{"id":290,"date":"2026-05-05T00:49:50","date_gmt":"2026-05-04T16:49:50","guid":{"rendered":"https:\/\/win7er.com\/?p=290"},"modified":"2026-05-05T00:49:50","modified_gmt":"2026-05-04T16:49:50","slug":"%f0%9f%94%a5-2026%e5%b9%b45%e6%9c%88%e7%ac%ac%e4%b8%80%e5%91%a8-github-%e6%9c%80%e7%83%ad%e9%97%a8-5-%e4%b8%aa%e9%a1%b9%e7%9b%ae","status":"publish","type":"post","link":"https:\/\/win7er.com\/?p=290","title":{"rendered":"\ud83d\udd25 2026\u5e745\u6708\u7b2c\u4e00\u5468 GitHub \u6700\u70ed\u95e8 5 \u4e2a\u9879\u76ee"},"content":{"rendered":"<blockquote>\n<h2 class=\"wp-block-heading\">\u6570\u636e\u6765\u6e90\uff1aGitHub Trending\uff082026.04.28 &#8211; 2026.05.04 \u5468\u699c\uff09<\/h2>\n<\/blockquote>\n<h2 class=\"wp-block-heading\">\u524d\u8a00<\/h2>\n<p>\u6bcf\u5468\u7684 GitHub \u8d8b\u52bf\u699c\u90fd\u662f\u89c2\u5bdf\u6280\u672f\u98ce\u5411\u7684\u6700\u4f73\u7a97\u53e3\u3002\u672c\u5468\uff082026\u5e745\u6708\u7b2c\u4e00\u5468\uff09\u7684\u699c\u5355\u88ab <strong>AI Agent \u751f\u6001<\/strong>\u5168\u9762\u9738\u699c\u2014\u2014\u4ece\u7f16\u7801\u52a9\u624b\u5230\u91d1\u878d\u4ea4\u6613\uff0c\u4ece\u591a\u667a\u80fd\u4f53\u7f16\u6392\u5230\u81ea\u6211\u8fdb\u5316\uff0cAI Agent \u6b63\u5728\u4ee5\u60ca\u4eba\u7684\u901f\u5ea6\u91cd\u5851\u5f00\u53d1\u8005\u7684\u5de5\u4f5c\u65b9\u5f0f\u3002<\/p>\n<p>\u672c\u6587\u7cbe\u9009\u672c\u5468\u589e\u957f\u6700\u5feb\u3001\u6700\u5177\u5f71\u54cd\u529b\u7684 5 \u4e2a\u9879\u76ee\uff0c\u9010\u4e00\u62c6\u89e3\u5b83\u4eec\u7684\u7279\u70b9\u3001\u89e3\u51b3\u7684\u95ee\u9898\u3001\u4f7f\u7528\u573a\u666f\u3001\u672a\u6765\u8d8b\u52bf\uff0c\u4ee5\u53ca\u5feb\u901f\u90e8\u7f72\u65b9\u6cd5\u3002<\/p>\n<hr \/>\n<h2 class=\"wp-block-heading\">\u7b2c 1 \u540d\uff1aandrej-karpathy-skills<\/h2>\n<p><strong>\u9879\u76ee\u5730\u5740<\/strong>\uff1a<a href=\"https:\/\/github.com\/forrestchang\/andrej-karpathy-skills\">https:\/\/github.com\/forrestchang\/andrej-karpathy-skills<\/a>\n<strong>Star \u6570<\/strong>\uff1a\u2b50 110,945\uff08\u672c\u5468 +761\uff09\ud83d\udd25 \u70ed\u5ea6 1,923\n<strong>\u8bed\u8a00<\/strong>\uff1aMarkdown \/ Shell<\/p>\n<h3 class=\"wp-block-heading\">\ud83d\udccc \u9879\u76ee\u7279\u70b9<\/h3>\n<p>\u8fd9\u662f\u4e00\u4e2a<strong>\u5355\u6587\u4ef6\u9879\u76ee<\/strong>\u2014\u2014\u53ea\u6709\u4e00\u4e2a <code>CLAUDE.md<\/code> \u6587\u4ef6\uff0c\u5374\u6536\u83b7\u4e86 11 \u4e07+ Star\u3002\u5b83\u7684\u6838\u5fc3\u601d\u60f3\u6765\u6e90\u4e8e AI \u9886\u57df\u9876\u5c16\u5b66\u8005 Andrej Karpathy \u7684\u7f16\u7801\u54f2\u5b66\uff0c\u63d0\u70bc\u51fa 4 \u6761\u9ec4\u91d1\u6cd5\u5219\u6765\u89c4\u8303 Claude Code \u7684\u884c\u4e3a\uff1a<\/p>\n<ol>\n<li><strong>\u5148\u7406\u89e3\uff0c\u518d\u52a8\u624b<\/strong>\uff08Understand before acting\uff09<\/li>\n<li><strong>\u4fdd\u6301\u7b80\u5355<\/strong>\uff08Keep it simple\uff09<\/li>\n<li><strong>\u6700\u5c0f\u5316\u6539\u52a8<\/strong>\uff08Minimize