{"id":279,"date":"2026-04-23T13:47:49","date_gmt":"2026-04-23T05:47:49","guid":{"rendered":"https:\/\/win7er.com\/?p=279"},"modified":"2026-04-23T13:49:50","modified_gmt":"2026-04-23T05:49:50","slug":"github-%e6%9c%ac%e5%91%a8%e9%a3%99%e5%8d%87%e6%9c%80%e5%bf%ab%e7%9a%84-5-%e4%b8%aa%e9%a1%b9%e7%9b%ae%ef%bc%9aai-agent-%e7%94%9f%e6%80%81%e5%85%a8%e9%9d%a2%e7%88%86%e5%8f%91","status":"publish","type":"post","link":"https:\/\/win7er.com\/?p=279","title":{"rendered":"GitHub \u672c\u5468\u98d9\u5347\u6700\u5feb\u7684 5 \u4e2a\u9879\u76ee\uff1aAI Agent \u751f\u6001\u5168\u9762\u7206\u53d1"},"content":{"rendered":"<h2 class=\"wp-block-heading\">\u7ed3\u8bba\u5148\u884c<\/h2>\n<p>\u672c\u5468 GitHub \u8d8b\u52bf\u699c\u51fa\u73b0\u4e86\u4e00\u4e2a\u6807\u5fd7\u6027\u4fe1\u53f7\uff1a<strong>AI Agent \u751f\u6001\u5df2\u7ecf\u4ece\u5355\u4e00\u5de5\u5177\u8d70\u5411\u5168\u9762\u7e41\u8363<\/strong>\u3002\u524d 5 \u540d\u98d9\u5347\u9879\u76ee\u4e2d\uff0c4 \u4e2a\u4e0e AI Agent \u76f4\u63a5\u76f8\u5173\uff0c\u6db5\u76d6\u7f16\u7801\u8f85\u52a9\u3001\u591a\u5e73\u53f0\u667a\u80fd\u4f53\u3001\u8bed\u97f3\u5408\u6210\u3001LLM \u6559\u5b66\uff0c\u4ee5\u53ca\u5e95\u5c42\u5b89\u5168\u57fa\u7840\u8bbe\u65bd\u3002\u8fd9\u4e0d\u4ec5\u662f\u70ed\u5ea6\u7684\u53d8\u5316\uff0c\u66f4\u662f\u5f00\u53d1\u8005\u7fa4\u4f53\u4ece&#8221;\u5c1d\u8bd5 AI&#8221;\u5411&#8221;\u6df1\u5ea6\u4f9d\u8d56 AI&#8221;\u8f6c\u53d8\u7684\u660e\u786e\u4fe1\u53f7\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f\u672c\u5468\u98d9\u5347\u6700\u5feb\u7684 5 \u4e2a\u9879\u76ee\uff1a<\/p>\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>\u7c7b\u578b<\/th>\n<th>\u672c\u5468\u8d8b\u52bf<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\ud83e\udd47<\/td>\n<td>andrej-karpathy-skills<\/td>\n<td>AI \u7f16\u7801\u8f85\u52a9<\/td>\n<td>\u4ece\u7b2c 2 \u8dc3\u5347\u81f3\u7b2c 1<\/td>\n<\/tr>\n<tr>\n<td>\ud83e\udd48<\/td>\n<td>hermes-agent<\/td>\n<td>\u591a\u5e73\u53f0 AI \u667a\u80fd\u4f53<\/td>\n<td>\u4e0a\u5468\u51a0\u519b\uff0c\u7a33\u5c45\u524d 2<\/td>\n<\/tr>\n<tr>\n<td>\ud83e\udd49<\/td>\n<td>voicebox<\/td>\n<td>AI \u8bed\u97f3\u5408\u6210<\/td>\n<td>\u65b0\u5165\u699c\uff0c\u98d9\u5347\u6700\u5feb<\/td>\n<\/tr>\n<tr>\n<td>4<\/td>\n<td>dive-into-llms<\/td>\n<td>LLM \u6559\u5b66\u6559\u7a0b<\/td>\n<td>\u65b0\u5165\u699c<\/td>\n<\/tr>\n<tr>\n<td>5<\/td>\n<td>magika<\/td>\n<td>AI \u6587\u4ef6\u68c0\u6d4b<\/td>\n<td>\u65b0\u5165\u699c<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n<hr \/>\n<h2 class=\"wp-block-heading\">1. andrej-karpathy-skills \u2b50 \u672c\u5468\u51a0\u519b<\/h2>\n<p><strong>GitHub<\/strong>: <code>forrestchang\/andrej-karpathy-skills<\/code><br \/>\n<strong>\u8bed\u8a00<\/strong>: Markdown + Claude Code \u914d\u7f6e<br \/>\n<strong>\u5b9a\u4f4d<\/strong>: \u57fa\u4e8e Andrej Karpathy \u7f16\u7801\u7406\u5ff5\u6253\u9020\u7684 Claude Code \u589e\u5f3a\u914d\u7f6e<\/p>\n<h3 class=\"wp-block-heading\">\u89e3\u51b3\u4e86\u4ec0\u4e48\u95ee\u9898\uff1f<\/h3>\n<p>AI \u7f16\u7801\u52a9\u624b\uff08\u5c24\u5176\u662f Claude Code\uff09\u5728\u5b9e\u6218\u4e2d\u5b58\u5728\u51e0\u4e2a\u7ecf\u5178\u95ee\u9898\uff1a<\/p>\n<ul>\n<li><strong>\u8fc7\u5ea6\u5de5\u7a0b\u5316<\/strong>\uff1aLLM \u503e\u5411\u4e8e\u6dfb\u52a0\u4e0d\u5fc5\u8981\u7684\u62bd\u8c61\u5c42\u548c\u590d\u6742\u8bbe\u8ba1<\/li>\n<li><strong>\u8303\u56f4\u8513\u5ef6<\/strong>\uff1a\u4fee\u6539\u4ee3\u7801\u65f6&#8221;\u987a\u624b\u6539\u8fdb&#8221;\u65e0\u5173\u90e8\u5206\uff0c\u5f15\u5165\u610f\u5916 bug<\/li>\n<li><strong>\u7f3a\u4e4f\u9a8c\u8bc1<\/strong>\uff1a\u5199\u5b8c\u4ee3\u7801\u4e0d\u8dd1\u6d4b\u8bd5\uff0c\u4e0d\u786e\u8ba4\u662f\u5426\u771f\u6b63\u89e3\u51b3\u95ee\u9898<\/li>\n<li><strong>\u98ce\u683c\u4e0d\u4e00\u81f4<\/strong>\uff1a\u751f\u6210\u7684\u4ee3\u7801\u4e0e\u9879\u76ee\u73b0\u6709\u98ce\u683c\u4e0d\u5339\u914d<\/li>\n<\/ul>\n<p>\u8fd9\u4e9b\u95ee\u9898\u5728 Andrej Karpathy \u7684\u535a\u5ba2\u4e2d\u88ab\u53cd\u590d\u63d0\u53ca\uff0c\u800c\u8fd9\u4e2a\u9879\u76ee\u7684\u4ef7\u503c\u5728\u4e8e\uff1a<strong>\u628a Karpathy \u7684\u7ecf\u9a8c\u6559\u8bad\u7ffb\u8bd1\u6210\u4e86 Claude Code \u53ef\u6267\u884c\u7684\u7cfb\u7edf\u6307\u4ee4<\/strong>\u3002<\/p>\n<h3 class=\"wp-block-heading\">\u6838\u5fc3\u7279\u70b9<\/h3>\n<ul>\n<li><strong>\u5355\u6587\u4ef6\u8bbe\u8ba1<\/strong>\uff1a\u53ea\u6709\u4e00\u4e2a <code>CLAUDE.md<\/code> \u6587\u4ef6\uff0c\u6781\u7b80\u4e3b\u4e49<\/li>\n<li><strong>\u6e90\u81ea\u5b9e\u6218<\/strong>\uff1a\u6bcf\u4e00\u6761\u89c4\u5219\u90fd\u6765\u81ea Karpathy \u7684\u771f\u5b9e\u7f16\u7801\u7ecf\u9a8c<\/li>\n<li><strong>\u5373\u63d2\u5373\u7528<\/strong>\uff1a\u4f5c\u4e3a Claude Code \u63d2\u4ef6\u5b89\u88c5\uff0c\u8de8\u6240\u6709\u9879\u76ee\u751f\u6548<\/li>\n<li><strong>\u6838\u5fc3\u7406\u5ff5<\/strong>\uff1a\n<ul>\n<li>\u7b80\u6d01\u4f18\u5148\uff1a\u6700\u5c11\u4ee3\u7801\uff0c\u4e0d\u6dfb\u52a0\u5047\u8bbe\u6027\u529f\u80fd<\/li>\n<li>\u5916\u79d1\u624b\u672f\u5f0f\u4fee\u6539\uff1a\u53ea\u6539\u9700\u8981\u7684\u90e8\u5206\uff0c\u4e0d\u52a8\u65e0\u5173\u4ee3\u7801<\/li>\n<li>\u76ee\u6807\u9a71\u52a8\uff1a\u5b9a\u4e49\u6210\u529f\u6807\u51c6\uff0c\u7528\u6d4b\u8bd5\u9a8c\u8bc1<\/li>\n<\/ul><\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\">\u4f7f\u7528\u573a\u666f<\/h3>\n<ul>\n<li>\u4f7f\u7528 Claude Code \u8fdb\u884c\u65e5\u5e38\u5f00\u53d1\u7684\u5de5\u7a0b\u5e08<\/li>\n<li>\u5e0c\u671b AI \u7f16\u7801\u8f93\u51fa\u66f4\u53ef\u63a7\u3001\u66f4\u7b80\u6d01\u7684\u56e2\u961f<\/li>\n<li>\u538c\u5026\u4e86 LLM \u751f\u6210\u8fc7\u5ea6\u590d\u6742\u4ee3\u7801\u7684\u5f00\u53d1\u8005<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\">\u5feb\u901f\u90e8\u7f72<\/h3>\n<pre><code class=\"lang-bash language-bash bash\"># \u65b9\u5f0f\u4e00\uff1a\u4e0b\u8f7d\u4e3a\u5355\u6587\u4ef6\uff08\u9879\u76ee\u7ea7\uff09\ncurl -o CLAUDE.md https:\/\/raw.githubusercontent.com\/forrestchang\/andrej-karpathy-skills\/main\/CLAUDE.md\n\n# \u65b9\u5f0f\u4e8c\uff1a\u5b89\u88c5\u4e3a Claude Code \u63d2\u4ef6\uff08\u5168\u5c40\u751f\u6548\uff09\n# \u5b89\u88c5\u540e\u81ea\u52a8\u5e94\u7528\u4e8e\u6240\u6709\u9879\u76ee<\/code><\/pre>\n<h3 class=\"wp-block-heading\">\u9002\u7528\u7528\u6237<\/h3>\n<ul>\n<li><strong>\u6700\u4f73\u7528\u6237<\/strong>\uff1aClaude Code \u91cd\u5ea6\u4f7f\u7528\u8005\uff0c\u7279\u522b\u662f\u4e2a\u4eba\u5f00\u53d1\u8005\u548c\u5c0f\u578b\u56e2\u961f<\/li>\n<li><strong>\u4e0d\u9002\u5408<\/strong>\uff1a\u4e0d\u4f7f\u7528 Claude Code \u7684\u5f00\u53d1\u8005\uff08\u8be5\u9879\u76ee\u4e13\u4e3a Claude Code \u8bbe\u8ba1\uff09<\/li>\n<\/ul>\n<hr \/>\n<h2 class=\"wp-block-heading\">2. hermes-agent \u2b50 \u591a\u5e73\u53f0 AI \u667a\u80fd\u4f53<\/h2>\n<p><strong>GitHub<\/strong>: <code>NousResearch\/hermes-agent<\/code><br \/>\n<strong>\u8bed\u8a00<\/strong>: Python<br \/>\n<strong>\u5b9a\u4f4d<\/strong>: \u7531 Nous Research \u6253\u9020\u7684&#8221;\u4e0e\u4f60\u4e00\u8d77\u6210\u957f&#8221;\u7684\u591a\u5e73\u53f0 AI \u667a\u80fd\u4f53<\/p>\n<h3 class=\"wp-block-heading\">\u89e3\u51b3\u4e86\u4ec0\u4e48\u95ee\u9898\uff1f<\/h3>\n<p>\u5f53\u524d AI \u52a9\u624b\u751f\u6001\u6700\u5927\u7684\u75db\u70b9\u662f<strong>\u788e\u7247\u5316<\/strong>\uff1a<\/p>\n<ul>\n<li>\u4f60\u5728 Telegram \u9700\u8981\u4e00\u4e2a bot\uff0c\u5728 Slack \u9700\u8981\u53e6\u4e00\u4e2a bot\uff0c\u5728 Discord \u53c8\u9700\u8981\u914d\u7f6e<\/li>\n<li>\u6bcf\u4e2a\u5e73\u53f0\u7684\u914d\u7f6e\u65b9\u5f0f\u4e0d\u540c\uff0c\u6280\u80fd\u4e0d\u4e92\u901a<\/li>\n<li>\u7f3a\u4e4f\u7edf\u4e00\u7684\u667a\u80fd\u4f53\u6846\u67b6\u6765\u7ba1\u7406\u8de8\u5e73\u53f0\u7684 AI \u4ea4\u4e92<\/li>\n<\/ul>\n<p>Hermes Agent \u63d0\u4f9b\u4e86\u4e00\u4e2a<strong>\u7edf\u4e00\u7684 AI \u667a\u80fd\u4f53\u7f51\u5173<\/strong>\uff0c\u4e00\u6b21\u914d\u7f6e\uff0c\u5168\u5e73\u53f0\u8fd0\u884c\u3002<\/p>\n<h3 class=\"wp-block-heading\">\u6838\u5fc3\u7279\u70b9<\/h3>\n<ul>\n<li><strong>\u5168\u5e73\u53f0\u8986\u76d6<\/strong>\uff1aTelegram\u3001Discord\u3001Slack\u3001WhatsApp\u3001Signal\u3001Email\u3001CLI \u2014 \u4e00\u4e2a\u7f51\u5173\u641e\u5b9a<\/li>\n<li><strong>\u5b8c\u6574 TUI<\/strong>\uff1a\u591a\u884c\u7f16\u8f91\u3001\u659c\u6760\u547d\u4ee4\u81ea\u52a8\u8865\u5168\u3001\u5bf9\u8bdd\u5386\u53f2\u3001\u4e2d\u65ad\u91cd\u5b9a\u5411\u3001\u6d41\u5f0f\u5de5\u5177\u8f93\u51fa<\/li>\n<li><strong>\u81ea\u6211\u8fdb\u5316<\/strong>\uff1a\u652f\u6301\u901a\u8fc7 DSPy + GEPA\uff08\u9057\u4f20\u63d0\u793a\u67b6\u6784\u8fdb\u5316\uff09\u81ea\u52a8\u4f18\u5316\u6280\u80fd\u548c\u63d0\u793a\u8bcd<\/li>\n<li><strong>\u6280\u80fd\u7cfb\u7edf<\/strong>\uff1a\u53ef\u6269\u5c55\u7684\u6280\u80fd\u63d2\u4ef6\u67b6\u6784\uff0c\u793e\u533a\u751f\u6001\u6d3b\u8dc3<\/li>\n<li><strong>MCP \u652f\u6301<\/strong>\uff1a\u517c\u5bb9 Model Context Protocol \u534f\u8bae<\/li>\n<li><strong>\u5b9a\u65f6\u4efb\u52a1<\/strong>\uff1a\u5185\u7f6e cron \u8c03\u5ea6\u80fd\u529b<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\">\u4f7f\u7528\u573a\u666f<\/h3>\n<ul>\n<li>\u9700\u8981\u5728\u591a\u4e2a\u901a\u8baf\u5e73\u53f0\u90e8\u7f72 AI \u52a9\u624b\u7684\u56e2\u961f<\/li>\n<li>\u5e0c\u671b\u6784\u5efa\u81ea\u5b9a\u4e49 