{"id":721,"date":"2025-12-09T19:35:25","date_gmt":"2025-12-09T11:35:25","guid":{"rendered":"https:\/\/www.52runoob.com\/?p=721"},"modified":"2025-12-09T19:35:25","modified_gmt":"2025-12-09T11:35:25","slug":"openmanus%e6%9c%ac%e5%9c%b0%e9%83%a8%e7%bd%b2%e7%9a%84%e5%9b%be%e6%96%87%e6%95%99%e7%a8%8b%e5%88%86%e4%ba%ab","status":"publish","type":"post","link":"https:\/\/www.52runoob.com\/index.php\/2025\/12\/09\/openmanus%e6%9c%ac%e5%9c%b0%e9%83%a8%e7%bd%b2%e7%9a%84%e5%9b%be%e6%96%87%e6%95%99%e7%a8%8b%e5%88%86%e4%ba%ab\/","title":{"rendered":"OpenManus\u672c\u5730\u90e8\u7f72\u7684\u56fe\u6587\u6559\u7a0b\u5206\u4eab"},"content":{"rendered":"\n<p>\u4ee5\u4e0b\u662f\u6211\u4e3a\u4f60\u6574\u7406\u7684 <strong>OpenManus \u672c\u5730\u90e8\u7f72\u56fe\u6587\u6559\u7a0b<\/strong> \u2014\u2014 \u5305\u542b\u4ece\u73af\u5883\u51c6\u5907\u3001\u5b89\u88c5\u3001\u914d\u7f6e\uff0c\u5230\u542f\u52a8\u8fd0\u884c\u3001\u5e38\u89c1\u95ee\u9898\u4e0e\u89e3\u51b3\u65b9\u6848\u3002\u9002\u5408\u60f3\u5728\u672c\u5730\uff08Windows \/ Linux \/ macOS\uff0fWSL\uff09\u5c1d\u8bd5\u8fd9\u4e00\u5f00\u6e90 AI\u2011agent \u6846\u67b6\u7684\u4eba\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/opengraph.githubassets.com\/89261c90a6284dafef191006e7bea364439fc53a4b480827ff96ccba93f0af46\/Shybert-AI\/OpenManus-WebUI\" alt=\"Image\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/i-blog.csdnimg.cn\/direct\/27ced243be114a8f8b3a7990f048e903.png\" alt=\"Image\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p9-xtjj-sign.byteimg.com\/tos-cn-i-73owjymdk6\/5456b72223474b0188839186db6959b5~tplv-73owjymdk6-jj-mark-v1%3A0%3A0%3A0%3A0%3A5o6Y6YeR5oqA5pyv56S-5Yy6IEAg6bKB5a2Q54uE%3Aq75.awebp?rk3s=f64ab15b&amp;x-expires=1765276541&amp;x-signature=PFD8tXyT3g%2FBiDtjfiUTXsytia4%3D\" alt=\"Image\"\/><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">1. \u51c6\u5907\u5de5\u4f5c\u4e0e\u73af\u5883\u8981\u6c42<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Python \u7248\u672c\uff1a<strong>Python\u202f3.12<\/strong>\uff08\u591a\u6570\u7528\u6237\u53cd\u9988\u9ad8\u4e8e 3.12\uff08\u5982 3.13\uff09\u53ef\u80fd\u51fa\u95ee\u9898\uff09 (<a href=\"https:\/\/github.com\/FoundationAgents\/OpenManus?utm_source=chatgpt.com\">GitHub<\/a>)<\/li>\n\n\n\n<li>\u5305\u7ba1\u7406\u5668\/\u865a\u62df\u73af\u5883\u5de5\u5177\uff1a\u63a8\u8350\u4f7f\u7528 <strong>conda<\/strong> \u6216 <strong>uv + virtualenv<\/strong> \u8fdb\u884c\u73af\u5883\u9694\u79bb\u3002 (<a