changes\uff09<\/li>\n<li><strong>\u4e0d\u8981\u8fc7\u5ea6\u5de5\u7a0b\u5316<\/strong>\uff08No over-engineering\uff09<\/li>\n<\/ol>\n<h3 class=\"wp-block-heading\">\ud83c\udfaf \u89e3\u51b3\u4e86\u4ec0\u4e48\u95ee\u9898<\/h3>\n<p>LLM \u751f\u6210\u4ee3\u7801\u6700\u5927\u7684\u75db\u70b9\u662f\uff1a<strong>\u5bb9\u6613\u505a\u8fc7\u591a\u4e0d\u5fc5\u8981\u7684\u6539\u52a8\u3001\u5f15\u5165\u9519\u8bef\u5047\u8bbe\u3001\u8fc7\u5ea6\u590d\u6742\u5316\u65b9\u6848<\/strong>\u3002\u8fd9\u4e2a\u9879\u76ee\u7528 Karpathy \u7684\u7f16\u7801\u539f\u5219\u7ea6\u675f AI \u7684\u884c\u4e3a\uff0c\u8ba9\u751f\u6210\u7684\u4ee3\u7801\u66f4\u53ef\u9760\u3001\u66f4\u7b80\u6d01\u3001\u66f4\u7b26\u5408\u4eba\u7c7b\u5de5\u7a0b\u5e08\u7684\u6700\u4f73\u5b9e\u8df5\u3002<\/p>\n<h3 class=\"wp-block-heading\">\ud83d\udca1 \u4f7f\u7528\u573a\u666f<\/h3>\n<ul>\n<li>\u4f7f\u7528 Claude Code \u8fdb\u884c\u65e5\u5e38\u7f16\u7801\u7684\u5f00\u53d1\u8005<\/li>\n<li>\u9700\u8981\u63d0\u9ad8 LLM \u751f\u6210\u4ee3\u7801\u8d28\u91cf\u548c\u53ef\u7ef4\u62a4\u6027\u7684\u56e2\u961f<\/li>\n<li>\u4efb\u4f55\u5e0c\u671b AI \u7f16\u7801\u52a9\u624b&#8221;\u5c11\u72af\u9519\u3001\u5c11\u6539\u4ee3\u7801&#8221;\u7684\u573a\u666f<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\">\ud83d\udcc8 \u672a\u6765\u8d8b\u52bf<\/h3>\n<p>\u8fd9\u4e2a\u9879\u76ee\u6807\u5fd7\u7740\u4e00\u4e2a\u91cd\u8981\u8d8b\u52bf\uff1a<strong>Prompt Engineering \u6b63\u5728\u4ece&#8221;\u5199\u63d0\u793a\u8bcd&#8221;\u8fdb\u5316\u4e3a&#8221;\u5199\u7f16\u7801\u89c4\u8303&#8221;<\/strong>\u3002\u672a\u6765\u4f1a\u51fa\u73b0\u66f4\u591a\u57fa\u4e8e\u884c\u4e1a\u4e13\u5bb6\u7ecf\u9a8c\u7684 AI \u7f16\u7801\u884c\u4e3a\u7ea6\u675f\u6846\u67b6\uff0c\u6210\u4e3a AI \u8f85\u52a9\u5f00\u53d1\u7684\u6807\u914d\u57fa\u7840\u8bbe\u65bd\u3002<\/p>\n<h3 class=\"wp-block-heading\">\ud83d\ude80 \u5feb\u901f\u90e8\u7f72<\/h3>\n<pre><code class=\"lang-bash language-bash bash\"># \u65b9\u5f0f A\uff1a\u901a\u8fc7 Claude Code \u63d2\u4ef6\u5e02\u573a\u5b89\u88c5\n\/plugin marketplace add forrestchang\/andrej-karpathy-skills\n\/plugin install andrej-karpathy-skills@karpathy-skills\n\n# \u65b9\u5f0f B\uff1a\u76f4\u63a5\u4e0b\u8f7d\u5230\u9879\u76ee\u6839\u76ee\u5f55\ncurl -o CLAUDE.md https:\/\/raw.githubusercontent.com\/forrestchang\/andrej-karpathy-skills\/main\/CLAUDE.md\n\n# \u5df2\u6709\u9879\u76ee\u8ffd\u52a0\uff1a\necho &quot;&quot; &gt;&gt; CLAUDE.md\ncurl https:\/\/raw.githubusercontent.com\/forrestchang\/andrej-karpathy-skills\/main\/CLAUDE.md &gt;&gt; CLAUDE.md<\/code><\/pre>\n<hr \/>\n<h2 class=\"wp-block-heading\">\u7b2c 2 \u540d\uff1amattpocock\/skills<\/h2>\n<p><strong>\u9879\u76ee\u5730\u5740<\/strong>\uff1a<a href=\"https:\/\/github.com\/mattpocock\/skills\">https:\/\/github.com\/mattpocock\/skills<\/a>\n<strong>Star \u6570<\/strong>\uff1a\u2b50 58,481\uff08\u672c\u5468 +712\uff09\ud83d\udd25 \u70ed\u5ea6 2,460\n<strong>\u8bed\u8a00<\/strong>\uff1aShell<\/p>\n<h3 class=\"wp-block-heading\">\ud83d\udccc \u9879\u76ee\u7279\u70b9<\/h3>\n<p>\u6765\u81ea TypeScript \u6559\u80b2\u4e13\u5bb6 Matt Pocock \u7684&#8221;\u771f\u00b7\u5de5\u7a0b\u5e08\u6280\u80fd\u5305&#8221;\uff0c\u76f4\u63a5\u4ece\u4ed6\u7684 <code>.claude<\/code> \u76ee\u5f55\u4e2d\u5bfc\u51fa\u3002\u6838\u5fc3\u6280\u80fd\u5305\u62ec\uff1a<\/p>\n<ul>\n<li><strong><code>\/grill-me<\/code><\/strong>\uff1aAI \u4f1a\u5148\u63d0\u51fa\u4e00\u7cfb\u5217\u5c16\u9510\u95ee\u9898\uff0c\u786e\u4fdd\u5b8c\u5168\u7406\u89e3\u9700\u6c42\u540e\u518d\u52a8\u624b<\/li>\n<li><strong><code>\/grill-with-docs<\/code><\/strong>\uff1a\u7ed3\u5408\u5b98\u65b9\u6587\u6863\u8fdb\u884c\u6df1\u5ea6\u5bf9\u9f50<\/li>\n<li><strong><code>\/tdd<\/code><\/strong>\uff1a\u5b9e\u73b0\u5b8c\u6574\u7684\u7ea2-\u7eff-\u91cd\u6784 TDD \u5faa\u73af<\/li>\n<li><strong><code>\/improve-codebase-architecture<\/code><\/strong>\uff1a\u81ea\u52a8\u5206\u6790\u548c\u6539\u8fdb\u4ee3\u7801\u5e93\u67b6\u6784<\/li>\n<li><strong><code>CONTEXT.md<\/code><\/strong>\uff1a\u81ea\u52a8\u751f\u6210\u5171\u4eab\u8bed\u8a00\u6587\u6863\uff0c\u51cf\u5c11\u4eba\u673a\u6c9f\u901a\u6b67\u4e49<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\">\ud83c\udfaf \u89e3\u51b3\u4e86\u4ec0\u4e48\u95ee\u9898<\/h3>\n<p><strong>\u5f00\u53d1\u8005\u548c AI \u7f16\u7801\u52a9\u624b\u4e4b\u95f4\u7684&#8221;\u8bed\u8a00\u4e0d\u901a&#8221;<\/strong>\u3002AI \u7ecf\u5e38\u8bef\u89e3\u9700\u6c42\u3001\u5199\u51fa\u5197\u4f59\u4ee3\u7801\u3001\u5ffd\u7565\u67b6\u6784\u8bbe\u8ba1\u3002\u8fd9\u4e2a\u9879\u76ee\u901a\u8fc7\u7ed3\u6784\u5316\u7684\u6280\u80fd\u6d41\u7a0b\uff0c\u8ba9 AI \u5728\u5199\u4ee3\u7801\u524d\u5148\u63d0\u95ee\u3001\u5148\u7406\u89e3\u3001\u5148\u5199\u6d4b\u8bd5\uff0c\u4ece\u6839\u672c\u4e0a\u63d0\u5347\u4ee3\u7801\u8d28\u91cf\u3002<\/p>\n<h3 class=\"wp-block-heading\">\ud83d\udca1 \u4f7f\u7528\u573a\u666f<\/h3>\n<ul>\n<li>\u4f7f\u7528 Claude Code\u3001Cursor\u3001Codex \u7b49 AI \u7f16\u7801\u5de5\u5177\u7684\u5f00\u53d1\u8005<\/li>\n<li>\u9700\u8981\u89c4\u8303 AI \u7f16\u7801\u884c\u4e3a\u3001\u63d0\u5347\u4ee3\u7801\u8d28\u91cf\u7684\u56e2\u961f<\/li>\n<li>\u63a8\u884c TDD \u548c\u67b6\u6784\u9a71\u52a8\u5f00\u53d1\u7684\u9879\u76ee<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\">\ud83d\udcc8 \u672a\u6765\u8d8b\u52bf<\/h3>\n<p><strong>&#8220;\u6280\u80fd\u5305&#8221;\uff08Skills\uff09\u5c06\u6210\u4e3a AI \u7f16\u7801\u52a9\u624b\u7684\u6807\u51c6\u6269\u5c55\u65b9\u5f0f<\/strong>\u3002\u672a\u6765\u6bcf\u4e2a\u4e13\u4e1a\u9886\u57df\uff08\u524d\u7aef\u3001\u540e\u7aef\u3001\u6570\u636e\u79d1\u5b66\u3001\u5b89\u5168\u7b49\uff09\u90fd\u4f1a\u6709\u81ea\u5df1\u7684\u6280\u80fd\u5305\uff0c\u5f00\u53d1\u8005\u50cf\u5b89\u88c5\u63d2\u4ef6\u4e00\u6837\u4e3a AI \u7f16\u7801\u52a9\u624b\u52a0\u8f7d\u4e13\u4e1a\u80fd\u529b\u3002<\/p>\n<h3 class=\"wp-block-heading\">\ud83d\ude80 \u5feb\u901f\u90e8\u7f72<\/h3>\n<pre><code class=\"lang-bash language-bash bash\"># \u4e00\u884c\u547d\u4ee4\u5b89\u88c5\nnpx skills@latest