{"id":35016,"date":"2025-08-07T13:59:04","date_gmt":"2025-08-07T05:59:04","guid":{"rendered":"https:\/\/www.kdjingpai.com\/?p=35016"},"modified":"2025-08-07T13:59:04","modified_gmt":"2025-08-07T05:59:04","slug":"cognitive-kernel-pro","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/cognitive-kernel-pro\/","title":{"rendered":"Cognitive Kernel-Pro\uff1a\u6784\u5efa\u5f00\u6e90\u6df1\u5ea6\u7814\u7a76\u667a\u80fd\u4f53\u7684\u6846\u67b6"},"content":{"rendered":"<p>Cognitive Kernel-Pro \u662f\u817e\u8bafAI\u5b9e\u9a8c\u5ba4\u5f00\u53d1\u7684\u4e00\u4e2a\u5f00\u6e90\u6846\u67b6\uff0c\u65e8\u5728\u5e2e\u52a9\u7528\u6237\u6784\u5efa\u6df1\u5ea6\u7814\u7a76\u667a\u80fd\u4f53\u548c\u8bad\u7ec3\u667a\u80fd\u4f53\u57fa\u7840\u6a21\u578b\u3002\u5b83\u96c6\u6210\u4e86\u7f51\u9875\u6d4f\u89c8\u3001\u6587\u4ef6\u5904\u7406\u548c\u4ee3\u7801\u6267\u884c\u7b49\u529f\u80fd\uff0c\u652f\u6301\u7528\u6237\u5b8c\u6210\u590d\u6742\u7684\u7814\u7a76\u4efb\u52a1\u3002\u6846\u67b6\u5f3a\u8c03\u4f7f\u7528\u514d\u8d39\u5de5\u5177\uff0c\u786e\u4fdd\u5f00\u6e90\u6027\u548c\u53ef\u8bbf\u95ee\u6027\u3002\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u7b80\u5355\u7684\u8bbe\u7f6e\uff0c\u5728\u672c\u5730\u90e8\u7f72\u5e76\u8fd0\u884c\u667a\u80fd\u4f53\uff0c\u5904\u7406\u5b9e\u65f6\u4fe1\u606f\u3001\u6587\u4ef6\u7ba1\u7406\u548c\u4ee3\u7801\u751f\u6210\u7b49\u4efb\u52a1\u3002\u9879\u76ee\u5728 GAIA \u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u6027\u80fd\u5ab2\u7f8e\u751a\u81f3\u8d85\u8d8a\u90e8\u5206\u95ed\u6e90\u7cfb\u7edf\u3002\u4ee3\u7801\u548c\u6a21\u578b\u5df2\u5b8c\u5168\u5f00\u6e90\uff0c\u6258\u7ba1\u5728 GitHub \u4e0a\uff0c\u9f13\u52b1\u793e\u533a\u8d21\u732e\u548c\u8fdb\u4e00\u6b65\u7814\u7a76\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-35017 aligncenter\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/08\/89b4b1f3b88e21e.jpg\" alt=\"\" width=\"691\" height=\"406\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/08\/89b4b1f3b88e21e.jpg 691w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/08\/89b4b1f3b88e21e-18x12.jpg 18w\" sizes=\"auto, (max-width: 691px) 100vw, 