{"id":1503,"date":"2026-01-16T12:53:50","date_gmt":"2026-01-16T04:53:50","guid":{"rendered":"https:\/\/blog.humh.cn\/?p=1503"},"modified":"2026-08-25T12:56:18","modified_gmt":"2026-08-25T04:56:18","slug":"%e6%96%87%e4%bb%b6%e7%b3%bb%e7%bb%9f%e4%bd%9c%e4%b8%ba%e4%b8%8a%e4%b8%8b%e6%96%87","status":"publish","type":"post","link":"https:\/\/blog.humh.cn\/?p=1503","title":{"rendered":"\u6587\u4ef6\u7cfb\u7edf\u4f5c\u4e3a\u4e0a\u4e0b\u6587"},"content":{"rendered":"\n<blockquote class=\"wp-block-quote\"><p>\u672c\u6587\u4e3b\u8981\u5185\u5bb9\u6765\u81ea\u4e8eManus\u5b98\u65b9\u535a\u5ba2\uff0c\u6b64\u6587\u91cd\u5728\u8bb0\u5f55\u7406\u89e3\u3002<\/p><\/blockquote>\n\n\n\n<p>\u5927\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\uff08context length\uff09\u662f\u6307 <strong>\u6a21\u578b\u4e00\u6b21\u524d\u5411\u4f20\u64ad\uff08forward pass\uff09\u80fd\u5904\u7406\u7684\u6700\u5927 token \u6570\u91cf<\/strong>\u3002\u8fd9\u4e2a\u5e8f\u5217\u5305\u542b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u5185\u5bb9\u7c7b\u578b<\/th><th>\u662f\u5426\u8ba1\u5165\u4e0a\u4e0b\u6587\u957f\u5ea6<\/th><th>\u8bf4\u660e<\/th><\/tr><\/thead><tbody><tr><td>\u7cfb\u7edf\u63d0\u793a\uff08system prompt\uff09<\/td><td>\u2705 \u662f<\/td><td>\u901a\u5e38\u51e0\u5341\u5230\u51e0\u767e tokens<\/td><\/tr><tr><td>\u7528\u6237\u8f93\u5165\uff08user messages\uff09<\/td><td>\u2705 \u662f<\/td><td>\u5305\u62ec\u591a\u8f6e\u5bf9\u8bdd\u5386\u53f2<\/td><\/tr><tr><td>\u52a9\u624b\u56de\u590d\uff08assistant responses\uff09<\/td><td>\u2705 \u662f<\/td><td>\u5305\u62ec\u51fd\u6570\u8c03\u7528\u8bf7\u6c42<\/td><\/tr><tr><td><strong>\u5de5\u5177\u5b9a\u4e49\uff08tools schema\uff09<\/strong><\/td><td>\u2705 \u662f<\/td><td>JSON Schema \u4f1a\u88ab\u5e8f\u5217\u5316\u4e3a\u6587\u672c<\/td><\/tr><tr><td><strong>\u5de5\u5177\u8c03\u7528\u7ed3\u679c\uff08tool responses\uff09<\/strong><\/td><td>\u2705 \u662f<\/td><td>\u5982\u7f51\u9875\u641c\u7d22\u8fd4\u56de\u7684\u957f HTML\/\u6587\u672c<\/td><\/tr><tr><td>\u4e2d\u95f4\u63a8\u7406\u94fe\uff08CoT, ReAct steps\uff09<\/td><td>\u2705 \u662f<\/td><td>\u6a21\u578b\u81ea\u751f\u6210\u7684\u601d\u8003\u8fc7\u7a0b<\/td><\/tr><tr><td>\u8f93\u51fa\uff08\u6700\u7ec8\u56de\u7b54\uff09<\/td><td>\u2705 \u662f<\/td><td>\u53d7 <code>max_tokens<\/code> \u9650\u5236\uff0c\u4f46\u4ecd\u5360\u4e0a\u4e0b\u6587<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u73b0\u4ee3\u524d\u6cbfLLM\u73b0\u5728\u63d0\u4f9b128K\u4ee4\u724c\u6216\u66f4\u591a\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u3002\u4f46\u5728\u771f\u5b9e\u4e16\u754c\u7684\u4ee3\u7406\u573a\u666f\u4e2d\uff0c\u8fd9\u901a\u5e38\u4e0d\u591f\uff0c\u6709\u65f6\u751a\u81f3\u662f\u4e00\u79cd\u8d1f\u62c5\u3002\u6709\u4e09\u4e2a\u5e38\u89c1\u7684\u75db\u70b9\uff1a<\/p>\n\n\n\n<ol><li>\u89c2\u5bdf\u7ed3\u679c\u53ef\u80fd\u975e\u5e38\u5e9e\u5927\uff0c\u5c24\u5176\u662f\u5f53\u4ee3\u7406\u4e0e\u7f51\u9875\u6216PDF\u7b49\u975e\u7ed3\u6784\u5316\u6570\u636e\u4ea4\u4e92\u65f6\u3002\u5f88\u5bb9\u6613\u8d85\u51fa\u4e