{"id":74184,"date":"2026-02-09T09:57:12","date_gmt":"2026-02-09T01:57:12","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/74184.html"},"modified":"2026-02-09T09:57:12","modified_gmt":"2026-02-09T01:57:12","slug":"%e5%8f%8c%e6%a8%a1%e5%9e%8b%e9%bb%84%e9%87%91%e6%90%ad%e6%a1%a3%ef%bc%9akimi-k2-5-%e7%94%9f%e6%88%90%e8%83%bd%e5%8a%9b-%e6%95%b0%e7%9c%bc%e6%99%ba%e8%83%bd%e6%95%b0%e6%8d%ae%e8%83%bd%e5%8a%9b","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/74184.html","title":{"rendered":"\u53cc\u6a21\u578b\u9ec4\u91d1\u642d\u6863\uff1aKimi-K2.5 \u751f\u6210\u80fd\u529b + \u6570\u773c\u667a\u80fd\u6570\u636e\u80fd\u529b\u5b9e\u6218\u62c6\u89e3"},"content":{"rendered":"<h3>\u4e00\u3001Kimi-K2.5 \u6838\u5fc3\u80fd\u529b\u4e0e\u5b9e\u6218<\/h3>\n<h4>1. \u6838\u5fc3\u5b9a\u4f4d\u4e0e\u67b6\u6784<\/h4>\n<ul>\n<li>\u5f00\u6e90 SOTA \u591a\u6a21\u6001\u6a21\u578b&#xff0c;\u5b98\u65b9\u79f0 \u201c\u6700\u5f3a\u5f00\u6e90\u7f16\u7a0b\u6a21\u578b\u201d&#xff0c;\u4e07\u4ebf MoE \u67b6\u6784&#xff08;\u63a8\u7406\u6fc0\u6d3b 32B&#xff09;Kimi K2\u3002<\/li>\n<li>\u56db\u5927\u6a21\u5f0f&#xff1a;Instant&#xff08;\u5feb\u901f\u54cd\u5e94&#xff09;\u3001Thinking&#xff08;\u6df1\u5ea6\u601d\u8003&#xff09;\u3001Agent&#xff08;\u667a\u80fd\u4f53&#xff09;\u3001Agent Swarm&#xff08;100 \u5b50\u4ee3\u7406\u5e76\u884c&#xff0c;Beta&#xff09;Kimi K2\u3002<\/li>\n<li>\u6838\u5fc3\u6740\u624b\u950f&#xff1a;\n<ul>\n<li>\u89c6\u89c9\u7f16\u7a0b&#xff1a;\u622a\u56fe \/ \u89c6\u9891\u2192\u5b8c\u6574\u524d\u7aef\u4ee3\u7801&#xff08;\u542b\u52a8\u6548\u3001\u4ea4\u4e92&#xff09;&#xff0c;\u652f\u6301\u89c6\u89c9\u8c03\u8bd5\u3002<\/li>\n<li>Agent \u96c6\u7fa4&#xff1a;\u4efb\u52a1\u62c6\u89e3\u3001\u591a\u5b50\u4ee3\u7406\u5e76\u884c&#xff0c;\u6548\u7387\u63d0\u5347\u8fd1 10 \u500d\u3002<\/li>\n<li>\u539f\u751f\u591a\u6a21\u6001&#xff1a;\u56fe\u50cf \/ \u89c6\u9891\u7406\u89e3\u4e0e\u6587\u672c\u63a8\u7406\u540c\u6b65\u589e\u5f3aKimi K2\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h4>2. \u5b9e\u6218\u573a\u666f\u4e0e\u6848\u4f8b<\/h4>\n<h5>&#xff08;1&#xff09;\u524d\u7aef\u5f00\u53d1&#xff08;\u6700\u5f3a\u573a\u666f&#xff09;<\/h5>\n<ul>\n<li>\u622a\u56fe\u8f6c\u4ee3\u7801&#xff1a;\u4e0a\u4f20 UI \u8bbe\u8ba1\u56fe \/ \u7f51\u9875\u622a\u56fe&#xff0c;\u751f\u6210 React\/Vue \u4ee3\u7801&#xff0c;\u50cf\u7d20\u7ea7\u590d\u523b\u3002<\/li>\n<li>\u89c6\u9891\u8f6c\u4ee3\u7801&#xff1a;\u4e0a\u4f20\u7f51\u7ad9\u4ea4\u4e92\u89c6\u9891&#xff0c;\u8fd8\u539f\u903b\u8f91\u4e0e\u6837\u5f0fKimi