691px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li>\u7f51\u9875\u6d4f\u89c8\uff1a\u667a\u80fd\u4f53\u53ef\u901a\u8fc7\u63a7\u5236\u6d4f\u89c8\u5668\u6267\u884c\u70b9\u51fb\u3001\u8f93\u5165\u7b49\u64cd\u4f5c\uff0c\u83b7\u53d6\u5b9e\u65f6\u7f51\u9875\u4fe1\u606f\u3002<\/li>\n<li>\u6587\u4ef6\u5904\u7406\uff1a\u652f\u6301\u8bfb\u53d6\u548c\u5904\u7406\u672c\u5730\u6587\u4ef6\uff0c\u63d0\u53d6\u5173\u952e\u6570\u636e\u6216\u751f\u6210\u62a5\u544a\u3002<\/li>\n<li>\u4ee3\u7801\u6267\u884c\uff1a\u81ea\u52a8\u751f\u6210\u5e76\u8fd0\u884c Python \u4ee3\u7801\uff0c\u5b8c\u6210\u6570\u636e\u5206\u6790\u6216\u4efb\u52a1\u81ea\u52a8\u5316\u3002<\/li>\n<li>\u6a21\u5757\u5316\u8bbe\u8ba1\uff1a\u63d0\u4f9b\u591a\u6a21\u5757\u67b6\u6784\uff0c\u5141\u8bb8\u7528\u6237\u81ea\u5b9a\u4e49\u667a\u80fd\u4f53\u7684\u529f\u80fd\u7ec4\u5408\u3002<\/li>\n<li>\u5f00\u6e90\u6a21\u578b\u652f\u6301\uff1a\u96c6\u6210 Qwen3-8B-CK-Pro \u7b49\u5f00\u6e90\u6a21\u578b\uff0c\u964d\u4f4e\u4f7f\u7528\u6210\u672c\u3002<\/li>\n<li>\u4efb\u52a1\u89c4\u5212\uff1a\u667a\u80fd\u4f53\u80fd\u6839\u636e\u7528\u6237\u6307\u4ee4\u751f\u6210\u4efb\u52a1\u8ba1\u5212\uff0c\u5206\u89e3\u590d\u6742\u4efb\u52a1\u3002<\/li>\n<li>\u5b89\u5168\u6c99\u7bb1\u8fd0\u884c\uff1a\u652f\u6301\u5728\u6c99\u7bb1\u73af\u5883\u4e2d\u6267\u884c\u4ee3\u7801\uff0c\u786e\u4fdd\u8fd0\u884c\u5b89\u5168\u3002<\/li>\n<\/ul>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<p>\u8981\u4f7f\u7528 Cognitive Kernel-Pro\uff0c\u7528\u6237\u9700\u8981\u5728\u672c\u5730\u73af\u5883\u4e2d\u5b8c\u6210\u4ee5\u4e0b\u5b89\u88c5\u548c\u914d\u7f6e\u6b65\u9aa4\u3002\u4ee5\u4e0b\u662f\u8be6\u7ec6\u7684\u5b89\u88c5\u6d41\u7a0b\uff0c\u786e\u4fdd\u7528\u6237\u80fd\u591f\u5feb\u901f\u4e0a\u624b\u3002<\/p>\n<h4>1. \u73af\u5883\u51c6\u5907<\/h4>\n<p>\u9996\u5148\uff0c\u786e\u4fdd\u4f60\u7684\u7cfb\u7edf\u5b89\u88c5\u4e86 Python 3.8 \u6216\u4ee5\u4e0a\u7248\u672c\uff0c\u5e76\u5177\u5907 Git \u5de5\u5177\u3002\u63a8\u8350\u5728 Linux \u6216 macOS \u7cfb\u7edf\u4e0a\u8fd0\u884c\uff0cWindows \u7528\u6237\u9700\u989d\u5916\u5b89\u88c5\u4e00\u4e9b\u4f9d\u8d56\u3002\u4ee5\u4e0b\u662f\u57fa\u672c\u6b65\u9aa4\uff1a<\/p>\n<ul>\n<li><strong>\u5b89\u88c5\u4f9d\u8d56<\/strong>\uff1a\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\u5b89\u88c5\u5fc5\u8981\u7684 Python \u5305\uff1a\n<pre><code>pip install boto3 botocore openai duckduckgo_search rich numpy openpyxl biopython mammoth markdownify pandas pdfminer-six python-pptx pdf2image puremagic pydub