0a\u4e0b\u6587\u9650\u5236\u3002<\/li><li>\u6a21\u578b\u6027\u80fd\u5f80\u5f80\u4f1a\u4e0b\u964d\uff0c\u8d85\u8fc7\u4e00\u5b9a\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\u540e\uff0c\u5373\u4f7f\u6280\u672f\u4e0a\u652f\u6301\u8be5\u7a97\u53e3\u5927\u5c0f\u3002<\/li><li>\u957f\u8f93\u5165\u6210\u672c\u9ad8\u6602\uff0c\u5373\u4f7f\u4f7f\u7528\u524d\u7f00\u7f13\u5b58\u3002\u4f60\u4ecd\u7136\u9700\u8981\u4e3a\u4f20\u8f93\u548c\u9884\u586b\u5145\u6bcf\u4e2atoken\u4ed8\u8d39\u3002<\/li><\/ol>\n\n\n\n<p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u8bb8\u591a\u4ee3\u7406\u7cfb\u7edf\u5b9e\u73b0\u4e86\u4e0a\u4e0b\u6587\u622a\u65ad\u6216\u538b\u7f29\u7b56\u7565\u3002\u4f46\u8fc7\u5ea6\u6fc0\u8fdb\u7684\u538b\u7f29\u4e0d\u53ef\u907f\u514d\u5730\u5bfc\u81f4\u4fe1\u606f\u4e22\u5931\u3002\u8fd9\u4e2a\u95ee\u9898\u662f\u6839\u672c\u6027\u7684\uff1a\u4ee3\u7406\u672c\u8d28\u4e0a\u5fc5\u987b\u6839\u636e\u6240\u6709\u5148\u524d\u72b6\u6001\u9884\u6d4b\u4e0b\u4e00\u4e2a\u52a8\u4f5c\u2014\u2014\u800c\u4f60\u65e0\u6cd5\u53ef\u9760\u5730\u9884\u6d4b\u54ea\u4e2a\u89c2\u5bdf\u7ed3\u679c\u53ef\u80fd\u5728\u5341\u6b65\u4e4b\u540e\u53d8\u5f97\u81f3\u5173\u91cd\u8981\u3002\u4ece\u903b\u8f91\u89d2\u5ea6\u770b\uff0c\u4efb\u4f55\u4e0d\u53ef\u9006\u7684\u538b\u7f29\u90fd\u5e26\u6709\u98ce\u9669\u3002\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u5728Manus\u4e2d\u5c06\u6587\u4ef6\u7cfb\u7edf\u89c6\u4e3a\u7ec8\u6781\u4e0a\u4e0b\u6587\uff1a\u5927\u5c0f\u4e0d\u53d7\u9650\u5236\uff0c\u5929\u7136\u6301\u4e45\u5316\uff0c\u5e76\u4e14\u4ee3\u7406\u53ef\u4ee5\u76f4\u63a5\u64cd\u4f5c\u3002\u6a21\u578b\u5b66\u4f1a\u6309\u9700\u5199\u5165\u548c\u8bfb\u53d6\u6587\u4ef6\u2014\u2014\u4e0d\u4ec5\u5c06\u6587\u4ef6\u7cfb\u7edf\u7528\u4f5c\u5b58\u50a8\uff0c\u8fd8\u7528\u4f5c\u7ed3\u6784\u5316\u7684\u5916\u90e8\u8bb0\u5fc6\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><a href=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/08\/20260825123611260.png\" target=\"_blank\" rel=\"noopener\"><img width=\"1024\" height=\"576\" class=\"wp-image-1504 lazyload\" title=\"\u6587\u4ef6\u7cfb\u7edf\u4f5c\u4e3a\u4e0a\u4e0b\u6587\" src=\"data:image\/gif;base64,R0lGODlhAgABAIAAALGxsQAAACH5BAAAAAAALAAAAAACAAEAAAICBAoAOw==\" data-src=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/08\/20260825123611260-1024x576.png\" alt=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/08\/20260825123611260-1024x576.png\" data-srcset=\"https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/08\/20260825123611260-1024x576.png 1024w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/08\/20260825123611260-300x169.png 300w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/08\/20260825123611260-768x432.png 768w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/08\/20260825123611260-1536x864.png 1536w, https:\/\/file.blog.humh.cn\/wp-content\/uploads\/2026\/08\/20260825123611260-2048x1152.