href=\"https:\/\/github.com\/FoundationAgents\/OpenManus?utm_source=chatgpt.com\">GitHub<\/a>)<\/li>\n\n\n\n<li>\u82e5\u4f60\u6253\u7b97\u5bf9\u63a5\u672c\u5730\u6a21\u578b\uff08\u5982\u901a\u8fc7 Ollama\uff09\uff0f\u5927\u6a21\u578b\uff1a\u5efa\u8bae\u663e\u5361\u4e0e\u5185\u5b58\u8d44\u6e90\u8db3\u591f\uff0c\u6216\u81f3\u5c11\u80fd\u4f7f\u7528\u8f83\u8f7b\u91cf\u6a21\u578b\u3002 (<a href=\"https:\/\/blog.csdn.net\/u014458692\/article\/details\/146314298?utm_source=chatgpt.com\">CSDN\u535a\u5ba2<\/a>)<\/li>\n\n\n\n<li>\u5982\u679c\u8ba1\u5212\u4f7f\u7528\u81ea\u52a8\u5316\u5de5\u5177\uff08\u4f8b\u5982\u6d4f\u89c8\u5668\u81ea\u52a8\u5316\u3001\u6587\u4ef6 I\/O\u3001\u7f51\u9875\u6293\u53d6\u7b49\u529f\u80fd\uff09\uff0c\u5efa\u8bae\u540c\u65f6\u5b89\u88c5\u9644\u52a0\u4f9d\u8d56\uff08\u5982 <code>playwright<\/code>\uff09\u4ee5\u652f\u6301\u6d4f\u89c8\u5668\u81ea\u52a8\u5316\u529f\u80fd\u3002 (<a href=\"https:\/\/github.com\/FoundationAgents\/OpenManus?utm_source=chatgpt.com\">GitHub<\/a>)<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">2. \u83b7\u53d6\u6e90\u7801 &amp; \u521b\u5efa\u73af\u5883<\/h2>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/i.sstatic.net\/XTMLL.png\" alt=\"Image\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/i-blog.csdnimg.cn\/direct\/2636ee2005614c109d7b0dfd4db98d98.png\" alt=\"Image\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/miro.medium.com\/0%2Avidsledbir0DkkS8\" alt=\"Image\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u6b65\u9aa4\uff1a<\/h3>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: plain; title: ; notranslate\" title=\"\">\n# \u63a8\u8350\u4f7f\u7528 conda\nconda create -n open_manus python=3.12\nconda activate open_manus\n\n<\/pre><\/div>\n\n\n<p>\u7136\u540e\uff0c\u514b\u9686\u6e90\u7801\uff1a<\/p>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: plain; title: ; notranslate\" title=\"\">\ngit clone https:\/\/github.com\/mannaandpoem\/OpenManus.git\ncd OpenManus\n\n<\/pre><\/div>\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u5982\u679c\u4f60\u65e0\u6cd5\u4f7f\u7528 git\uff0c\u4e5f\u53ef\u7528 ZIP \u5305\u65b9\u5f0f\u4e0b\u8f7d\uff0c\u4f46\u63a8\u8350\u4fdd\u6301 <code>.git<\/code> \u4fe1\u606f\u4ee5\u4fbf\u540e\u7eed\u66f4\u65b0\u3002 (<a href=\"https:\/\/blog.csdn.net\/u013132758\/article\/details\/146249893?utm_source=chatgpt.com\">CSDN\u535a\u5ba2<\/a>)<\/p>\n<\/blockquote>\n\n\n\n<p>\u63a5\u7740\u5b89\u88c5\u4f9d\u8d56\uff1a<\/p>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: plain; title: ; notranslate\" title=\"\">\npip