SpeechRecognition bs4 youtube-transcript-api requests transformers protobuf openai langchain_openai langchain selenium helium smolagents\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u5b89\u88c5\u7cfb\u7edf\u4f9d\u8d56<\/strong>\uff08Linux \u7cfb\u7edf\uff09\uff1a\n<pre><code>apt-get install -y poppler-utils default-jre libreoffice-common libreoffice-java-common libreoffice ffmpeg\r\n<\/code><\/pre>\n<p>\u8fd9\u4e9b\u5de5\u5177\u652f\u6301\u6587\u4ef6\u8f6c\u6362\u548c\u591a\u5a92\u4f53\u5904\u7406\u3002<\/li>\n<li><strong>\u8bbe\u7f6e Python \u8def\u5f84<\/strong>\uff1a\u5c06\u9879\u76ee\u8def\u5f84\u6dfb\u52a0\u5230\u73af\u5883\u53d8\u91cf\uff1a\n<pre><code>export PYTHONPATH=\/your\/path\/to\/CogKernel-Pro\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u514b\u9686\u9879\u76ee<\/strong>\uff1a\u4ece GitHub \u514b\u9686 Cognitive Kernel-Pro \u4ed3\u5e93\uff1a\n<pre><code>git clone https:\/\/github.com\/Tencent\/CognitiveKernel-Pro.git\r\ncd CognitiveKernel-Pro\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<h4>2. \u914d\u7f6e\u6a21\u578b\u670d\u52a1<\/h4>\n<p>Cognitive Kernel-Pro \u652f\u6301 <a href=\"https:\/\/www.kdjingpai.com\/de\/vllm\/\">vLLM<\/a> \u6216 TGI \u6a21\u578b\u670d\u52a1\u5668\u8fd0\u884c\u5f00\u6e90\u6a21\u578b\u3002\u4ee5\u4e0b\u4ee5 vLLM \u4e3a\u4f8b\uff1a<\/p>\n<ul>\n<li><strong>\u5b89\u88c5 vLLM<\/strong>\uff1a\n<pre><code>pip install vllm\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u542f\u52a8\u6a21\u578b\u670d\u52a1<\/strong>\uff1a\u5047\u8bbe\u4f60\u5df2\u4e0b\u8f7d Qwen3-8B-CK-Pro \u6a21\u578b\u6743\u91cd\uff0c\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\u542f\u52a8\u670d\u52a1\uff1a\n<pre><code>python -m vllm.entrypoints.openai.api_server --model \/path\/to\/downloaded\/model --worker-use-ray --tensor-parallel-size 8 --port 8080 --host 0.0.0.0 --trust-remote-code --max-model-len 8192 --served-model-name ck\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<h4>3. \u914d\u7f6e\u7f51\u9875\u6d4f\u89c8\u5668\u670d\u52a1<\/h4>\n<p>\u9879\u76ee\u4f7f\u7528 Playwright \u63d0\u4f9b\u7f51\u9875\u6d4f\u89c8\u529f\u80fd\u3002\u8fd0\u884c\u4ee5\u4e0b\u811a\u672c\u542f\u52a8\u6d4f\u89c8\u5668\u670d\u52a1\uff1a<\/p>\n<pre><code>sh