add mattpocock\/skills\n\n# \u9009\u62e9\u9700\u8981\u7684\u6280\u80fd\u548c\u4f60\u4f7f\u7528\u7684\u7f16\u7801\u5de5\u5177\n# \u786e\u4fdd\u9009\u4e2d \/setup-matt-pocock-skills\n\n# \u5728\u4f60\u7684 AI \u7f16\u7801\u5de5\u5177\u4e2d\u8fd0\u884c\uff1a\n\/setup-matt-pocock-skills<\/code><\/pre>\n<hr \/>\n<h2 class=\"wp-block-heading\">\u7b2c 3 \u540d\uff1aruflo<\/h2>\n<p><strong>\u9879\u76ee\u5730\u5740<\/strong>\uff1a<a href=\"https:\/\/github.com\/ruvnet\/ruflo\">https:\/\/github.com\/ruvnet\/ruflo<\/a>\n<strong>Star \u6570<\/strong>\uff1a\u2b50 40,592\uff08\u672c\u5468 +696\uff09\ud83d\udd25 \u70ed\u5ea6 2,302\n<strong>\u8bed\u8a00<\/strong>\uff1aTypeScript<\/p>\n<h3 class=\"wp-block-heading\">\ud83d\udccc \u9879\u76ee\u7279\u70b9<\/h3>\n<p>ruflo \u662f\u76ee\u524d\u6700\u5168\u9762\u7684 <strong>AI Agent \u7f16\u6392\u5e73\u53f0<\/strong>\uff0c\u4e13\u4e3a Claude Code \u8bbe\u8ba1\uff0c\u6838\u5fc3\u4eae\u70b9\uff1a<\/p>\n<ul>\n<li><strong>\u81ea\u5b66\u4e60\/\u81ea\u4f18\u5316\u67b6\u6784<\/strong>\uff1aAgent \u4ece\u6bcf\u6b21\u4efb\u52a1\u4e2d\u5b66\u4e60\uff0c\u8de8\u4f1a\u8bdd\u8bb0\u5fc6\uff0c\u81ea\u52a8\u4f18\u5316\u884c\u4e3a<\/li>\n<li><strong>\u96f6\u4fe1\u4efb\u8054\u90a6\u901a\u4fe1<\/strong>\uff1a\u8de8\u673a\u5668\u3001\u8de8\u7ec4\u7ec7\u7684 Agent \u53ef\u4ee5\u5b89\u5168\u53d1\u73b0\u3001\u8ba4\u8bc1\u548c\u4ea4\u6362\u5de5\u4f5c\uff0c\u4e0d\u6cc4\u9732\u6570\u636e<\/li>\n<li><strong>\u7fa4\u4f53\u534f\u8c03\uff08Swarm Coordination\uff09<\/strong>\uff1a\u652f\u6301\u5c42\u7ea7\u5f0f\u3001\u7f51\u72b6\u3001\u81ea\u9002\u5e94\u62d3\u6251\u7ed3\u6784\uff0c\u5185\u7f6e\u5171\u8bc6\u673a\u5236<\/li>\n<li><strong>\u4e30\u5bcc\u7684\u63d2\u4ef6\u751f\u6001<\/strong>\uff1a\u6838\u5fc3\u63d2\u4ef6 + \u8702\u7fa4\u63d2\u4ef6 + \u81ea\u52a8\u9a7e\u9a76\u63d2\u4ef6 + \u8054\u90a6\u63d2\u4ef6<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\">\ud83c\udfaf \u89e3\u51b3\u4e86\u4ec0\u4e48\u95ee\u9898<\/h3>\n<p><strong>\u591a Agent \u7cfb\u7edf\u7684\u7ba1\u7406\u548c\u534f\u8c03\u96be\u9898<\/strong>\u3002\u5f53\u4f60\u7684 AI \u7cfb\u7edf\u5305\u542b\u591a\u4e2a Agent \u65f6\uff0c\u5982\u4f55\u8ba9\u5b83\u4eec\u9ad8\u6548\u534f\u4f5c\u3001\u5b89\u5168\u901a\u4fe1\u3001\u6301\u7eed\u8fdb\u5316\uff1fruflo \u63d0\u4f9b\u4e86\u4e00\u7ad9\u5f0f\u7684\u7f16\u6392\u6846\u67b6\uff0c\u8ba9 Agent \u50cf\u8702\u7fa4\u4e00\u6837\u81ea\u4e3b\u7ec4\u7ec7\u3001\u5206\u5de5\u534f\u4f5c\u3002<\/p>\n<h3 class=\"wp-block-heading\">\ud83d\udca1 \u4f7f\u7528\u573a\u666f<\/h3>\n<ul>\n<li>\u6784\u5efa\u590d\u6742\u591a Agent \u7cfb\u7edf\u7684\u5f00\u53d1\u56e2\u961f<\/li>\n<li>\u9700\u8981\u8de8\u673a\u5668\/\u8de8\u7ec4\u7ec7\u90e8\u7f72 AI Agent \u7684\u4f01\u4e1a<\/li>\n<li>\u5bf9\u8bdd\u5f0f AI\u3001\u667a\u80fd\u5ba2\u670d\u3001\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u7b49\u573a\u666f<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\">\ud83d\udcc8 \u672a\u6765\u8d8b\u52bf<\/h3>\n<p><strong>Agent \u7f16\u6392\uff08Agent Orchestration\uff09\u662f 2026 \u5e74\u6700\u786e\u5b9a\u7684\u6280\u672f\u8d5b\u9053\u4e4b\u4e00<\/strong>\u3002\u968f\u7740\u4f01\u4e1a AI \u5e94\u7528\u4ece\u5355 Agent \u8d70\u5411\u591a Agent \u534f\u4f5c\uff0c\u50cf ruflo \u8fd9\u6837\u7684\u7f16\u6392\u5e73\u53f0\u5c06\u6210\u4e3a\u57fa\u7840\u8bbe\u65bd\u7ea7\u522b\u7684\u5de5\u5177\u3002\u96f6\u4fe1\u4efb\u8054\u90a6\u901a\u4fe1\u66f4\u662f\u4e3a\u4f01\u4e1a\u7ea7\u90e8\u7f72\u626b\u6e05\u4e86\u5b89\u5168\u969c\u788d\u3002<\/p>\n<h3 class=\"wp-block-heading\">\ud83d\ude80 \u5feb\u901f\u90e8\u7f72<\/h3>\n<pre><code class=\"lang-bash language-bash bash\"># \u4f5c\u4e3a Claude Code \u539f\u751f\u63d2\u4ef6\u5b89\u88c5\n\n# 1. \u6dfb\u52a0\u63d2\u4ef6\u5e02\u573a\n\/plugin marketplace add ruvnet\/ruflo\n\n# 2. \u5b89\u88c5\u6838\u5fc3\u7ec4\u4ef6\u548c\u6240\u9700\u63d2\u4ef6\n\/plugin install ruflo-core@ruflo\n\/plugin install ruflo-swarm@ruflo\n\/plugin install ruflo-autopilot@ruflo\n\/plugin install ruflo-federation@ruflo\n\n# 3. \u6700\u65b0\u7248\u672c v3.6.27\uff082026-05-04\uff09\uff0c\u5df2\u652f\u6301 Ollama \u63d0\u4f9b\u5546<\/code><\/pre>\n<hr \/>\n<h2 class=\"wp-block-heading\">\u7b2c 4 \u540d\uff1aTradingAgents<\/h2>\n<p><strong>\u9879\u76ee\u5730\u5740<\/strong>\uff1a<a href=\"https:\/\/github.com\/TauricResearch\/TradingAgents\">https:\/\/github.com\/TauricResearch\/TradingAgents<\/a>\n<strong>Star \u6570<\/strong>\uff1a\u2b50 66,718\uff08\u672c\u5468 +670\uff09\ud83d\udd25 \u70ed\u5ea6 1,878\n<strong>\u8bed\u8a00<\/strong>\uff1aPython | \u6846\u67b6\uff1aLangGraph<\/p>\n<h3 class=\"wp-block-heading\">\ud83d\udccc \u9879\u76ee\u7279\u70b9<\/h3>\n<p>\u4e00\u4e2a<strong>\u591a Agent \u91d1\u878d\u4ea4\u6613\u6846\u67b6<\/strong>\uff0c\u7528 LLM \u6a21\u62df\u771f\u5b9e\u4ea4\u6613\u516c\u53f8\u7684\u8fd0\u4f5c\u6a21\u5f0f\uff1a<\/p>\n<ul>\n<li><strong>\u89d2\u8272\u5206\u5de5\u660e\u786e<\/strong>\uff1a\u5206\u6790\u5e08\uff08Analyst\uff09\u3001\u7814\u7a76\u5458\uff08Researcher\uff09\u3001\u4ea4\u6613\u5458\uff08Trader\uff09\u3001\u98ce\u63a7\u7ecf\u7406\uff08Risk Manager\uff09\u5404\u53f8\u5176\u804c<\/li>\n<li><strong>\u591a LLM \u63d0\u4f9b\u5546\u652f\u6301<\/strong>\uff1aOpenAI\u3001Anthropic\u3001Google Gemini \u7b49\u5747\u53ef\u63a5\u5165<\/li>\n<li><strong>\u7ed3\u6784\u5316\u8f93\u51fa<\/strong>\uff1a\u7814\u7a76\u7ecf\u7406\u3001\u4ea4\u6613\u5458\u3001\u6295\u8d44\u7ec4\u5408\u7ecf\u7406\u7b49 Agent \u8f93\u51fa\u7ed3\u6784\u5316\u51b3\u7b56<\/li>\n<li><strong>LangGraph \u9a71\u52a8<\/strong>\uff1a\u57fa\u4e8e LangGraph \u5b9e\u73b0\u7075\u6d3b\u7684 Agent \u5de5\u4f5c\u6d41\u7f16\u6392<\/li>\n<li><strong>\u5b8c\u6574\u56de\u6d4b\u7cfb\u7edf<\/strong>\uff1a\u96c6\u6210 backtrader \u5f15\u64ce\uff0c\u652f\u6301\u7b56\u7565\u56de\u6d4b<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\">\ud83c\udfaf \u89e3\u51b3\u4e86\u4ec0\u4e48\u95ee\u9898<\/h3>\n<p><strong>\u4f20\u7edf\u91cf\u5316\u4ea4\u6613\u95e8\u69db\u9ad8\u3001\u7b56\u7565\u5206\u6790\u4f9d\u8d56\u4eba\u5de5<\/strong>\u3002TradingAgents \u7528\u591a Agent \u534f\u4f5c\u6a21\u62df\u771f\u5b9e\u4ea4\u6613\u56e2\u961f\uff0c\u6bcf\u4e2a Agent \u8d1f\u8d23\u4e00\u4e2a\u4e13\u4e1a\u89d2\u8272\uff0c\u5171\u540c\u5b8c\u6210\u5e02\u573a\u5206\u6790\u3001\u7b56\u7565\u5236\u5b9a\u3001\u98ce\u9669\u7ba1\u7406\u548c\u4ea4\u6613\u51b3\u7b56\uff0c\u8ba9 AI \u6210\u4e3a\u4f60\u7684&#8221;\u865a\u62df\u4ea4\u6613\u56e2\u961f&#8221;\u3002<\/p>\n<h3 class=\"wp-block-heading\">\ud83d\udca1 \u4f7f\u7528\u573a\u666f<\/h3>\n<ul>\n<li>\u91d1\u878d\u673a\u6784\u548c\u91cf\u5316\u4ea4\u6613\u56e2\u961f\u7684\u5e02\u573a\u5206\u6790\u548c\u51b3\u7b56\u652f\u6301<\/li>\n<li>\u4e2a\u4eba\u6295\u8d44\u8005\u7684\u7b56\u7565\u56de\u6d4b\u548c sentiment \u5206\u6790<\/li>\n<li>\u91d1\u878d AI \u7814\u7a76\u548c\u6559\u80b2<\/li>\n<li>\u98ce\u9669\u7ba1\u7406\u81ea\u52a8\u5316<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\">\ud83d\udcc8 \u672a\u6765\u8d8b\u52bf<\/h3>\n<p><strong>AI \u9a71\u52a8\u7684\u91d1\u878d\u4ea4\u6613\u6b63\u5728\u4ece&#8221;\u5355\u6a21\u578b\u9884\u6d4b&#8221;\u8d70\u5411&#8221;\u591a Agent \u534f\u4f5c\u51b3\u7b56&#8221;<\/strong>\u3002TradingAgents \u4ee3\u8868\u4e86\u8fd9\u4e2a\u65b9\u5411\u7684\u524d\u6cbf\u63a2\u7d22\u3002\u672a\u6765\uff0c\u968f\u7740\u66f4\u591a\u91d1\u878d\u6570\u636e\u7684\u5f00\u653e\u548c AI \u80fd\u529b\u7684\u63d0\u5347\uff0c\u591a Agent \u91d1\u878d\u7cfb\u7edf\u6709\u671b\u6210\u4e3a\u884c\u4e1a\u6807\u51c6\u914d\u7f6e\u3002<\/p>\n<h3 class=\"wp-block-heading\">\ud83d\ude80 \u5feb\u901f\u90e8\u7f72<\/h3>\n<pre><code class=\"lang-bash language-bash bash\"># \u65b9\u5f0f A\uff1a\u6e90\u7801\u90e8\u7f72\ngit clone https:\/\/github.com\/TauricResearch\/TradingAgents.git\ncd TradingAgents\npython -m venv venv\nsource venv\/bin\/activate  # Linux\/macOS\npip install -r requirements.txt\n\n# \u914d\u7f6e API Key\nexport OPENAI_API_KEY=&quot;your-key&quot;\n# \u6216\nexport ANTHROPIC_API_KEY=&quot;your-key&quot;\n\n# \u8fd0\u884c\npython -m tradingagents\n\n# \u65b9\u5f0f B\uff1aDocker \u90e8\u7f72\ndocker build -t tradingagents .\ndocker run -e OPENAI_API_KEY=your-key tradingagents\n\n# \u6700\u65b0\u7248\u672c v0.2.4\uff082026-04-25\uff09\uff1a\u65b0\u589e\u7ed3\u6784\u5316\u8f93\u51fa Agent\u3001\u65ad\u70b9\u7eed\u8dd1\u3001\u6301\u4e45\u5316\u51b3\u7b56\u65e5\u5fd7<\/code><\/pre>\n<hr \/>\n<h2 class=\"wp-block-heading\">\u7b2c 5 \u540d\uff1ahermes-agent<\/h2>\n<p><strong>\u9879\u76ee\u5730\u5740<\/strong>\uff1a<a href=\"https:\/\/github.com\/NousResearch\/hermes-agent\">https:\/\/github.com\/NousResearch\/hermes-agent<\/a>\n<strong>Star \u6570<\/strong>\uff1a\u2b50 132,289\uff08\u672c\u5468 +449\uff09\ud83d\udd25 \u70ed\u5ea6 1,327\n<strong>\u8bed\u8a00<\/strong>\uff1aPython<\/p>\n<h3 class=\"wp-block-heading\">\ud83d\udccc \u9879\u76ee\u7279\u70b9<\/h3>\n<p>\u6765\u81ea NousResearch\uff08\u77e5\u540d\u5f00\u6e90 