4e2a\u7aef\u70b9\u7684\u9700\u6c42&#xff08;\u6bd4\u5982&#034;\u4efb\u52a1\u7684\u6279\u91cf\u521b\u5efa&#034;&#xff09;&#xff0c;Evolving \u8f93\u51fa FastAPI \u8def\u7531 &#043; Pydantic schema &#043; SQLAlchemy ORM &#043; \u4e1a\u52a1\u903b\u8f91&#xff1b;\u7136\u540e\u6211 review&#xff0c;\u6311\u51fa\u4e0d\u7b26\u5408\u9879\u76ee\u89c4\u8303\u7684\u5730\u65b9&#xff08;\u6bd4\u5982\u9519\u8bef\u5904\u7406\u98ce\u683c\u3001\u547d\u540d\u7ea6\u5b9a&#xff09;&#xff0c;\u8ba9 Evolving \u4fee\u6539\u3002<\/p>\n<p>\u4e3e\u4e2a\u4f8b\u5b50&#xff0c;\u8fd9\u662f Evolving \u5e2e\u6211\u5199\u7684&#034;\u6279\u91cf\u521b\u5efa\u4efb\u52a1&#034;\u7aef\u70b9&#xff1a;<\/p>\n<p><span class=\"token decorator annotation punctuation\">&#064;router<span class=\"token punctuation\">.<\/span>post<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\/tasks\/bulk&#034;<\/span><span class=\"token punctuation\">,<\/span> response_model<span class=\"token operator\">&#061;<\/span>ResponseSchema<span class=\"token punctuation\">[<\/span><span class=\"token builtin\">list<\/span><span class=\"token punctuation\">[<\/span>TaskOut<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">bulk_create_tasks<\/span><span class=\"token punctuation\">(<\/span><br \/>\n    payload<span class=\"token punctuation\">:<\/span> BulkCreateTasksIn<span class=\"token punctuation\">,<\/span><br \/>\n    user<span class=\"token punctuation\">:<\/span> User <span class=\"token operator\">&#061;<\/span> Depends<span class=\"token punctuation\">(<\/span>get_current_user<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    db<span class=\"token punctuation\">:<\/span> AsyncSession <span class=\"token operator\">&#061;<\/span> Depends<span class=\"token punctuation\">(<\/span>get_db<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u6279\u91cf\u521b\u5efa\u4efb\u52a1&#xff0c;\u652f\u6301\u6807\u7b7e\u3001\u4f18\u5148\u7ea7\u3001\u622a\u6b62\u65e5\u671f&#034;&#034;&#034;<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>payload<span class=\"token punctuation\">.<\/span>items<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">100<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">raise<\/span> HTTPException<span class=\"token punctuation\">(<\/span><span class=\"token number\">400<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u5355\u6b21\u6700\u591a 100 \u6761&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    tasks <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n        Task<span class=\"token punctuation\">(<\/span><br \/>\n            <span class=\"token builtin\">id<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">(<\/span>uuid4<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>replace<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;-&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            user_id<span class=\"token operator\">&#061;<\/span>user<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">id<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            item<span class=\"token punctuation\">.