install -r requirements.txt\n\n<\/pre><\/div>\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u5982\u679c\u4f60\u5e0c\u671b\u4f7f\u7528\u6d4f\u89c8\u5668\u81ea\u52a8\u5316\u7b49\u529f\u80fd\uff0c\u53ef\u989d\u5916\u6267\u884c\uff1a<\/p>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: plain; title: ; notranslate\" title=\"\">\n\n<\/pre><\/div><\/blockquote>\n\n\n\n<p>playwright install<\/p>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: plain; title: ; notranslate\" title=\"\">\n&gt; \u8fd9\u662f\u53ef\u9009\u4f46\u5e38\u7528\u529f\u80fd\u3002 :contentReference&#x5B;oaicite:9]{index=9}\n\n---\n\n## 3. \u914d\u7f6e OpenManus\uff08\u5c24\u5176\u662f LLM \/ \u6a21\u578b\u914d\u7f6e\uff09\n\n\n::contentReference&#x5B;oaicite:10]{index=10}\n\n\n- \u8fdb\u5165 `config\/` \u76ee\u5f55\uff0c\u5c06\u793a\u4f8b\u914d\u7f6e\u6587\u4ef6\u590d\u5236\u4e3a\u5b9e\u9645\u914d\u7f6e\u6587\u4ef6\uff1a\n\n```bash\ncp config\/config.example.toml config\/config.toml\n\n<\/pre><\/div>\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528\u6587\u672c\u7f16\u8f91\u5668\u6253\u5f00 <code>config\/config.toml<\/code>\uff0c\u5728 <code>[[llm]]<\/code> \u6216 <code>[llm]<\/code> \u533a\u5757\u4e2d\u586b\u5165\u4f60\u4f7f\u7528\u7684\u6a21\u578b\uff0f\u670d\u52a1\u4fe1\u606f\u3002\u4e3e\u4f8b\uff08\u5bf9\u63a5\u672c\u5730 Ollama\uff09\uff1a<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: plain; title: ; notranslate\" title=\"\">\n&#x5B;llm]\napi_type = &quot;ollama&quot;\nmodel = &quot;qwen2.5:14b&quot;             # \u6216\u4f60\u672c\u5730\u90e8\u7f72\uff0f\u4e0b\u8f7d\u7684\u6a21\u578b\u540d\nbase_url = &quot;http:\/\/localhost:11434\/v1&quot;   # Ollama \u670d\u52a1\u5730\u5740\napi_key = &quot;ollama&quot;                # Ollama \u7684\u9ed8\u8ba4 key\uff08\u6216\u7a7a\u4e32\uff09\nmax_tokens = 2048\ntemperature = 0.2\n\n<\/pre><\/div>\n\n\n<p>\u4e5f\u53ef\u4ee5\u914d\u7f6e\u89c6\u89c9\u6a21\u578b\uff08image \/ vision\uff09\u90e8\u5206\uff0c\u82e5\u4f60\u5e0c\u671b\u4f7f\u7528\u56fe\u50cf + LLM \u8054\u5408\u7684\u529f\u80fd\u3002 (<a href=\"https:\/\/blog.csdn.net\/u014458692\/article\/details\/146314298?utm_source=chatgpt.com\">CSDN\u535a\u5ba2<\/a>)<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u6ce8\u610f\uff1a\u5982\u679c\u914d\u7f6e\u4e0d\u6b63\u786e\uff08\u4f8b\u5982\u6a21\u578b\u540d\u79f0\u9519\u8bef\u3001base_url\/\u7aef\u53e3\u9519\u8bef\u3001api_key \u9519\u8bef\u7b49\uff09\uff0cOpenManus \u5c06\u65e0\u6cd5\u8fde\u63a5 