AI \u5b9e\u9a8c\u5ba4\uff09\u7684<strong>\u81ea\u6211\u8fdb\u5316 AI Agent<\/strong>\uff0c\u662f\u76ee\u524d Star \u6570\u6700\u9ad8\u7684\u9879\u76ee\u4e4b\u4e00\uff1a<\/p>\n<ul>\n<li><strong>\u81ea\u6211\u6539\u8fdb AI<\/strong>\uff1a\u4ece\u7ecf\u9a8c\u4e2d\u521b\u5efa\u548c\u6539\u8fdb\u6280\u80fd\uff0c\u81ea\u4e3b\u589e\u5f3a\u80fd\u529b\uff0c\u8d8a\u7528\u8d8a\u806a\u660e<\/li>\n<li><strong>\u591a\u5e73\u53f0\u652f\u6301<\/strong>\uff1aTelegram\u3001Discord\u3001Slack\u3001WhatsApp\u3001Signal\u3001CLI \u5168\u8986\u76d6<\/li>\n<li><strong>\u95ed\u73af\u5b66\u4e60\u7cfb\u7edf<\/strong>\uff1a\u7cbe\u5fc3\u7b56\u5212\u7684\u8bb0\u5fc6\u5e93 + \u81ea\u4e3b\u6280\u80fd\u521b\u5efa + \u4f7f\u7528\u4e2d\u81ea\u6211\u6539\u8fdb<\/li>\n<li><strong>\u5b9a\u65f6\u81ea\u52a8\u5316<\/strong>\uff1a\u5185\u7f6e cron \u8c03\u5ea6\u5668\uff0c\u652f\u6301\u81ea\u7136\u8bed\u8a00\u7f16\u5199\u7684\u5b9a\u65f6\u4efb\u52a1<\/li>\n<li><strong>\u5e76\u884c\u5b50 Agent<\/strong>\uff1a\u53ef\u4ee5\u6d3e\u751f\u9694\u79bb\u7684\u5b50 Agent \u5904\u7406\u5e76\u884c\u5de5\u4f5c\u6d41<\/li>\n<li><strong>\u7814\u7a76\u5c31\u7eea<\/strong>\uff1a\u652f\u6301\u6279\u91cf\u8f68\u8ff9\u751f\u6210\u3001Atropos RL \u73af\u5883\u3001\u8f68\u8ff9\u538b\u7f29<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\">\ud83c\udfaf \u89e3\u51b3\u4e86\u4ec0\u4e48\u95ee\u9898<\/h3>\n<p><strong>AI Agent \u7684&#8221;\u4e00\u6b21\u6027&#8221;\u95ee\u9898<\/strong>\u2014\u2014\u5927\u591a\u6570 Agent \u6bcf\u6b21\u8fd0\u884c\u90fd\u662f\u5168\u65b0\u7684\uff0c\u65e0\u6cd5\u4ece\u7ecf\u9a8c\u4e2d\u5b66\u4e60\u3002hermes-agent \u5b9e\u73b0\u4e86\u771f\u6b63\u7684\u6301\u7eed\u5b66\u4e60\u95ed\u73af\uff0c\u8ba9 Agent \u80fd\u591f\u79ef\u7d2f\u77e5\u8bc6\u3001\u8fdb\u5316\u6280\u80fd\u3001\u81ea\u4e3b\u521b\u5efa\u65b0\u80fd\u529b\uff0c\u4ece&#8221;\u5de5\u5177&#8221;\u53d8\u6210&#8221;\u4f19\u4f34&#8221;\u3002<\/p>\n<h3 class=\"wp-block-heading\">\ud83d\udca1 \u4f7f\u7528\u573a\u666f<\/h3>\n<ul>\n<li>\u6784\u5efa\u8de8\u5e73\u53f0\u7684\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba<\/li>\n<li>\u670d\u52a1\u5668\u8fd0\u7ef4\u81ea\u52a8\u5316\uff08\u65e5\u62a5\u3001\u5907\u4efd\u3001\u5ba1\u8ba1\uff09<\/li>\n<li>\u590d\u6742 AI \u5de5\u4f5c\u6d41\u7684\u7f16\u6392\u548c\u6267\u884c<\/li>\n<li>AI \u7814\u7a76\u548c RLHF \u6570\u636e\u751f\u6210<\/li>\n<li>\u4e2a\u4eba\/\u56e2\u961f\u7684 AI \u79c1\u4eba\u52a9\u624b<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\">\ud83d\udcc8 \u672a\u6765\u8d8b\u52bf<\/h3>\n<p><strong>\u81ea\u6211\u8fdb\u5316\u7684 AI Agent \u662f\u901a\u5f80 AGI \u7684\u5173\u952e\u8def\u5f84\u4e4b\u4e00<\/strong>\u3002hermes-agent \u7684\u95ed\u73af\u5b66\u4e60\u7cfb\u7edf\u4ee3\u8868\u4e86 Agent \u53d1\u5c55\u7684\u65b9\u5411\uff1a\u4ece\u88ab\u52a8\u6267\u884c\u6307\u4ee4\u5230\u4e3b\u52a8\u5b66\u4e60\u548c\u6539\u8fdb\u3002\u968f\u7740\u7814\u7a76\u529f\u80fd\u7684\u4e0d\u65ad\u5b8c\u5584\uff0c\u5b83\u6709\u671b\u6210\u4e3a