<\/span>model_dump<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">for<\/span> item <span class=\"token keyword\">in<\/span> payload<span class=\"token punctuation\">.<\/span>items<br \/>\n    <span class=\"token punctuation\">]<\/span><br \/>\n    db<span class=\"token punctuation\">.<\/span>add_all<span class=\"token punctuation\">(<\/span>tasks<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">await<\/span> db<span class=\"token punctuation\">.<\/span>commit<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">return<\/span> ResponseSchema<span class=\"token punctuation\">(<\/span>data<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span>TaskOut<span class=\"token punctuation\">.<\/span>model_validate<span class=\"token punctuation\">(<\/span>t<span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">for<\/span> t <span class=\"token keyword\">in<\/span> tasks<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u8fd9\u6bb5\u4ee3\u7801\u7684\u98ce\u683c\u548c\u9879\u76ee\u5df2\u6709\u4ee3\u7801\u5b8c\u5168\u4e00\u81f4\u2014\u2014\u56e0\u4e3a Evolving \u8bfb\u5b8c\u4e86\u6211\u524d\u9762\u5199\u7684\u7aef\u70b9&#xff0c;\u81ea\u52a8\u5bf9\u9f50\u4e86\u6211\u7684\u547d\u540d\u7ea6\u5b9a\u3001\u9519\u8bef\u5904\u7406\u65b9\u5f0f\u3001ID \u751f\u6210\u89c4\u5219\u3002\u8fd9\u5c31\u662f 1M \u4e0a\u4e0b\u6587\u7684\u4ef7\u503c&#xff1a;\u5b83\u80fd\u770b\u5230\u6574\u4e2a\u9879\u76ee&#xff0c;\u4e0d\u4f1a\u751f\u6210&#034;\u98ce\u683c\u4e0d\u7edf\u4e00&#034;\u7684\u4ee3\u7801\u3002<\/p>\n<h5>\u9636\u6bb5 3&#xff1a;\u524d\u7aef\u5f00\u53d1&#xff08;Web &#043; \u5c0f\u7a0b\u5e8f&#xff09;<\/h5>\n<p>\u524d\u7aef\u5f00\u53d1\u91cc&#xff0c;Evolving \u4e3b\u8981\u5e2e\u6211\u5904\u7406\u4e24\u7c7b\u5de5\u4f5c\u3002\u7b2c\u4e00\u7c7b\u662f\u91cd\u590d\u6027\u7ec4\u4ef6\u4ee3\u7801&#xff1a;\u65e5\u5386\u89c6\u56fe\u3001\u4efb\u52a1\u770b\u677f\u3001\u8bb0\u8d26\u8868\u5355\u8fd9\u4e9b\u7ec4\u4ef6&#xff0c;\u6837\u5f0f\u7e41\u7410\u4f46\u903b\u8f91\u91cd\u590d&#xff0c;\u6211\u63cf\u8ff0\u6e05\u695a\u4ea4\u4e92&#xff0c;Evolving \u4e00\u6b21\u6027\u8f93\u51fa\u5b8c\u6574\u7ec4\u4ef6\u4ee3\u7801&#xff0c;\u6211\u53ea\u9700\u8981\u6539\u6539\u6837\u5f0f\u7ec6\u8282\u3002\u7b2c\u4e8c\u7c7b\u662f\u8de8\u7aef\u590d\u7528&#xff1a;3 \u7aef&#xff08;Web\u3001\u5c0f\u7a0b\u5e8f\u3001uni-app \u7f16\u8bd1\u5230 mp-weixin&#xff09;\u5171\u4eab\u4e1a\u52a1\u903b\u8f91&#xff0c;Evolving \u5e2e\u6211\u8bbe\u8ba1\u4e86\u4e00\u5957&#034;\u4e1a\u52a1\u903b\u8f91\u653e Pinia store&#xff0c;UI \u5404\u81ea\u5b9e\u73b0&#034;\u7684\u65b9\u6848\u2014\u2014\u8fd9\u4e2a\u601d\u8def\u4e0d\u662f\u6211\u539f\u521b&#xff0c;\u662f\u5b83\u63d0\u7684\u3002<\/p>\n<p>\u5c0f\u7a0b\u5e8f\u4e3b\u5305\u63a7\u5236\u4e5f\u662f Evolving \u7684\u529f\u52b3\u3002\u6211\u6700\u521d\u60f3\u5728\u5c0f\u7a0b\u5e8f\u91cc\u4e5f\u7528 ECharts \u505a\u7edf\u8ba1\u56fe&#xff0c;Evolving \u76f4\u63a5\u5426\u51b3&#xff1a;\u201c\u4e3b\u5305\u4f1a\u8d85 2MB \u4e0a\u9650&#xff0c;\u5efa\u8bae\u7528\u7eaf view\/CSS \u624b\u7ed8\u6761\u5f62\u56fe\u201d\u3002\u6700\u540e\u7edf\u8ba1\u9875\u5c31\u662f\u7528 view \u62fc\u7684&#xff0c;\u4e3b\u5305\u4f53\u79ef 1.6MB&#xff0c;\u8fdc\u4f4e\u4e8e\u9650\u5236\u3002<\/p>\n<h5>\u9636\u6bb5 4&#xff1a;AI \u6a21\u5757\u96c6\u6210<\/h5>\n<p>\u8fd9\u662f\u6700\u6709\u610f\u601d\u7684\u90e8\u5206\u3002\u6211\u7528 Evolving \u505a\u4e86\u4e00\u4ef6&#034;\u81ea\u5df1\u5957\u81ea\u5df1&#034;\u7684\u4e8b\u2014\u2014\u7528 Evolving \u5f00\u53d1 Evolving \u7684\u8c03\u7528\u6a21\u5757\u3002AI \u52a9\u624b\u7684\u6838\u5fc3\u662f \/ai\/parse \u7aef\u70b9&#xff0c;\u5b83\u8981\u505a&#034;\u81ea\u7136\u8bed\u8a00 \u2192 \u8de8\u6a21\u5757\u64cd\u4f5c&#034;\u7684\u8def\u7531\u3002\u7528\u6237\u8bf4&#034;\u4eca\u5929\u5348\u996d\u82b1\u4e86 35 \u5143\u5fae\u4fe1\u652f\u4ed8&#034;&#xff0c;\u8981\u89e3\u6790\u51fa\u91d1\u989d&#xff08;35&#xff09;\u3001\u5206\u7c7b&#xff08;\u9910\u996e&#xff09;\u3001\u65f6\u95f4&#xff08;\u63a8\u65ad\u4e3a\u4eca\u5929 12:00 \u5de6\u53f3&#xff09;\u3001\u652f\u4ed8\u65b9\u5f0f&#xff08;\u5fae\u4fe1\u652f\u4ed8&#xff09;\u3001\u6240\u5c5e\u6a21\u5757&#xff08;finance \u8bb0\u8d26&#xff09;\u3002<\/p>\n<p>\u6211\u8ba9 Evolving \u8bbe\u8ba1\u8fd9\u4e2a prompt&#xff0c;\u6548\u679c\u662f&#xff1a;<\/p>\n<p>\u7cfb\u7edf prompt&#xff08;\u7b80\u5316\u7248&#xff09;&#xff1a;<br \/>\n\u4f60\u662f\u4e2a\u4eba\u6548\u7387\u52a9\u624b\u7684 AI \u8def\u7531&#xff0c;\u8d1f\u8d23\u89e3\u6790\u7528\u6237\u7684\u81ea\u7136\u8bed\u8a00\u8f93\u5165&#xff0c;<br \/>\n\u8bc6\u522b\u7528\u6237\u7684\u610f\u56fe\u5e76\u63d0\u53d6\u5173\u952e\u53c2\u6570\u3002<br \/>\n&#8211; \u6d89\u53ca\u91d1\u94b1 \u2192 \u8def\u7531\u5230 finance \u6a21\u5757&#xff0c;\u63d0\u53d6 amount\/category\/time\/payment<br \/>\n&#8211; \u6d89\u53ca\u65f6\u95f4\u5b89\u6392 \u2192 \u8def\u7531\u5230 calendar \u6a21\u5757&#xff0c;\u63d0\u53d6 time\/title\/location<br \/>\n&#8211; \u6d89\u53ca\u5f85\u529e \u2192 \u8def\u7531\u5230 task \u6a21\u5757&#xff0c;\u63d0\u53d6 title\/priority\/due_date<br \/>\n&#8211; \u65e0\u6cd5\u5224\u65ad \u2192 \u8c03\u7528 chat \u81ea\u7531\u5bf9\u8bdd<\/p>\n<p>\u8f93\u51fa\u5fc5\u987b\u662f JSON&#xff0c;\u4e25\u683c\u9075\u5b88\u4ee5\u4e0b schema&#xff1a;<br \/>\n{<br \/>\n  &#034;module&#034;: &#034;finance | calendar | task | chat&#034;,<br \/>\n  &#034;action&#034;: &#034;create | query | update | delete&#034;,<br \/>\n  &#034;params&#034;: { &#8230; \u6a21\u5757\u76f8\u5173\u5b57\u6bb5 },<br \/>\n  &#034;confidence&#034;: 0.0-1.0<br \/>\n}<\/p>\n<p>Evolving \u81ea\u5df1\u8bbe\u8ba1\u4e86\u8fd9\u4e2a prompt&#xff0c;\u6548\u679c\u51fa\u4e4e\u610f\u6599\u5730\u597d\u2014\u201410 \u4e2a\u6d4b\u8bd5\u7528\u4f8b\u91cc 9 \u4e2a\u4e00\u6b21\u5c31\u89e3\u6790\u5bf9\u4e86&#xff0c;\u53ea\u6709 1 \u4e2a\u6a21\u7cca\u8f93\u5165\u9700\u8981\u524d\u7aef\u786e\u8ba4\u5361\u7247\u515c\u5e95\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260725144125-6a64cb1577107.