K2\u3002<\/li>\n<li>\u5708\u9009\u4fee\u6539&#xff1a;\u622a\u56fe\u5708\u9009\u533a\u57df&#xff0c;\u81ea\u7136\u8bed\u8a00\u6539\u914d\u8272\u3001\u5e03\u5c40\u3001\u52a8\u6548\u3002<\/li>\n<li>\u6848\u4f8b&#xff1a;\u4e00\u53e5\u8bdd\u751f\u6210 \u201c\u7c7b 4399 \u5c0f\u6e38\u620f\u5e73\u53f0\u201d&#xff0c;\u542b\u5bfc\u822a\u3001\u5361\u7247\u3001\u9ad8\u7ea7\u89c6\u89c9\u3002<\/li>\n<\/ul>\n<h5>&#xff08;2&#xff09;\u667a\u80fd\u4f53\u4e0e\u529e\u516c\u81ea\u52a8\u5316<\/h5>\n<ul>\n<li>\u4e07\u5b57\u957f\u6587\u5904\u7406&#xff1a;Word \u6279\u6ce8\u3001Excel \u900f\u89c6\u8868\u3001PDF LaTeX \u516c\u5f0f\u3002<\/li>\n<li>\u591a\u5de5\u5177\u534f\u4f5c&#xff1a;\u8054\u7f51\u641c\u7d22 &#043; \u4ee3\u7801 &#043; \u6570\u636e\u5206\u6790 &#043; \u6587\u6863\u751f\u6210\u3002<\/li>\n<li>Agent Swarm&#xff1a;\u590d\u6742\u9879\u76ee\u5e76\u884c\u5f00\u53d1&#xff0c;\u5b50\u4ee3\u7406\u5404\u53f8\u5176\u804c\u3002<\/li>\n<\/ul>\n<h5>&#xff08;3&#xff09;\u89c6\u89c9\u63a8\u7406<\/h5>\n<ul>\n<li>\u590d\u6742\u56fe\u50cf\u7406\u89e3&#xff1a;MMMU-Pro 78.5%&#xff08;\u5f00\u6e90 SOTA&#xff09;\u3002<\/li>\n<li>\u89c6\u9891\u5206\u6790&#xff1a;VideoMMMU 74.3%&#xff0c;\u652f\u6301\u52a8\u6001\u7ec6\u8282\u6355\u6349\u4e0e\u957f\u94fe\u8def\u63a8\u7406\u3002<\/li>\n<\/ul>\n<h4>3. API \u63a5\u5165\u5b9e\u6218&#xff08;Python&#xff09;<\/h4>\n<h5>&#xff08;1&#xff09;\u51c6\u5907<\/h5>\n<ul>\n<li>\u6ce8\u518c\u4e00\u6b65 API&#xff0c;\u83b7\u53d6 Key\u3002<\/li>\n<li>\u5b89\u88c5\u4f9d\u8d56&#xff1a;<\/li>\n<\/ul>\n<p>pip install openai python-dotenv <\/p>\n<p>&#xff08;2&#xff09;\u89c6\u89c9\u8bc6\u522b&#xff08;\u56fe\u7247\u5206\u6790&#xff09;<\/p>\n<p>from openai import OpenAI<br \/>\nfrom dotenv import load_dotenv<br \/>\nimport os<br \/>\nimport base64<\/p>\n<p>load_dotenv()<br \/>\nclient &#061; OpenAI(api_key&#061;os.getenv(&#034;KIMI_API_KEY&#034;), base_url&#061;&#034;https:\/\/api.oneapi.io\/v1&#034;)<\/p>\n<p>def encode_image(image_path):<br \/>\n    with open(image_path, &#034;rb&#034;) as f:<br \/>\n        return base64.b64encode(f.read()).decode(&#034;utf-8&#034;)<\/p>\n<p>image_base64 &#061; encode_image(&#034;ui_design.png&#034;)<br \/>\nresponse &#061; client.chat.completions.create(<br \/>\n    model&#061;&#034;kimi-k2.5&#034;,<br \/>\n    messages&#061;[{<br \/>\n        &#034;role&#034;: &#034;user&#034;,<br \/>\n        &#034;content&#034;: [<br \/>\n            {&#034;type&#034;: &#034;text&#034;, &#034;text&#034;: &#034;\u5206\u6790\u8fd9\u5f20UI\u8bbe\u8ba1\u56fe&#xff0c;\u751f\u6210\u524d\u7aef\u4ee3\u7801\u4e0e\u4ea4\u4e92\u8bf4\u660e&#034;},<br \/>\n            {&#034;type&#034;: &#034;image_url&#034;, &#034;image_url&#034;: {&#034;url&#034;: f&#034;data:image\/png;base64,{image_base64}&#034;}}<br \/>\n        ]<br \/>\n    }]<br \/>\n)<br \/>\nprint(response.choices[0].message.content) <\/p>\n<p>\u5173\u952e&#xff1a;\u89c6\u89c9\u4efb\u52a1content\u5fc5\u987b\u4e3a\u5217\u8868\u683c\u5f0f\u3002<\/p>\n<p>&#xff08;3&#xff09;Agent \u6a21\u5f0f&#xff08;\u590d\u6742\u4efb\u52a1&#xff09;<\/p>\n<p>response &#061; client.chat.completions.create(<br \/>\n    model&#061;&#034;kimi-k2.5&#034;,<br \/>\n    messages&#061;[{&#034;role&#034;: &#034;user&#034;, &#034;content&#034;: &#034;\u5206\u67902026\u5e74AI\u884c\u4e1a\u62a5\u544a&#xff0c;\u751f\u6210PPT\u5927\u7eb2\u4e0eExcel\u6570\u636e\u6a21\u578b&#034;}],<br \/>\n    temperature&#061;0.7,<br \/>\n    max_tokens&#061;4096,<br \/>\n    stream&#061;True<br \/>\n)<br \/>\nfor chunk in response:<br \/>\n    print(chunk.choices[0].delta.content, end&#061;&#034;&#034;) <\/p>\n<h3>\u4e8c\u3001\u6570\u773c\u667a\u80fd\u5927\u6a21\u578b\u6838\u5fc3\u80fd\u529b\u4e0e\u5b9e\u6218<\/h3>\n<h4>1. \u6838\u5fc3\u5b9a\u4f4d\u4e0e\u67b6\u6784<\/h4>\n<ul>\n<li>\u4e2d\u6587\u6570\u636e\u670d\u52a1\u67a2\u7ebd&#xff0c;\u805a\u7126\u7f51\u9875\u89e3\u6790\u3001\u5b9e\u65f6\u8054\u7f51\u3001\u591a\u6e90\u6570\u636e\u7ed3\u6784\u5316&#xff0c;\u4e3a\u5927\u6a21\u578b\u63d0\u4f9b\u7eaf\u51c0\u6570\u636e\u5e95\u5ea7\u3002<\/li>\n<li>\u53cc\u6a21\u6001\u67b6\u6784&#xff1a;\u89c6\u89c9 &#043; \u8bed\u4e49&#xff0c;\u7cbe\u51c6\u5904\u7406\u4e2d\u6587\u590d\u6742\u7f51\u9875&#xff08;SPA\u3001\u65e0\u9650\u6eda\u52a8&#xff09;\u3002<\/li>\n<li>\u6838\u5fc3\u80fd\u529b&#xff1a;\n<ul>\n<li>\u7f51\u9875\u63d0\u53d6&#xff1a;\u8fc7\u6ee4\u5e7f\u544a&#xff0c;\u63d0\u53d6\u7ed3\u6784\u5316\u4fe1\u606f&#xff08;JSON\/Markdown&#xff09;\u3002<\/li>\n<li>\u5b9e\u65f6\u641c\u7d22&#xff1a;\u7a81\u7834\u77e5\u8bc6\u65f6\u6548&#xff0c;\u6309\u65f6\u95f4\u7b5b\u9009\u6743\u5a01\u6570\u636e\u3002<\/li>\n<li>\u591a\u683c\u5f0f\u517c\u5bb9&#xff1a;HTML\/XML\/PDF\/Word\/Excel&#xff0c;15 &#043; \u4e2d\u6587\u573a\u666f\u3002<\/li>\n<li>\u9ad8\u5e76\u53d1&#xff1a;QPS 1000&#043;&#xff0c;\u53ef\u7528\u6027 99.9%\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h4>2. \u5b9e\u6218\u573a\u666f\u4e0e\u6848\u4f8b<\/h4>\n<h5>&#xff08;1&#xff09;RAG \u77e5\u8bc6\u5e93\u6784\u5efa<\/h5>\n<ul>\n<li>\u6279\u91cf\u89e3\u6790\u4e2d\u6587\u6587\u732e \/ \u653f\u7b56&#xff0c;\u7ed3\u6784\u5316\u5165\u5e93&#xff0c;\u4f9b\u5927\u6a21\u578b\u95ee\u7b54\u3002<\/li>\n<li>\u6848\u4f8b&#xff1a;\u6293\u53d6\u884c\u4e1a\u62a5\u544a\u2192\u7ed3\u6784\u5316\u2192\u5582\u7ed9 Claude \u751f\u6210 PPT\/Excel\u3002<\/li>\n<\/ul>\n<h5>&#xff08;2&#xff09;\u8206\u60c5\u76d1\u63a7\u4e0e\u884c\u4e1a\u5206\u6790<\/h5>\n<ul>\n<li>\u5b9e\u65f6\u6293\u53d6\u65b0\u95fb \/ \u793e\u4ea4\u5e73\u53f0&#xff0c;\u8f93\u51fa\u7ed3\u6784\u5316\u8206\u60c5\u8d8b\u52bf\u3002<\/li>\n<li>\u6765\u6e90\u8fc7\u6ee4 &#043; \u53ef\u4fe1\u5ea6\u8bc4\u5206&#xff0c;\u5408\u89c4\u8f93\u51fa\u3002<\/li>\n<\/ul>\n<h5>&#xff08;3&#xff09;\u667a\u80fd\u529e\u516c\u4e0e\u6570\u636e\u81ea\u52a8\u5316<\/h5>\n<ul>\n<li>\u89e3\u6790\u90ae\u4ef6 \/ \u6587\u6863 \/ \u7f51\u9875&#xff0c;\u81ea\u52a8\u751f\u6210\u4f1a\u8bae\u7eaa\u8981\u3001\u4efb\u52a1\u6e05\u5355\u3002<\/li>\n<li>\u7535\u5546\u6570\u636e\u63d0\u53d6&#xff1a;\u5546\u54c1\u8be6\u60c5\u3001\u4ef7\u683c\u3001\u8bc4\u8bba\u7ed3\u6784\u5316\u3002<\/li>\n<\/ul>\n<h4>3. API \u63a5\u5165\u5b9e\u6218&#xff08;Python&#xff09;<\/h4>\n<h5>&#xff08;1&#xff09;\u51c6\u5907<\/h5>\n<ul>\n<li>\u6ce8\u518c\u6570\u773c\u667a\u80fd&#xff0c;\u83b7\u53d6 API Key\u3002<\/li>\n<li>\u5b89\u88c5\u4f9d\u8d56&#xff1a;<\/li>\n<\/ul>\n<p>pip install requests python-dotenv <\/p>\n<p>&#xff08;2&#xff09;\u7f51\u9875\u5185\u5bb9\u63d0\u53d6<\/p>\n<p>import os<br \/>\nimport requests<br \/>\nfrom dotenv import load_dotenv<\/p>\n<p>load_dotenv()<br \/>\napi_key &#061; os.getenv(&#034;SHUYAN_API_KEY&#034;)<br \/>\nurl &#061; &#034;https:\/\/api.shuyanai.com\/v1\/extract&#034;<\/p>\n<p>payload &#061; {<br \/>\n    &#034;url&#034;: &#034;https:\/\/example.com\/industry-report&#034;,<br \/>\n    &#034;need_struct&#034;: True,<br \/>\n    &#034;domain_whitelist&#034;: [&#034;example.com&#034;],<br \/>\n    &#034;timeout&#034;: 30<br \/>\n}<br \/>\nheaders &#061; {&#034;Authorization&#034;: f&#034;Bearer {api_key}&#034;, &#034;Content-Type&#034;: &#034;application\/json&#034;}<\/p>\n<p>response &#061; requests.post(url, json&#061;payload, headers&#061;headers)<br \/>\nprint(response.json()) <\/p>\n<p>&#xff08;3&#xff09;\u5b9e\u65f6\u8054\u7f51\u641c\u7d22<\/p>\n<p>payload &#061; {<br \/>\n    &#034;query&#034;: &#034;2026\u5e74AI\u5927\u6a21\u578b\u5e02\u573a\u62a5\u544a&#034;,<br \/>\n    &#034;time_range&#034;: &#034;1month&#034;,<br \/>\n    &#034;count&#034;: 10,<br \/>\n    &#034;need_struct&#034;: True<br \/>\n}<br \/>\nresponse &#061; requests.post(&#034;https:\/\/api.shuyanai.com\/v1\/search&#034;, json&#061;payload, headers&#061;headers)<br \/>\nprint(response.json()) <\/p>\n<h2>\u4e09\u3001Kimi-K2.5 vs \u6570\u773c\u667a\u80fd&#xff1a;\u9009\u578b\u5bf9\u6bd4<\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"394\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260209015711-69893ef76de45.png\" width=\"676\" \/><\/p>\n<h2>\u56db\u3001\u5b9e\u6218\u7ec4\u5408\u65b9\u6848&#xff08;\u9ec4\u91d1\u642d\u6863&#xff09;<\/h2>\n<li>\u6570\u773c\u667a\u80fd&#xff1a;\u6293\u53d6 \/ \u89e3\u6790\u4e2d\u6587\u6570\u636e\u2192\u7ed3\u6784\u5316\u8f93\u51fa\u3002<\/li>\n<li>Kimi-K2.5&#xff1a;\u63a5\u6536\u6570\u636e\u2192\u6df1\u5ea6\u5206\u6790\u2192\u751f\u6210\u4ee3\u7801 \/ \u6587\u6863 \/ \u62a5\u544a\u3002<\/li>\n<ul>\n<li>\u6848\u4f8b&#xff1a;\u6570\u773c\u6293\u53d6\u884c\u4e1a\u6570\u636e\u2192Kimi \u751f\u6210\u524d\u7aef\u53ef\u89c6\u5316\u9762\u677f &#043; \u5206\u6790 PPT\u3002<\/li>\n<\/ul>\n<h2>\u4e94\u3001\u9009\u578b\u5efa\u8bae<\/h2>\n<ul>\n<li>\u505a\u524d\u7aef\u5f00\u53d1\u3001\u89c6\u89c9\u7f16\u7a0b\u3001\u667a\u80fd\u4f53&#xff1a;\u9009 Kimi-K2.5\u3002<\/li>\n<li>\u505a\u4e2d\u6587\u6570\u636e\u91c7\u96c6\u3001\u7f51\u9875\u89e3\u6790\u3001RAG&#xff1a;\u9009 \u6570\u773c\u667a\u80fd\u3002<\/li>\n<li>\u590d\u6742\u9879\u76ee&#xff1a;\u4e24\u8005\u7ec4\u5408&#xff0c;\u6570\u636e &#043; \u751f\u6210\u80fd\u529b\u6700\u5927\u5316\u3002<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u4e00\u3001Kimi-K2.5 \u6838\u5fc3\u80fd\u529b\u4e0e\u5b9e\u6218<br \/>\n1. \u6838\u5fc3\u5b9a\u4f4d\u4e0e\u67b6\u6784<br \/>\n\u5f00\u6e90 SOTA \u591a\u6a21\u6001\u6a21\u578b&#xff0c;\u5b98\u65b9\u79f0 \u201c\u6700\u5f3a\u5f00\u6e90\u7f16\u7a0b\u6a21\u578b\u201d&#xff0c;\u4e07\u4ebf MoE \u67b6\u6784&#xff08;\u63a8\u7406\u6fc0\u6d3b 32B&#xff09;Kimi K2\u3002\u56db\u5927\u6a21\u5f0f&#xff1a;Instant&#xff08;\u5feb\u901f\u54cd\u5e94&#xff09;\u3001Thinking&#xff08;\u6df1\u5ea6\u601d\u8003&#xff09;\u3001Agent&#xff08;\u667a\u80fd\u4f53&#xff09;\u3001Agent Swarm&#xff08;100 \u5b50\u4ee3\u7406\u5e76\u884c&amp;<\/p>\n","protected":false},"author":2,"featured_media":74183,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[666,81,50,323,190,51],"topic":[],"class_list":["post-74184","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-microsoft","tag-python","tag-50","tag-323","tag-190","tag-51"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - 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