ck_pro\/ck_web\/_web\/run_local.sh\r\n<\/code><\/pre>\n<p>\u786e\u4fdd\u670d\u52a1\u8fd0\u884c\u5728\u9ed8\u8ba4\u7aef\u53e3\u00a0<code>localhost:3001<\/code>\u3002<\/p>\n<h4>4. \u8fd0\u884c\u4e3b\u7a0b\u5e8f<\/h4>\n<p>\u51c6\u5907\u597d\u6a21\u578b\u548c\u6d4f\u89c8\u5668\u670d\u52a1\u540e\uff0c\u8fd0\u884c\u4e3b\u7a0b\u5e8f\u4ee5\u6267\u884c\u4efb\u52a1\uff1a<\/p>\n<pre><code>NO_NULL_STDIN=1 python3 -u -m ck_pro.ck_main.main --updates \"{'web_agent': {'model': {'call_target': 'http:\/\/localhost:8080\/v1\/chat\/completions'}, 'web_env_kwargs': {'web_ip': 'localhost:3001'}}, 'file_agent': {'model': {'call_target': 'http:\/\/localhost:8080\/v1\/chat\/completions'}}}\" --input \/path\/to\/simple_test.jsonl --output \/path\/to\/simple_test.output.jsonl |&amp; tee _log_simple_test\r\n<\/code><\/pre>\n<ul>\n<li><code>--input<\/code>\u00a0\u6307\u5b9a\u4efb\u52a1\u8f93\u5165\u6587\u4ef6\uff0c\u683c\u5f0f\u4e3a JSON Lines\uff0c\u6bcf\u884c\u5305\u542b\u4e00\u4e2a\u4efb\u52a1\u63cf\u8ff0\u3002<\/li>\n<li><code>--output<\/code>\u00a0\u6307\u5b9a\u8f93\u51fa\u6587\u4ef6\u8def\u5f84\uff0c\u7528\u4e8e\u4fdd\u5b58\u667a\u80fd\u4f53\u6267\u884c\u7ed3\u679c\u3002<\/li>\n<\/ul>\n<h4>5. \u6ce8\u610f\u4e8b\u9879<\/h4>\n<ul>\n<li><strong>\u5b89\u5168\u6027<\/strong>\uff1a\u5efa\u8bae\u5728\u6c99\u7bb1\u73af\u5883\u4e2d\u8fd0\u884c\uff0c\u7981\u7528 sudo \u6743\u9650\u4ee5\u907f\u514d\u6f5c\u5728\u98ce\u9669\uff1a\n<pre><code>echo \"${USER}\" 'ALL=(ALL) NOPASSWD: !ALL' | tee \/etc\/sudoers.d\/${USER}-rule\r\nchmod 440 \/etc\/sudoers.d\/${USER}-rule\r\ndeluser ${USER} sudo\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u8c03\u8bd5\u6a21\u5f0f<\/strong>\uff1a\u53ef\u6dfb\u52a0\u00a0<code>-mpdb<\/code>\u00a0\u53c2\u6570\u4ee5\u8fdb\u5165\u8c03\u8bd5\u6a21\u5f0f\uff0c\u4fbf\u4e8e\u6392\u67e5\u95ee\u9898\u3002<\/li>\n<\/ul>\n<h3>\u4e3b\u8981\u529f\u80fd\u64cd\u4f5c<\/h3>\n<h4>\u7f51\u9875\u6d4f\u89c8<\/h4>\n<p>Cognitive Kernel-Pro \u7684\u7f51\u9875\u6d4f\u89c8\u529f\u80fd\u5141\u8bb8\u667a\u80fd\u4f53\u50cf\u4eba\u7c7b\u4e00\u6837\u4e0e\u7f51\u9875\u4ea4\u4e92\u3002\u7528\u6237\u63d0\u4f9b\u4efb\u52a1\u63cf\u8ff0\uff08\u5982\u201c\u67e5\u627e GitHub \u4e0a\u67d0\u4e2a\u4ed3\u5e93\u7684\u6700\u65b0\u63d0\u4ea4\u201d\uff09\uff0c\u667a\u80fd\u4f53\u4f1a\u81ea\u52a8\u6253\u5f00\u6d4f\u89c8\u5668\uff0c\u6267\u884c\u70b9\u51fb\u3001\u8f93\u5165\u7b49\u64cd\u4f5c\uff0c\u83b7\u53d6\u6240\u9700\u4fe1\u606f\u3002\u64cd\u4f5c\u6b65\u9aa4\u5982\u4e0b\uff1a<\/p>\n<ol>\n<li>\u5728\u8f93\u5165\u6587\u4ef6\u4e2d\u5b9a\u4e49\u4efb\u52a1\uff0c\u4f8b\u5982\uff1a\n<pre><code>{\"task\": \"find