AI \u667a\u80fd\u4f53\u5e76\u6301\u7eed\u4f18\u5316\u7684\u5f00\u53d1\u8005<\/li>\n<li>\u4f01\u4e1a\u7ea7 AI \u52a9\u624b\u90e8\u7f72\uff0c\u9700\u8981\u7edf\u4e00\u7ba1\u7406\u548c\u7ef4\u62a4<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\">\u5feb\u901f\u90e8\u7f72<\/h3>\n<pre><code class=\"lang-bash language-bash bash\"># \u4e00\u952e\u5b89\u88c5\ncurl -fsSL https:\/\/hermes-agent.nousresearch.com\/install | bash\n\n# \u914d\u7f6e\u540e\u542f\u52a8\nhermes-agent start<\/code><\/pre>\n<h3 class=\"wp-block-heading\">\u9002\u7528\u7528\u6237<\/h3>\n<ul>\n<li><strong>\u6700\u4f73\u7528\u6237<\/strong>\uff1a\u9700\u8981\u591a\u5e73\u53f0 AI \u52a9\u624b\u7684\u4f01\u4e1a\u548c\u56e2\u961f<\/li>\n<li><strong>\u8fdb\u9636\u7528\u6237<\/strong>\uff1a\u5e0c\u671b\u6df1\u5ea6\u5b9a\u5236 AI \u667a\u80fd\u4f53\u884c\u4e3a\u7684\u5f00\u53d1\u8005<\/li>\n<li><strong>\u4e0d\u9002\u5408<\/strong>\uff1a\u53ea\u9700\u8981\u7b80\u5355\u804a\u5929\u673a\u5668\u4eba\u7684\u7528\u6237\uff08\u529f\u80fd\u8fc7\u4e8e\u5f3a\u5927\uff09<\/li>\n<\/ul>\n<hr \/>\n<h2 class=\"wp-block-heading\">3. voicebox \u2b50 AI \u8bed\u97f3\u5408\u6210\u5de5\u4f5c\u5ba4<\/h2>\n<p><strong>GitHub<\/strong>: <code>jamiepine\/voicebox<\/code><br \/>\n<strong>\u8bed\u8a00<\/strong>: Python<br \/>\n<strong>\u5b9a\u4f4d<\/strong>: \u5f00\u6e90\u672c\u5730\u4f18\u5148\u7684 AI \u8bed\u97f3\u514b\u9686\u548c\u5408\u6210\u5de5\u4f5c\u5ba4\uff0cElevenLabs \u7684\u514d\u8d39\u66ff\u4ee3\u65b9\u6848<\/p>\n<h3 class=\"wp-block-heading\">\u89e3\u51b3\u4e86\u4ec0\u4e48\u95ee\u9898\uff1f<\/h3>\n<p>\u8bed\u97f3\u5408\u6210\u9886\u57df\u957f\u671f\u88ab\u5546\u4e1a\u670d\u52a1\u5784\u65ad\uff1a<\/p>\n<ul>\n<li>ElevenLabs \u7b49\u5546\u4e1a\u65b9\u6848\u4ef7\u683c\u6602\u8d35\uff08\u6708\u8d39 $20-$200+\uff09<\/li>\n<li>\u6570\u636e\u9690\u79c1\u95ee\u9898\uff1a\u8bed\u97f3\u6570\u636e\u4e0a\u4f20\u5230\u7b2c\u4e09\u65b9\u670d\u52a1\u5668<\/li>\n<li>\u7f3a\u4e4f\u672c\u5730\u5316\u7684\u8bed\u97f3\u514b\u9686\u65b9\u6848<\/li>\n<li>\u591a\u8bed\u8a00\u652f\u6301\u6709\u9650<\/li>\n<\/ul>\n<p>Voicebox \u8ba9<strong>\u4efb\u4f55\u4eba<\/strong>\u90fd\u80fd\u5728\u672c\u5730\u514d\u8d39\u514b\u9686\u548c\u751f\u6210\u8bed\u97f3\u3002<\/p>\n<h3 