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"><\/a><\/figure><\/div>\n\n\n\n<p>Manus\u7684\u538b\u7f29\u7b56\u7565\u59cb\u7ec8\u8bbe\u8ba1\u4e3a\u53ef\u6062\u590d\u7684\u3002<\/p>\n\n\n\n<p>\u4f8b\u5982\uff0c\u53ea\u8981\u4fdd\u7559URL\uff0c\u7f51\u9875\u5185\u5bb9\u5c31\u53ef\u4ee5\u4ece\u4e0a\u4e0b\u6587\u4e2d\u79fb\u9664\uff1b\u5982\u679c\u6c99\u76d2\u4e2d\u4ecd\u7136\u4fdd\u7559\u6587\u6863\u8def\u5f84\uff0c\u5219\u53ef\u4ee5\u7701\u7565\u6587\u6863\u5185\u5bb9\u3002\u8fd9\u4f7f\u5f97Manus\u80fd\u591f\u7f29\u77ed\u4e0a\u4e0b\u6587\u957f\u5ea6\uff0c\u800c\u4e0d\u4f1a\u6c38\u4e45\u4e22\u5931\u4fe1\u606f\u3002<\/p>\n\n\n\n<p>\u72b6\u6001\u7a7a\u95f4\u6a21\u578b(State Space Model, SSM)\u5728\u667a\u80fd\u4f53\u73af\u5883\u4e2d\u6709\u6548\u5de5\u4f5c\u9700\u8981\u6761\u4ef6\u3002\u4e0eTransformer\u4e0d\u540c\uff0cSSM\u7f3a\u4e4f\u5b8c\u6574\u7684\u6ce8\u610f\u529b\u673a\u5236\uff0c\u5e76\u4e14\u5728\u5904\u7406\u957f\u8ddd\u79bb\u7684\u540e\u5411\u4f9d\u8d56\u5173\u7cfb\u65f6\u8868\u73b0\u4e0d\u4f73\u3002\u4f46\u5982\u679c\u5b83\u4eec\u80fd\u591f\u638c\u63e1\u57fa\u4e8e\u6587\u4ef6\u7684\u8bb0\u5fc6\u2014\u2014\u5c06\u957f\u671f\u72b6\u6001\u5916\u90e8\u5316\u800c\u4e0d\u662f\u4fdd\u5b58\u5728\u4e0a\u4e0b\u6587\u4e2d\u2014\u2014\u90a3\u4e48\u5b83\u4eec\u7684\u901f\u5ea6\u548c\u6548\u7387\u53ef\u80fd\u4f1a\u5f00\u542f\u4e00\u7c7b\u65b0\u578b\u667a\u80fd\u4f53\u3002\u57fa\u4e8eSSM\u7684\u667a\u80fd\u4f53\u53ef\u80fd\u662f<a href=\"https:\/\/arxiv.org\/abs\/1410.5401\">\u795e\u7ecf\u56fe\u7075\u673a<\/a>\u771f\u6b63\u7684\u7ee7\u4efb\u8005\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u672c\u6587\u4e3b\u8981\u5185\u5bb9\u6765\u81ea\u4e8eManus\u5b98\u65b9\u535a\u5ba2\uff0c\u6b64\u6587\u91cd\u5728\u8bb0\u5f55\u7406\u89e3\u3002 \u5927\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\uff08context length\uff09\u662f [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":1504,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[145],"tags":[141,142],"_links":{"self":[{"href":"https:\/\/blog.humh.cn\/index.php?rest_route=\/wp\/v2\/posts\/1503"}],"collection":[{"href":"https:\/\/blog.humh.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.humh.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.humh.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.humh.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1503"}],"version-history":[{"count":1,"href":"https:\/\/blog.humh.cn\/index.php?rest_route=\/wp\/v2\/posts\/1503\/revisions"}],"predecessor-version":[{"id":1505,"href":"https:\/\/blog.humh.cn\/index.php?rest_route=\/wp\/v2\/posts\/1503\/revisions\/1505"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blog.humh.cn\/index.php?rest_route=\/wp\/v2\/media\/1504"}],"wp:attachment":[{"href":"https:\/\/blog.humh.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1503"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.humh.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1503"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.humh.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1503"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}