the latest commit details of a popular GitHub repository\"}\r\n<\/code><\/pre>\n<\/li>\n<li>\u667a\u80fd\u4f53\u751f\u6210\u4efb\u52a1\u8ba1\u5212\uff0c\u8c03\u7528 Playwright \u6d4f\u89c8\u5668\uff0c\u8bbf\u95ee\u76ee\u6807\u7f51\u9875\u3002<\/li>\n<li>\u63d0\u53d6\u7f51\u9875\u5185\u5bb9\u5e76\u8fd4\u56de\u7ed3\u679c\uff0c\u4fdd\u5b58\u81f3\u8f93\u51fa\u6587\u4ef6\u3002<\/li>\n<\/ol>\n<h4>\u6587\u4ef6\u5904\u7406<\/h4>\n<p>\u6587\u4ef6\u5904\u7406\u529f\u80fd\u652f\u6301\u8bfb\u53d6\u548c\u5206\u6790\u591a\u79cd\u683c\u5f0f\u6587\u4ef6\uff08\u5982 PDF\u3001Excel\u3001Word\uff09\u3002\u7528\u6237\u53ef\u6307\u5b9a\u6587\u4ef6\u8def\u5f84\u548c\u4efb\u52a1\uff0c\u4f8b\u5982\u63d0\u53d6 PDF \u4e2d\u7684\u8868\u683c\u6570\u636e\uff1a<\/p>\n<ol>\n<li>\u51c6\u5907\u8f93\u5165\u6587\u4ef6\uff0c\u6307\u5b9a\u6587\u4ef6\u8def\u5f84\u548c\u4efb\u52a1\uff1a\n<pre><code>{\"task\": \"extract table data from \/path\/to\/document.pdf\"}\r\n<\/code><\/pre>\n<\/li>\n<li>\u667a\u80fd\u4f53\u8c03\u7528\u6587\u4ef6\u5904\u7406\u6a21\u5757\uff0c\u89e3\u6790\u6587\u4ef6\u5e76\u63d0\u53d6\u6570\u636e\u3002<\/li>\n<li>\u7ed3\u679c\u4ee5\u7ed3\u6784\u5316\u683c\u5f0f\uff08\u5982 JSON \u6216 CSV\uff09\u4fdd\u5b58\u81f3\u8f93\u51fa\u6587\u4ef6\u3002<\/li>\n<\/ol>\n<h4>\u4ee3\u7801\u6267\u884c<\/h4>\n<p>\u4ee3\u7801\u6267\u884c\u529f\u80fd\u5141\u8bb8\u667a\u80fd\u4f53\u751f\u6210\u5e76\u8fd0\u884c Python \u4ee3\u7801\uff0c\u5b8c\u6210\u6570\u636e\u5206\u6790\u6216\u81ea\u52a8\u5316\u4efb\u52a1\u3002\u4f8b\u5982\uff0c\u5206\u6790 CSV \u6587\u4ef6\u4e2d\u7684\u6570\u636e\uff1a<\/p>\n<ol>\n<li>\u8f93\u5165\u4efb\u52a1\u63cf\u8ff0\uff1a\n<pre><code>{\"task\": \"analyze sales data in \/path\/to\/sales.csv and generate a summary\"}\r\n<\/code><\/pre>\n<\/li>\n<li>\u667a\u80fd\u4f53\u751f\u6210 Python \u4ee3\u7801\uff0c\u4f7f\u7528 pandas \u7b49\u5e93\u5904\u7406\u6570\u636e\u3002<\/li>\n<li>\u4ee3\u7801\u5728\u6c99\u7bb1\u73af\u5883\u4e2d\u6267\u884c\uff0c\u7ed3\u679c\u4fdd\u5b58\u81f3\u8f93\u51fa\u6587\u4ef6\u3002<\/li>\n<\/ol>\n<h4>\u4efb\u52a1\u89c4\u5212<\/h4>\n<p>\u667a\u80fd\u4f53\u4f1a\u6839\u636e\u4efb\u52a1\u590d\u6742\u5ea6\u751f\u6210\u6267\u884c\u8ba1\u5212\u3002\u4f8b\u5982\uff0c\u5bf9\u4e8e\u201c\u67e5\u627e\u5e76\u603b\u7ed3\u67d0\u8bba\u6587\u5185\u5bb9\u201d\uff1a<\/p>\n<ol>\n<li>\u667a\u80fd\u4f53\u5206\u89e3\u4efb\u52a1\u4e3a\u5b50\u6b65\u9aa4\uff1a\u641c\u7d22\u8bba\u6587\u3001\u4e0b\u8f7d PDF\u3001\u63d0\u53d6\u5173\u952e\u4fe1\u606f\u3001\u751f\u6210\u603b\u7ed3\u3002<\/li>\n<li>\u6bcf\u4e2a\u5b50\u6b65\u9aa4\u8c03\u7528\u76f8\u5e94\u6a21\u5757\uff08\u7f51\u9875\u6d4f\u89c8\u3001\u6587\u4ef6\u5904\u7406\u7b49\uff09\u6267\u884c\u3002<\/li>\n<li>\u6700\u7ec8\u7ed3\u679c\u4ee5\u7528\u6237\u6307\u5b9a\u683c\u5f0f\u8f93\u51fa\u3002<\/li>\n<\/ol>\n<h3>\u7279\u8272\u529f\u80fd\u64cd\u4f5c<\/h3>\n<h4>\u5f00\u6e90\u6a21\u578b\u652f\u6301<\/h4>\n<p>Cognitive Kernel-Pro \u96c6\u6210\u4e86 Qwen3-8B-CK-Pro \u6a21\u578b\uff0c\u6027\u80fd\u5728 GAIA \u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8868\u73b0\u4f18\u5f02\u3002\u7528\u6237\u53ef\u76f4\u63a5\u4e0b\u8f7d\u6a21\u578b\u6743\u91cd\uff0c\u65e0\u9700\u4f9d\u8d56\u95ed\u6e90 API\uff0c\u964d\u4f4e\u4f7f\u7528\u6210\u672c\u3002\u6a21\u578b\u652f\u6301\u591a\u6a21\u6001\u4efb\u52a1\uff08\u5982\u56fe\u50cf\u5904\u7406\uff09\uff0c\u7528\u6237\u53ef\u901a\u8fc7\u914d\u7f6e VLM_URL \u4f7f\u7528\u591a\u6a21\u6001\u529f\u80fd\u3002<\/p>\n<h4>\u5b89\u5168\u6c99\u7bb1\u8fd0\u884c<\/h4>\n<p>\u4e3a\u9632\u6b62\u4ee3\u7801\u6267\u884c\u5e26\u6765\u7684\u98ce\u9669\uff0c\u6846\u67b6\u63a8\u8350\u5728\u6c99\u7bb1\u73af\u5883\u4e2d\u8fd0\u884c\u3002\u7528\u6237\u53ef\u901a\u8fc7 Docker \u90e8\u7f72\uff0c\u786e\u4fdd\u4ee3\u7801\u9694\u79bb\uff1a<\/p>\n<pre><code>docker run --rm -v \/path\/to\/CogKernel-Pro:\/app -w \/app python:3.8 bash -c \"pip install -r requirements.txt &amp;&amp; python -m ck_pro.ck_main.main\"\r\n<\/code><\/pre>\n<h2>\u5e94\u7528\u573a\u666f<\/h2>\n<ol>\n<li><strong>\u5b66\u672f\u7814\u7a76<\/strong><br \/>\n\u7528\u6237\u53ef\u4ee5\u5229\u7528 Cognitive Kernel-Pro \u641c\u7d22\u5b66\u672f\u8bba\u6587\u3001\u63d0\u53d6\u5173\u952e\u4fe1\u606f\u5e76\u751f\u6210\u603b\u7ed3\u3002\u4f8b\u5982\uff0c\u8f93\u5165\u201c\u67e5\u627e AI \u9886\u57df\u7684\u6700\u65b0\u8bba\u6587\u5e76\u603b\u7ed3\u201d\uff0c\u667a\u80fd\u4f53\u4f1a\u81ea\u52a8\u641c\u7d22 arXiv\uff0c\u4e0b\u8f7d\u8bba\u6587 