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h5>\u9636\u6bb5 5&#xff1a;\u8c03\u8bd5 &#043; Bug \u4fee\u590d<\/h5>\n<p>\u8fd9\u90e8\u5206\u662f Evolving \u4ef7\u503c\u5bc6\u5ea6\u6700\u9ad8\u7684\u573a\u666f&#xff0c;\u4e5f\u662f\u6211\u548c\u5b83\u6700&#034;\u9ed8\u5951&#034;\u7684\u9636\u6bb5\u3002\u6211\u7528\u7684\u5de5\u4f5c\u6d41\u5f88\u7b80\u5355&#xff1a;\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0 bug \u73b0\u8c61&#xff0c;\u628a\u62a5\u9519\u5806\u6808\u4e22\u7ed9\u5b83&#xff0c;\u8ba9\u5b83\u5b9a\u4f4d &#043; \u4fee\u590d\u3002\u6574\u4e2a\u8fc7\u7a0b\u4e0d\u9700\u8981\u6211\u81ea\u5df1\u8bfb\u4ee3\u7801\u3001\u4e0d\u9700\u8981 grep\u3001\u4e0d\u9700\u8981\u4eba\u8089\u8c03\u8bd5\u2014\u2014Evolving \u8bfb\u5b8c\u6574\u5806\u6808 &#043; \u9879\u76ee\u4e0a\u4e0b\u6587\u540e&#xff0c;\u4f1a\u76f4\u63a5\u7ed9\u51fa&#034;\u95ee\u9898\u5728\u54ea &#043; \u600e\u4e48\u6539&#034;\u7684\u65b9\u6848\u3002<\/p>\n<h5>\u9636\u6bb5 6&#xff1a;\u90e8\u7f72\u4e0a\u7ebf<\/h5>\n<p>\u8c03\u8bd5\u901a\u8fc7\u540e&#xff0c;\u8ba9\u7a0b\u5e8f\u771f\u6b63\u8dd1\u8d77\u6765\u3002\u8fd9\u4e2a\u9636\u6bb5\u62c6\u6210 4 \u6b65&#xff1a;\u90e8\u7f72\u4e0a\u7ebf \u2192 \u542f\u52a8\u540e\u7aef \u2192 \u542f\u52a8\u524d\u7aef \u2192 \u9a8c\u8bc1\u8fd0\u884c&#xff0c;\u6bcf\u4e00\u6b65\u90fd\u8ba9 Evolving \u4ecb\u5165\u3002\u90e8\u7f72\u4e0a\u7ebf\u8ba9 Evolving \u5199\u597d\u90e8\u7f72\u811a\u672c&#xff08;uvicorn \u542f\u52a8\u547d\u4ee4 &#043; systemd unit \u6587\u4ef6 &#043; nginx \u53cd\u4ee3\u914d\u7f6e &#043; \u90e8\u7f72 checklist&#xff09;&#xff0c;\u76f4\u63a5\u7528\u7cfb\u7edf\u670d\u52a1\u7684\u65b9\u5f0f\u7ba1\u8fdb\u7a0b&#xff1b;\u542f\u52a8\u540e\u7aef\u7528 uvicorn app.main:app &#8211;host 0.0.0.0 &#8211;port 8000 &#8211;workers 4 \u542f\u52a8 FastAPI&#xff0c;\u8dd1 https:\/\/api.example.com\/health \u9a8c\u8bc1\u8fd4\u56de {&#034;status&#034;:&#034;ok&#034;}&#xff1b;\u542f\u52a8\u524d\u7aef Web \u7aef npm run build \u4ea7\u51fa dist\/&#xff0c;\u7531 nginx \u53cd\u4ee3\u6258\u7ba1\u9759\u6001\u6587\u4ef6&#xff0c;\u5fae\u4fe1\u5c0f\u7a0b\u5e8f\u8d70 npm run build:mp-weixin \u628a\u7f16\u8bd1\u4ea7\u7269\u4e0a\u4f20\u5230\u5fae\u4fe1\u5f00\u53d1\u8005\u5de5\u5177&#xff1b;\u9a8c\u8bc1\u8fd0\u884c\u505a\u7aef\u5230\u7aef\u6d4b\u8bd5&#xff08;\u767b\u5f55 \u2192 \u8bb0\u8d26 \u2192 Web \u67e5\u770b \u2192 \u5c0f\u7a0b\u5e8f\u540c\u6b65 \u2192 AI \u5f55\u5165 \u2192 \u62a5\u8868\u6838\u5bf9&#xff09;&#xff0c;\u628a pytest \u811a\u672c\u4e22\u7ed9 Evolving \u8865\u8fb9\u754c\u6761\u4ef6\u3002<\/p>\n<p>Evolving \u4e0d\u53ea\u662f\u5199\u4ee3\u7801&#xff0c;\u8fd8\u80fd&#034;\u7ba1&#034;\u4ee3\u7801\u2014\u2014\u4ece\u90e8\u7f72\u811a\u672c\u3001\u5065\u5eb7\u68c0\u67e5\u5230\u7aef\u5230\u7aef\u9a8c\u8bc1&#xff0c;\u6bcf\u4e2a\u73af\u8282\u7684\u6700\u4f73\u5b9e\u8df5\u5b83\u90fd\u5d4c\u8fdb\u53bb\u4e86\u3002\u6211\u53ea\u9700\u8981\u8bf4&#034;\u542f\u52a8\u540e\u7aef\u3001\u542f\u52a8\u524d\u7aef\u3001\u4fdd\u8bc1\u7a0b\u5e8f\u6b63\u5e38\u8fd0\u884c&#034;&#xff0c;\u5b83\u5c31\u77e5\u9053\u600e\u4e48\u4e00\u6b65\u6b65\u6267\u884c\u3002<\/p>\n<h4>3.3 \u7cfb\u7edf\u529f\u80fd\u5c55\u793a<\/h4>\n<h5>\u529f\u80fd\u6a21\u57571&#xff1a;\u65e5\u7a0b\u7ba1\u7406<\/h5>\n<p>\u8bb0\u5f55\u4f1a\u8bae\u3001\u51fa\u884c\u3001\u7eaa\u5ff5\u65e5\u7b49\u5b89\u6392&#xff0c;\u8bbe\u7f6e\u91cd\u590d\u89c4\u5219\u4e0e\u591a\u91cd\u63d0\u9192\u3002\u4ee5\u5468\u89c6\u56fe\u3001\u65e5\u89c6\u56fe\u67e5\u770b\u65f6\u95f4\u6392\u5e03&#xff0c;\u89c4\u907f\u65e5\u7a0b\u51b2\u7a81&#xff0c;\u53ef\u76f4\u63a5\u5173\u8054\u5f85\u529e\u4efb\u52a1&#xff0c;\u7edf\u7b79\u5168\u90e8\u65f6\u95f4\u8ba1\u5212\u3002 <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260725144125-6a64cb15f3d76.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h5>\u529f\u80fd\u6a21\u57572&#xff1a;\u4efb\u52a1\u6e05\u5355<\/h5>\n<p>\u521b\u5efa\u5f85\u529e\u4e8b\u9879&#xff0c;\u6807\u6ce8\u4f18\u5148\u7ea7\u3001\u622a\u6b62\u65e5\u671f\u4e0e\u5206\u7c7b\u6807\u7b7e\u3002\u5b8c\u6210\u4efb\u52a1\u4e00\u952e\u6807\u8bb0&#xff0c;\u903e\u671f\u4efb\u52a1\u81ea\u52a8\u63d0\u793a&#xff0c;\u53ef\u5bf9\u63a5\u65e5\u7a0b&#xff0c;\u628a\u89c4\u5212\u8f6c\u5316\u4e3a\u6e05\u6670\u53ef\u6267\u884c\u7684\u76ee\u6807&#xff0c;\u544a\u522b\u62d6\u5ef6\u3002 <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260725144127-6a64cb174e520.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h5>\u529f\u80fd\u6a21\u57573&#xff1a;\u667a\u80fd\u8bb0\u8d26<\/h5>\n<p>\u5feb\u901f\u5f55\u5165\u6536\u5165\u4e0e\u652f\u51fa&#xff0c;\u81ea\u5b9a\u4e49\u6536\u652f\u5206\u7c7b\u3002\u81ea\u52a8\u6c47\u603b\u6708\u5ea6\u8d26\u5355&#xff0c;\u56fe\u8868\u53ef\u89c6\u5316\u8d44\u91d1\u6d41\u5411&#xff0c;\u652f\u6301\u9884\u7b97\u8bbe\u7f6e\u3002\u65e0\u9700\u5207\u6362\u8f6f\u4ef6&#xff0c;\u5728\u7ba1\u7406\u65f6\u95f4\u7684\u540c\u65f6\u638c\u63a7\u4e2a\u4eba\u8d22\u52a1\u72b6\u51b5\u3002 <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260725144128-6a64cb1826226.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h5>\u529f\u80fd\u6a21\u57574&#xff1a;\u756a\u8304\u949f<\/h5>\n<p>\u9075\u5faa\u756a\u8304\u5de5\u4f5c\u6cd5&#xff0c;\u81ea\u7531\u8c03\u8282\u4e13\u6ce8\u3001\u4f11\u606f\u65f6\u957f\u3002\u4e13\u6ce8\u671f\u95f4\u51cf\u5c11\u6d88\u606f\u6253\u6270&#xff0c;\u81ea\u52a8\u7edf\u8ba1\u4e13\u6ce8\u65f6\u957f\u751f\u6210\u6570\u636e\u3002\u642d\u914d\u4efb\u52a1\u4f7f\u7528&#xff0c;\u5e2e\u52a9\u96c6\u4e2d\u6ce8\u610f\u529b&#xff0c;\u63d0\u5347\u5b66\u4e60\u4e0e\u5de5\u4f5c\u6548\u7387\u3002 <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260725144129-6a64cb1980efa.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h5>\u529f\u80fd\u6a21\u57575&#xff1a;AI \u52a9\u624b<\/h5>\n<p>\u4e00\u7ad9\u5f0f\u667a\u80fd\u8f85\u52a9\u5de5\u5177&#xff0c;\u53ef\u5e2e\u5fd9\u89c4\u5212\u65e5\u7a0b\u3001\u62c6\u89e3\u4efb\u52a1\u3001\u5206\u6790\u6d88\u8d39\u60c5\u51b5\u3002\u6df1\u5ea6\u8054\u52a8 App \u5168\u90e8\u529f\u80fd&#xff0c;\u4e00\u952e\u751f\u6210\u6e05\u5355\u3001\u4f18\u5316\u65b9\u6848&#xff0c;\u5404\u7c7b\u95ee\u9898\u968f\u65f6\u54a8\u8be2\u3002 <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260725144130-6a64cb1ad1405.