AI \u7814\u7a76\u793e\u533a\u7684\u91cd\u8981\u57fa\u7840\u8bbe\u65bd\u3002<\/p>\n<h3 class=\"wp-block-heading\">\ud83d\ude80 \u5feb\u901f\u90e8\u7f72<\/h3>\n<pre><code class=\"lang-bash language-bash bash\"># \u4e00\u884c\u547d\u4ee4\u5b89\u88c5\ncurl -fsSL https:\/\/raw.githubusercontent.com\/NousResearch\/hermes-agent\/main\/scripts\/install.sh | bash\n\n# \u52a0\u8f7d\u73af\u5883\u53d8\u91cf\nsource ~\/.bashrc\n\n# \u542f\u52a8\nhermes\n\n# \u914d\u7f6e\u6a21\u578b\nhermes model\nhermes config set\n\n# \u914d\u7f6e\u5de5\u5177\nhermes tools\n\n# \u542f\u52a8\u7f51\u5173\uff08\u652f\u6301 Telegram\/Discord\/Slack \u7b49\uff09\nhermes gateway\n\n# \u8fd0\u884c\u5065\u5eb7\u68c0\u67e5\nhermes doctor\n\n# \u66f4\u65b0\nhermes update\n\n# \u6700\u65b0\u7248\u672c v0.12.0\uff082026-04-30\uff09\n# \u652f\u6301\u5e73\u53f0\uff1aLinux\u3001macOS\u3001WSL2\u3001Android (Termux)\u3001Docker<\/code><\/pre>\n<hr \/>\n<h2 class=\"wp-block-heading\">\ud83d\udcca \u672c\u5468\u8d8b\u52bf\u603b\u7ed3<\/h2>\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\">\n<thead>\n<tr>\n<th>\u6392\u540d<\/th>\n<th>\u9879\u76ee<\/th>\n<th>Star \u603b\u6570<\/th>\n<th>\u5468\u589e\u957f<\/th>\n<th>\u6838\u5fc3\u65b9\u5411<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>1<\/td>\n<td>andrej-karpathy-skills<\/td>\n<td>110,945<\/td>\n<td>+761<\/td>\n<td>AI \u7f16\u7801\u89c4\u8303<\/td>\n<\/tr>\n<tr>\n<td>2<\/td>\n<td>mattpocock\/skills<\/td>\n<td>58,481<\/td>\n<td>+712<\/td>\n<td>AI \u7f16\u7801\u6280\u80fd\u5305<\/td>\n<\/tr>\n<tr>\n<td>3<\/td>\n<td>ruflo<\/td>\n<td>40,592<\/td>\n<td>+696<\/td>\n<td>Agent \u7f16\u6392<\/td>\n<\/tr>\n<tr>\n<td>4<\/td>\n<td>TradingAgents<\/td>\n<td>66,718<\/td>\n<td>+670<\/td>\n<td>\u91d1\u878d\u591a Agent<\/td>\n<\/tr>\n<tr>\n<td>5<\/td>\n<td>hermes-agent<\/td>\n<td>132,289<\/td>\n<td>+449<\/td>\n<td>\u81ea\u6211\u8fdb\u5316 Agent<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n<h3 class=\"wp-block-heading\">\ud83d\udd11 \u4e09\u5927\u5173\u952e\u8d8b\u52bf<\/h3>\n<ol>\n<li>\n<p><strong>AI \u7f16\u7801\u52a9\u624b\u8fdb\u5165&#8221;\u4e13\u4e1a\u5316&#8221;\u9636\u6bb5<\/strong>\uff1a\u524d\u4e24\u540d\u90fd\u662f\u7f16\u7801\u8f85\u52a9\u5de5\u5177\uff0c\u8bf4\u660e\u5f00\u53d1\u8005\u4e0d\u518d\u6ee1\u8db3\u4e8e&#8221;\u80fd\u5199\u4ee3\u7801\u7684 AI&#8221;\uff0c\u800c\u662f\u9700\u8981&#8221;\u61c2\u89c4\u8303\u3001\u4f1a\u63d0\u95ee\u3001\u91cd\u67b6\u6784\u7684 AI \u5de5\u7a0b\u5e08&#8221;<\/p>\n<\/li>\n<li>\n<p><strong>\u591a Agent \u7f16\u6392\u6210\u4e3a\u57fa\u7840\u8bbe\u65bd<\/strong>\uff1aruflo \u548c TradingAgents \u90fd\u805a\u7126\u591a Agent \u534f\u4f5c\uff0cAgent-to-Agent \u901a\u4fe1\u3001\u7f16\u6392\u3001\u534f\u8c03\u6b63\u5728\u6210\u4e3a\u65b0\u7684\u6280\u672f\u6808<\/p>\n<\/li>\n<li>\n<p><strong>\u81ea\u6211\u8fdb\u5316 Agent \u4ece\u5b9e\u9a8c\u5ba4\u8d70\u5411\u5b9e\u7528<\/strong>\uff1ahermes-agent 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