LLM\uff0c\u5bfc\u81f4\u529f\u80fd\u5931\u8d25\u3002\u5efa\u8bae\u5148\u5355\u72ec\u6d4b\u8bd5 LLM \u670d\u52a1\u662f\u5426\u53ef\u7528\u540e\u518d\u914d\u7f6e\u3002 (<a href=\"https:\/\/blog.csdn.net\/u014458692\/article\/details\/146314298?utm_source=chatgpt.com\">CSDN\u535a\u5ba2<\/a>)<\/p>\n<\/blockquote>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">4. \u542f\u52a8 &amp; \u8fd0\u884c OpenManus<\/h2>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/blog.fens.me\/wp-content\/uploads\/2025\/03\/omanus1.png\" alt=\"Image\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/i-blog.csdnimg.cn\/direct\/fe55f9b0d6bf419396eee08f1e258902.png\" alt=\"Image\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/i-blog.csdnimg.cn\/direct\/ce106cfa7203424cb929a91d430280e2.png\" alt=\"Image\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u6700\u57fa\u7840\u542f\u52a8\u65b9\u5f0f\uff08\u547d\u4ee4\u884c\uff09\uff1a<\/h3>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: plain; title: ; notranslate\" title=\"\">\npython main.py\n\n<\/pre><\/div>\n\n\n<p>\u542f\u52a8\u540e\uff0c\u4f60\u4f1a\u5728\u7ec8\u7aef\u770b\u5230\u63d0\u793a\uff0c\u7136\u540e\u53ef\u4ee5\u76f4\u63a5\u8f93\u5165\u81ea\u7136\u8bed\u8a00 prompt \u4e0e Agent \u5bf9\u8bdd\uff0f\u4ea4\u4e92\u3002 (<a href=\"https:\/\/github.com\/FoundationAgents\/OpenManus?utm_source=chatgpt.com\">GitHub<\/a>)<\/p>\n\n\n\n<p>\u5982\u679c\u4f60\u5e0c\u671b Web \u754c\u9762\u5f62\u5f0f\u4ea4\u4e92\uff08\u800c\u4e0d\u662f\u547d\u4ee4\u884c\uff09\uff0c\u4e5f\u6709\u793e\u533a \u2192 WebUI \u652f\u6301\uff0f\u9002\u914d\u7248\u672c\uff0c\u4f8b\u5982\u53ef\u901a\u8fc7\uff1a<\/p>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: plain; title: ; notranslate\" title=\"\">\npython web_run.py\n# \u6216 uvicorn\uff0fFastAPI \u7b49\u65b9\u5f0f\u542f\u52a8\n\n<\/pre><\/div>\n\n\n<p>\u7136\u540e\u901a\u8fc7\u6d4f\u89c8\u5668\u8bbf\u95ee <code>http:\/\/localhost:8000<\/code>\uff08\u6216\u6307\u5b9a\u7aef\u53e3\uff09\u64cd\u4f5c\u3002 (<a href=\"https:\/\/github.com\/YunQiAI\/OpenManusWeb?utm_source=chatgpt.com\">GitHub<\/a>)<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">5. \u5e38\u89c1\u95ee\u9898 &amp; \u6392\u67e5\uff0f\u907f\u5751\u65b9\u6848<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u95ee\u9898 \/ \u8868\u73b0<\/th><th>\u53ef\u80fd\u539f\u56e0 &amp; \u89e3\u51b3\u65b9\u6cd5<\/th><\/tr><\/thead><tbody><tr><td>LLM \u670d\u52a1\u8fde\u4e0d\u4e0a \/ \u62a5\u7f51\u7edc\u9519\u8bef \/ \u201cfunction call not supported for this