PDF\uff0c\u63d0\u53d6\u6458\u8981\u548c\u7ed3\u8bba\uff0c\u751f\u6210\u7b80\u6d01\u62a5\u544a\u3002<\/li>\n<li><strong>\u6570\u636e\u5206\u6790<\/strong><br \/>\n\u4f01\u4e1a\u7528\u6237\u53ef\u4f7f\u7528\u6846\u67b6\u5206\u6790\u672c\u5730\u6570\u636e\u6587\u4ef6\u3002\u4f8b\u5982\uff0c\u5904\u7406\u9500\u552e\u6570\u636e CSV \u6587\u4ef6\uff0c\u751f\u6210\u7edf\u8ba1\u56fe\u8868\u548c\u8d8b\u52bf\u5206\u6790\u62a5\u544a\uff0c\u9002\u5408\u5feb\u901f\u751f\u6210\u5546\u4e1a\u6d1e\u5bdf\u3002<\/li>\n<li><strong>\u81ea\u52a8\u5316\u4efb\u52a1<\/strong><br \/>\n\u5f00\u53d1\u8005\u53ef\u5229\u7528\u667a\u80fd\u4f53\u81ea\u52a8\u5316\u91cd\u590d\u6027\u4efb\u52a1\uff0c\u5982\u6279\u91cf\u4e0b\u8f7d\u7f51\u9875\u6570\u636e\u3001\u6574\u7406\u6587\u4ef6\u5185\u5bb9\u6216\u6267\u884c\u4ee3\u7801\u6d4b\u8bd5\uff0c\u63d0\u9ad8\u5de5\u4f5c\u6548\u7387\u3002<\/li>\n<li><strong>\u5f00\u6e90\u793e\u533a\u5f00\u53d1<\/strong><br \/>\n\u793e\u533a\u5f00\u53d1\u8005\u53ef\u57fa\u4e8e\u6846\u67b6\u5b9a\u5236\u667a\u80fd\u4f53\uff0c\u6269\u5c55\u529f\u80fd\u6a21\u5757\uff0c\u4f8b\u5982\u6dfb\u52a0\u65b0\u7684\u6587\u4ef6\u89e3\u6790\u5668\u6216\u96c6\u6210\u5176\u4ed6\u5f00\u6e90\u6a21\u578b\uff0c\u53c2\u4e0e\u6846\u67b6\u7684\u6301\u7eed\u6539\u8fdb\u3002<\/li>\n<\/ol>\n<h2>QA<\/h2>\n<ol>\n<li><strong>Cognitive Kernel-Pro \u662f\u5426\u9700\u8981\u4ed8\u8d39 API\uff1f<\/strong><br \/>\n\u4e0d\u9700\u8981\u3002\u6846\u67b6\u4f7f\u7528\u5b8c\u5168\u5f00\u6e90\u7684\u5de5\u5177\u548c\u6a21\u578b\uff08\u5982 Qwen3-8B-CK-Pro\uff09\uff0c\u65e0\u9700\u4f9d\u8d56\u4ed8\u8d39 API\u3002\u7528\u6237\u53ea\u9700\u4e0b\u8f7d\u6a21\u578b\u6743\u91cd\u5e76\u5728\u672c\u5730\u90e8\u7f72\u5373\u53ef\u3002<\/li>\n<li><strong>\u5982\u4f55\u786e\u4fdd\u4ee3\u7801\u6267\u884c\u5b89\u5168\uff1f<\/strong><br \/>\n\u5efa\u8bae\u5728\u6c99\u7bb1\u73af\u5883\uff08\u5982 Docker\uff09\u4e2d\u8fd0\u884c\uff0c\u7981\u7528 sudo 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\/>\n\u662f\u7684\uff0c\u652f\u6301\u591a\u6a21\u6001\u4efb\u52a1\uff0c\u5982\u56fe\u50cf\u5904\u7406\u6216\u89c6\u9891\u5206\u6790\u3002\u7528\u6237\u9700\u914d\u7f6e VLM_URL \u5e76\u63d0\u4f9b\u591a\u6a21\u6001\u6a21\u578b\u652f\u6301\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>Cognitive Kernel-Pro 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