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<hr \/>\n<h3>4. Evolving vs Doubao-Seed-2.0-pro\u5bf9\u6bd4\u8bc4\u6d4b<\/h3>\n<p>\u6211\u628a&#034;\u6279\u91cf\u8bb0\u8d26&#034;\u4f5c\u4e3a\u8fd9\u6b21\u5bf9\u6bd4\u7684&#034;\u516c\u5e73\u7ade\u6280\u573a&#034;\u2014\u2014\u56e0\u4e3a\u5b83\u65e2\u4e0d\u662f\u6700\u7b80\u5355\u7684\u5355\u6587\u4ef6\u4efb\u52a1&#xff0c;\u4e5f\u4e0d\u662f\u8fc7\u4e8e\u590d\u6742\u7684\u5168\u6808\u91cd\u6784&#xff0c;\u6b63\u597d\u662f Evolving \u516c\u544a\u91cc\u53cd\u590d\u63d0\u5230\u7684&#034;\u4e2d\u7b49\u590d\u6742\u5ea6\u8de8\u6587\u4ef6\u6539\u9020&#034;\u7684\u6d4b\u8bd5\u533a\u57df\u3002<\/p>\n<h4>4.1 \u6d4b\u8bd5\u8bbe\u8ba1<\/h4>\n<p>\u6d4b\u8bd5\u8d77\u70b9&#xff1a;\u7528 git checkout \u62c9\u53d6\u540c\u4e00\u4e2a\u9879\u76ee\u8d77\u70b9&#xff0c;\u786e\u4fdd\u4e24\u4e2a\u6a21\u578b\u9762\u5bf9\u7684\u4ee3\u7801\u4e0a\u4e0b\u6587\u5b8c\u5168\u4e00\u81f4\u2014\u20143 \u4e07\u884c\u7684&#034;\u65e5\u7a0b\u6548\u7387\u52a9\u624b&#034;&#xff0c;\u5305\u542b\u5df2\u6709\u7684\u5355\u7b14\u8bb0\u8d26\u3001\u5c0f\u7968 OCR\u3001AI \u52a9\u624b\u4e09\u6761\u8def\u5f84\u3002<\/p>\n<p>\u6d4b\u8bd5\u4efb\u52a1&#xff1a;\u6211\u5411\u4e24\u4e2a\u6a21\u578b\u4e0b\u8fbe\u4e86\u5b8c\u5168\u4e00\u81f4\u7684\u9700\u6c42\u539f\u6587&#xff1a;<\/p>\n<p>\u201c\u5bf9\u4e8e\u652f\u51fa\u7684\u8bb0\u8d26&#xff0c;\u6bcf\u6b21\u53ea\u80fd\u8bb0\u5f55\u4e00\u7b14&#xff0c;\u6211\u60f3\u5b9e\u4e00\u6b21\u8bb0\u5f55\u591a\u7b14\u8d26\u76ee\u3002\u5728 AI \u52a9\u624b\u4e2d&#xff0c;\u53ef\u4ee5\u591a\u5f20\u5c0f\u7968\u540c\u65f6\u4e0a\u4f20\u8bc6\u522b&#xff0c;\u8fd8\u6709\u4e00\u4e2a\u56fe\u7247\u5305\u62ec\u591a\u4e2a\u5c0f\u7968&#xff0c;\u4e5f\u80fd\u8bc6\u522b\u3002\u4f60\u6765\u505a\u4e2a\u5f00\u53d1\u8ba1\u5212&#xff0c;\u7136\u540e\u6309\u7167\u8ba1\u5212\u8fdb\u884c\u5f00\u53d1\u3002\u201d<\/p>\n<p>\u8fd9\u4e2a\u4efb\u52a1\u7275\u6d89\u5230 5 \u4e2a\u5b50\u529f\u80fd\u70b9&#xff1a;\u8bfb\u53d6\u73b0\u6709 \/ai\/analyze-image \u7aef\u70b9&#xff08;\u5c0f\u7968 OCR&#xff09;\u3001\u8bfb\u53d6 \/finance\/transactions \u7aef\u70b9&#xff08;\u8bb0\u8d26&#xff09;\u3001\u8bbe\u8ba1\u6279\u91cf\u5f55\u5165\u903b\u8f91&#xff08;\u65b0\u529f\u80fd&#xff09;\u3001\u4fee\u6539\u524d\u7aef AI \u52a9\u624b\u6a21\u5757&#xff08;\u652f\u6301\u591a\u5f20\u56fe\u4e0a\u4f20&#xff09;\u3001\u4fee\u6539\u524d\u7aef\u8bb0\u8d26\u6a21\u5757&#xff08;\u652f\u6301&#034;\u6279\u91cf\u786e\u8ba4&#034;\u5361\u7247&#xff09;\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260725144132-6a64cb1c20c80.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u5bf9\u6bd4\u7ef4\u5ea6&#xff1a;\u8f93\u5165\u7b56\u7565&#xff08;\u80fd\u5426\u4e00\u6b21\u6027\u5403\u4e0b\u6574\u4e2a\u9879\u76ee&#xff09;\u3001\u4e00\u6b21\u6027\u5b8c\u6210\u5ea6\u3001Token \u603b\u6d88\u8017\u3001\u5b50\u529f\u80fd\u6c9f\u901a\u8f6e\u6b21\u3001\u4ee3\u7801\u98ce\u683c\u4e00\u81f4\u6027\u3001\u4efb\u52a1\u603b\u8017\u65f6\u3002<\/p>\n<h4>4.2 \u5b9e\u6d4b\u7ed3\u679c<\/h4>\n<table>\n<tr>\u5bf9\u6bd4\u7ef4\u5ea6Doubao-Seed-EvolvingDoubao-Seed-2.0-pro<\/tr>\n<tbody>\n<tr>\n<td>\u8f93\u5165\u7b56\u7565<\/td>\n<td>\u4e00\u6b21\u6027\u5168\u91cf\u5582\u5165&#xff08;3 \u4e07\u884c \u2248 90 \u4e07 tokens&#xff09;<\/td>\n<td>\u53d7\u9650\u4e8e\u4e0a\u4e0b\u6587\u7a97\u53e3&#xff0c;\u9700\u62c6\u5206\u5582\u5165<\/td>\n<\/tr>\n<tr>\n<td>\u4e00\u6b21\u6027\u5b8c\u6210\u5ea6<\/td>\n<td>\u9ad8&#xff0c;\u57fa\u672c\u8dd1\u901a<\/td>\n<td>\u4e2d\u7b49&#xff0c;\u4e0d\u80fd\u5b8c\u6210<\/td>\n<\/tr>\n<tr>\n<td>Token \u603b\u6d88\u8017<\/td>\n<td>3100 \u4e07<\/td>\n<td>5000 \u4e07<\/td>\n<\/tr>\n<tr>\n<td>\u5b50\u529f\u80fd\u6c9f\u901a\u8f6e\u6b21<\/td>\n<td>\u6bcf\u4e2a\u5b50\u529f\u80fd 1 \u6b21&#xff08;\u5c11\u91cf\u6539\u52a8\u5373\u53ef\u6295\u4ea7&#xff09;<\/td>\n<td>\u6bcf\u4e2a\u5b50\u529f\u80fd 2 -3\u6b21&#xff08;\u5e73\u5747&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u4ee3\u7801\u98ce\u683c\u4e00\u81f4\u6027<\/td>\n<td>\u4e0e\u65e2\u6709\u4ee3\u7801\u9ad8\u5ea6\u7edf\u4e00<\/td>\n<td>\u57fa\u672c\u4e00\u81f4&#xff0c;\u5076\u6709\u547d\u540d\u5dee\u5f02<\/td>\n<\/tr>\n<tr>\n<td>\u4efb\u52a1\u603b\u8017\u65f6<\/td>\n<td>\u7ea6 2 \u5c0f\u65f6<\/td>\n<td>\u7ea6 1.5 \u5c0f\u65f6<\/td>\n<\/tr>\n<tr>\n<td>\u6700\u7ec8\u529f\u80fd\u5b8c\u6574\u5ea6<\/td>\n<td>\u2705 \u5b8c\u5168\u5b9e\u73b0<\/td>\n<td>\u2705 \u5b8c\u5168\u5b9e\u73b0<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4e24\u4e2a\u6a21\u578b\u7684&#034;\u529f\u80fd\u4ea4\u4ed8&#034;\u662f\u4e00\u81f4\u7684\u2014\u2014\u90fd\u80fd\u8dd1\u901a\u6279\u91cf\u8bb0\u8d26 &#043; \u591a\u56fe OCR &#043; \u5355\u56fe\u591a\u7968&#xff0c;\u4f46\u8fc7\u7a0b\u4f53\u9a8c\u5b8c\u5168\u4e0d\u540c\u3002<\/p>\n<h4>4.3 \u5173\u952e\u89c2\u5bdf<\/h4>\n<p>\u7b2c\u4e00&#xff0c;2.0-pro \u7684&#034;\u5feb&#034;\u662f\u8868\u9762\u73b0\u8c61\u3002\u7edd\u5bf9\u65f6\u957f\u5c11\u4e86 30 \u5206\u949f&#xff0c;\u4f46\u6bcf\u4e2a\u5b50\u529f\u80fd\u8981\u591a\u82b1 1-2 \u8f6e\u6c9f\u901a\u2014\u2014\u201c\u6279\u91cf\u5f55\u5165\u7684\u524d\u7aef\u7ec4\u4ef6\u201d\u201c\u591a\u56fe OCR \u7684\u63a5\u53e3\u6269\u5c55\u201d&#034;\u5355\u56fe\u591a\u7968\u7684\u88c1\u526a\u903b\u8f91&#034;\u7b49\u7b49&#xff0c;\u5e73\u5747\u6bcf\u4e2a\u5b50\u529f\u80fd\u90fd\u8981\u8d70\u4e24\u8f6e&#xff1a;\u201c\u5148\u7ed9\u65b9\u6848 \u2192 \u6211\u53cd\u9988 \u2192 \u518d\u4fee\u6539\u201d\u3002\u6c9f\u901a\u6210\u672c\u53e0\u4e0a\u53bb\u540e&#xff0c;2.0-pro \u7684\u6574\u4f53\u4f53\u9a8c\u53cd\u800c\u66f4\u6298\u817e\u3002<\/p>\n<p>\u7b2c\u4e8c&#xff0c;Evolving \u7684&#034;\u6162&#034;\u662f\u503c\u5f97\u7684\u3002\u591a\u82b1\u7684 30 \u5206\u949f&#xff0c;\u6362\u6765\u7684\u662f&#034;\u4e0d\u7528\u9891\u7e41\u6253\u65ad&#034;&#xff0c;\u4ee5\u53ca\u66f4\u5c11\u7684 Token \u6d88\u8017\u2014\u2014\u540c\u6837\u7684\u4efb\u52a1&#xff0c;Evolving \u8282\u7701\u4e86 1900 \u4e07 tokens&#xff08;38%&#xff09;\u3002\u8fd9\u5bf9\u957f\u671f\u4f7f\u7528\u662f\u5b9e\u6253\u5b9e\u7684\u6210\u672c\u8282\u7701&#xff0c;\u4e5f\u662f\u5f00\u53d1\u8005\u4f53\u9a8c\u4e0a\u7684&#034;\u5b89\u9759\u611f&#034;\u3002<\/p>\n<p>\u7b2c\u4e09&#xff0c;1M \u4e0a\u4e0b\u6587\u662f\u8fd9\u6b21\u5bf9\u6bd4\u7684\u5206\u6c34\u5cad\u30023 \u4e07\u884c\u9879\u76ee\u4e00\u6b21\u6027\u5582\u7ed9\u6a21\u578b\u540e&#xff0c;\u8de8\u6587\u4ef6\u4e00\u81f4\u6027\u3001\u547d\u540d\u98ce\u683c\u7edf\u4e00\u3001\u4e0d\u7834\u574f\u65e2\u6709\u8def\u7531\u8fd9\u4e9b&#034;\u8f6f\u6027\u6307\u6807&#034;\u90fd\u88ab\u81ea\u52a8\u8986\u76d6\u4e86&#xff1b;\u5982\u679c\u8d70 RAG \u5206\u7247\u65b9\u6848&#xff0c;\u8fd9\u4e9b&#034;\u7ec6\u8282&#034;\u4f1a\u53d8\u6210\u663e\u5f0f\u7684 bug \u9690\u60a3\u3002<\/p>\n<p>\u7b2c\u56db&#xff0c;\u6c9f\u901a\u8f6e\u6b21\u6bd4\u7edd\u5bf9\u8017\u65f6\u66f4\u80fd\u53cd\u6620\u771f\u5b9e\u4f53\u9a8c\u3002\u6211\u5b81\u53ef\u8ba9\u6a21\u578b\u591a\u8dd1 30 \u5206\u949f&#xff0c;\u4e5f\u4e0d\u60f3\u88ab&#034;\u5c0f\u4fee\u5c0f\u8865&#034;\u7684\u5faa\u73af\u6253\u65ad\u5de5\u4f5c\u8282\u594f\u2014\u2014\u540e\u8005\u624d\u662f\u5f00\u53d1\u8005\u771f\u6b63\u7684\u7cbe\u529b\u635f\u8017\u3002<\/p>\n<h4>4.4 \u9009\u578b\u5efa\u8bae<\/h4>\n<p>\u9002\u5408\u7528 Evolving \u7684\u573a\u666f&#xff1a;\u4e2d\u578b\u4ee5\u4e0a\u4ee3\u7801\u4ed3\u7684\u5168\u9879\u76ee\u6539\u9020&#xff08;\u51e0\u4e07\u5230\u51e0\u5341\u4e07\u884c&#xff09;\u3001\u6d89\u53ca\u591a\u6587\u4ef6\u591a\u6a21\u5757\u8de8\u5c42\u534f\u540c\u7684\u590d\u6742\u4efb\u52a1\u3001\u5e0c\u671b&#034;\u4e00\u6b21\u4ea4\u4ed8\u5c11\u91cf\u4fee\u6539\u5373\u53ef\u6295\u4ea7&#034;\u7684\u5de5\u7a0b\u573a\u666f\u3001\u957f\u7a0b\u4efb\u52a1\u9700\u8981\u4fdd\u6301\u65e9\u671f\u51b3\u7b56\u4e00\u81f4\u6027\u3002<\/p>\n<p>\u66f4\u9002\u5408 2.0-pro \u7684\u573a\u666f&#xff1a;\u5c0f\u578b\u9879\u76ee\u3001\u5355\u6587\u4ef6\u4fee\u6539\u3001\u660e\u786e\u8fb9\u754c\u7684\u5c0f\u4efb\u52a1&#xff1b;\u5bf9&#034;\u7edd\u5bf9\u8017\u65f6&#034;\u654f\u611f\u3001\u53ef\u4ee5\u63a5\u53d7\u591a\u8f6e\u6c9f\u901a&#xff1b;\u77ed\u4e0a\u4e0b\u6587\u95ee\u7b54\u3001\u6587\u672c\u751f\u6210\u7b49\u8f7b\u91cf\u4efb\u52a1\u3002<\/p>\n<p>\u56de\u5230\u8fd9\u6b21\u6539\u9020\u7684\u5b9e\u9645\u4ea7\u7269&#xff1a;\u7528 Evolving \u843d\u5730&#034;\u6279\u91cf\u8bb0\u8d26 &#043; \u591a\u56fe OCR &#043; \u5355\u56fe\u591a\u7968&#034;\u540e&#xff0c;\u6211\u73b0\u5728\u6708\u5e95\u5bf9\u8d26\u65f6\u4e0d\u518d&#034;\u9010\u7b14\u8865 20 \u6b21&#034;\u2014\u2014\u62cd\u4e24\u5f20\u5c0f\u7968\u7167\u7247\u4e22\u7ed9 AI \u52a9\u624b&#xff0c;\u4e00\u6b21\u56de\u586b\u5b8c\u3002\u8fd9\u5c31\u662f\u771f\u5b9e\u7684\u5f00\u53d1\u8005\u6548\u7387\u7ea2\u5229\u3002<\/p>\n<hr \/>\n<h3>5. \u603b\u7ed3<\/h3>\n<p>\u5199\u5230\u8fd9\u91cc&#xff0c;\u6211\u6700\u5927\u7684\u611f\u53d7\u662f&#xff1a;Evolving \u4e0d\u662f\u4e00\u4e2a&#034;\u66f4\u5f3a&#034;\u7684\u6a21\u578b&#xff0c;\u800c\u662f\u4e00\u4e2a&#034;\u4e0d\u540c&#034;\u7684\u6a21\u578b\u3002\u4f20\u7edf\u6a21\u578b\u5347\u7ea7&#xff0c;\u662f\u4ece 80 \u5206\u5230 85 \u5206\u7684\u6e10\u8fdb\u3002Evolving \u7684\u5347\u7ea7&#xff0c;\u662f\u4ece&#034;\u6211\u5f97\u7528\u597d\u51e0\u79cd\u6a21\u578b&#034;\u5230&#034;\u4e00\u4e2a\u6a21\u578b\u641e\u5b9a 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