model\u201d<\/td><td>\u6a21\u578b\u914d\u7f6e\u6709\u8bef\uff08model \u540d\u79f0 \/ base_url \/ api_key \/\u534f\u8bae\u8def\u5f84\u9519\u8bef\uff09\uff1b\u786e\u8ba4\u672c\u5730 LLM \u670d\u52a1\uff08\u5982 Ollama\uff09\u5df2\u542f\u52a8\u3002 (<a href=\"https:\/\/www.reddit.com\/r\/OpenManus\/comments\/1jadod3?utm_source=chatgpt.com\">Reddit<\/a>)<\/td><\/tr><tr><td>\u8def\u5f84\u6216\u6587\u4ef6\u5939\u521b\u5efa\u5931\u8d25 \/ \u65e0\u6cd5\u5199\u5165 \/ \u751f\u6210\u6587\u4ef6\u62a5\u9519<\/td><td>\u5728 Windows \u4e0b\u4e0d\u8981\u653e\u5728\u9700\u8981\u7ba1\u7406\u5458\u6743\u9650\u7684\u76ee\u5f55\uff1b\u5efa\u8bae\u653e\u5728\u7528\u6237\u76ee\u5f55 \/\u666e\u901a\u6587\u4ef6\u5939\uff0c\u907f\u514d\u6743\u9650\u95ee\u9898\u3002 (<a href=\"https:\/\/www.reddit.com\/r\/OpenManus\/comments\/1jo5m6d?utm_source=chatgpt.com\">Reddit<\/a>)<\/td><\/tr><tr><td>Python \u7248\u672c\u8fc7\u9ad8\u5bfc\u81f4\u4f9d\u8d56\u51b2\u7a81 \/ \u62a5\u9519<\/td><td>\u5f3a\u5236\u4f7f\u7528 Python 3.12 \u865a\u62df\u73af\u5883\uff0c\u4e0d\u8981\u4f7f\u7528\u7cfb\u7edf\u9ed8\u8ba4 Python \/\u7248\u672c\u8fc7\u9ad8 Python\u3002 (<a href=\"https:\/\/github.com\/FoundationAgents\/OpenManus?utm_source=chatgpt.com\">GitHub<\/a>)<\/td><\/tr><tr><td>\u529f\u80fd\u6a21\u5757\u4e0d\u5b8c\u6574 \/ \u6d4f\u89c8\u5668\u81ea\u52a8\u5316\u5931\u8d25<\/td><td>\u5982\u679c\u4e0d\u7528\u6d4f\u89c8\u5668\u529f\u80fd\uff0c\u53ef\u8df3\u8fc7\u5b89\u88c5\u6d4f\u89c8\u5668\u76f8\u5173\u4f9d\u8d56\uff1b\u82e5\u9700\u8981\uff0c\u8bf7\u786e\u4fdd <code>playwright install<\/code> \u6210\u529f\u3002 (<a href=\"https:\/\/github.com\/FoundationAgents\/OpenManus?utm_source=chatgpt.com\">GitHub<\/a>)<\/td><\/tr><tr><td>\u672c\u5730\u6a21\u578b\u8d44\u6e90\u4e0d\u8db3 \/ \u63a8\u7406\u7f13\u6162\u6216\u5931\u8d25<\/td><td>\u4f7f\u7528\u8f7b\u91cf\u6a21\u578b\u6216\u964d\u4f4e\u4e0a\u4e0b\u6587\uff0ftoken \u6570\uff1b\u5982\u679c\u673a\u5668\u6027\u80fd\u6709\u9650\uff0c\u4e0d\u5efa\u8bae\u5c1d\u8bd5\u8d85\u5927\u6a21\u578b\u3002 (<a href=\"https:\/\/blog.csdn.net\/u014458692\/article\/details\/146314298?utm_source=chatgpt.com\">CSDN\u535a\u5ba2<\/a>)<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">6. \u63a8\u8350 \u201c\u65b0\u624b \/ \u672c\u5730\u7528\u6237\u201d \u4f7f\u7528\u6307\u5357 &amp; \u6700\u4f73\u5b9e\u8df5<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f18\u5148\u7528 <strong>\u547d\u4ee4\u884c + \u672c\u5730\u6a21\u578b<\/strong>\uff08\u5982 Ollama + \u4e2d\u5c0f\u6a21\u578b\uff09\u8fdb\u884c\u6d4b\u8bd5\u4e0e\u5b9e\u9a8c\uff0c\u8fd9\u6837\u4e0d\u4f9d\u8d56\u4e91 API\u3001\u5ef6\u8fdf\u4f4e\u3001\u79c1\u5bc6\u6027\u9ad8\u3002<\/li>\n\n\n\n<li>\u9879\u76ee\u653e\u5728 <strong>\u666e\u901a\u7528\u6237\u76ee\u5f55<\/strong>\uff0c\u4e0d\u8981\u653e\u5728\u7cfb\u7edf\u4fdd\u62a4\u76ee\u5f55\uff0c\u4e5f\u4e0d\u8981\u7528\u7ba1\u7406\u5458\u6743\u9650\u8fd0\u884c\uff0c\u4ee5\u907f\u514d\u6587\u4ef6\u6743\u9650\u95ee\u9898\u3002<\/li>\n\n\n\n<li>\u5efa\u8bae\u5148\u6d4b\u8bd5\u57fa\u7840\u5bf9\u8bdd\uff0f\u4efb\u52a1\uff08\u5982\u5199\u6587\u6863\u3001\u4ee3\u7801\u751f\u6210\u3001\u7b80\u5355\u5de5\u5177\u8c03\u7528\uff09 \u2014\u2014 \u7b49\u786e\u8ba4\u7a33\u5b9a\u540e\uff0c\u518d\u5c1d\u8bd5\u590d\u6742\u529f\u80fd\uff08\u6d4f\u89c8\u5668\u6293\u53d6\u3001\u591a agent \u534f\u4f5c\u3001\u6587\u4ef6\u64cd\u4f5c\u7b49\uff09\u3002<\/li>\n\n\n\n<li>\u5982\u679c\u4f60\u5bf9\u591a\u7528\u6237\u6216\u957f\u671f\u4f7f\u7528\u611f\u5174\u8da3\uff0c\u53ef\u4ee5\u5c06\u542f\u52a8\uff0f\u505c\u6b62\u5c01\u88c5\u6210\u811a\u672c\u3001\u52a0\u5165\u65e5\u5fd7\u673a\u5236\u3001\u5b9a\u65f6\u5907\u4efd\u5de5\u4f5c\u76ee\u5f55\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">7. \u603b\u7ed3<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>OpenManus \u662f\u4e00\u4e2a\u53ef\u4ee5<strong>\u5b8c\u5168\u672c\u5730\u90e8\u7f72\u3001\u514d\u8d39\u3001\u5f00\u7bb1\u5373\u7528<\/strong>\u7684\u5f00\u6e90 AI\u2011agent \u6846\u67b6\uff0c\u975e\u5e38\u9002\u5408\u5e0c\u671b\u63a2\u7d22 LLM + agent \u529f\u80fd\u4f46\u4e0d\u4f9d\u8d56\u4e91\u670d\u52a1\u7684\u4eba\u3002<\/li>\n\n\n\n<li>\u901a\u8fc7\u4e0a\u8ff0\u6b65\u9aa4 \u2014\u2014 \u73af\u5883\u642d\u5efa \u2192 \u514b\u9686 + \u5b89\u88c5 \u2192 \u914d\u7f6e LLM \u2192 \u542f\u52a8\u8fd0\u884c \u2014\u2014 \u901a\u5e38\u80fd\u5728 10\u201320\u202f\u5206\u949f\u5185\u8ba9\u7cfb\u7edf\u8dd1\u8d77\u6765\u3002<\/li>\n\n\n\n<li>\u867d\u7136\u4ecd\u6709\u517c\u5bb9\u6027\u3001\u6a21\u578b\u3001\u8d44\u6e90\u3001\u529f\u80fd\u9650\u5236\uff0c\u4f46\u57fa\u4e8e\u672c\u5730\u6a21\u578b + \u672c\u5730\u4ee3\u7801 + \u672c\u5730\u90e8\u7f72\u7684\u5f00\u653e\u6027\u4f7f\u5176\u5177\u6709\u5f88\u5f3a\u5b9e\u7528\u6027\u548c\u53ef\u73a9\u6027\u3002<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u4ee5\u4e0b\u662f\u6211\u4e3a\u4f60\u6574\u7406\u7684 OpenManus \u672c\u5730\u90e8\u7f72\u56fe\u6587\u6559\u7a0b \u2014\u2014 \u5305\u542b\u4ece\u73af\u5883\u51c6\u5907\u3001&#8230; 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