class=\"wp-block-heading\">\u6838\u5fc3\u7279\u70b9<\/h3>\n<ul>\n<li><strong>7 \u4e2a TTS \u5f15\u64ce<\/strong>\uff1aQwen3-TTS\u3001LuxTTS\u3001Chatterbox Multilingual\u3001Chatterbox Turbo\u3001HumeAI TADA\u3001Kokoro 82M\u3001Qwen CustomVoice<\/li>\n<li><strong>23 \u79cd\u8bed\u8a00<\/strong>\uff1a\u8986\u76d6\u5168\u7403\u4e3b\u8981\u8bed\u8a00<\/li>\n<li><strong>50+ \u9884\u8bbe\u58f0\u97f3<\/strong>\uff1a\u5f00\u7bb1\u5373\u7528<\/li>\n<li><strong>\u8bed\u97f3\u514b\u9686<\/strong>\uff1a\u4ec5\u9700\u51e0\u79d2\u949f\u7684\u97f3\u9891\u6837\u672c\u5373\u53ef\u514b\u9686\u58f0\u97f3<\/li>\n<li><strong>\u672c\u5730\u4f18\u5148<\/strong>\uff1a\u6240\u6709\u5904\u7406\u5728\u672c\u5730\u5b8c\u6210\uff0c\u6570\u636e\u4e0d\u51fa\u673a\u5668<\/li>\n<li><strong>GPU \u652f\u6301<\/strong>\uff1a\u652f\u6301 NVIDIA\uff08\u5305\u62ec RTX 50 \u7cfb\u5217\uff09\u548c Intel Arc (XPU)<\/li>\n<li><strong>\u8fd0\u884c\u65f6\u8bca\u65ad<\/strong>\uff1a\u81ea\u52a8\u68c0\u6d4b PyTorch \u4e0e GPU \u7684\u517c\u5bb9\u6027\u95ee\u9898<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\">\u4f7f\u7528\u573a\u666f<\/h3>\n<ul>\n<li>\u5185\u5bb9\u521b\u4f5c\u8005\u9700\u8981\u9ad8\u8d28\u91cf AI \u914d\u97f3<\/li>\n<li>\u64ad\u5ba2\u5236\u4f5c\u3001\u89c6\u9891\u914d\u97f3\u3001\u6709\u58f0\u4e66\u5236\u4f5c<\/li>\n<li>\u591a\u8bed\u8a00\u5185\u5bb9\u672c\u5730\u5316<\/li>\n<li>\u9700\u8981\u8bed\u97f3\u514b\u9686\u7684\u521b\u610f\u9879\u76ee<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\">\u5feb\u901f\u90e8\u7f72<\/h3>\n<pre><code class=\"lang-bash language-bash bash\"># \u514b\u9686\u9879\u76ee\ngit clone https:\/\/github.com\/jamiepine\/voicebox.git\ncd voicebox\n\n# \u5b89\u88c5\u4f9d\u8d56\npip install -r requirements.txt\n\n# \u542f\u52a8\uff08\u9700\u8981 GPU \u63a8\u8350\uff0c\u4f46 CPU \u4e5f\u53ef\u8fd0\u884c\uff09\npython -m voicebox<\/code><\/pre>\n<h3 class=\"wp-block-heading\">\u9002\u7528\u7528\u6237<\/h3>\n<ul>\n<li><strong>\u6700\u4f73\u7528\u6237<\/strong>\uff1a\u5185\u5bb9\u521b\u4f5c\u8005\u3001\u64ad\u5ba2\u5236\u4f5c\u4eba\u3001\u89c6\u9891\u5236\u4f5c\u8005<\/li>\n<li><strong>\u6280\u672f\u7528\u6237<\/strong>\uff1a\u9700\u8981\u96c6\u6210 TTS \u80fd\u529b\u7684\u5f00\u53d1\u8005<\/li>\n<li><strong>\u9884\u7b97\u654f\u611f\u7528\u6237<\/strong>\uff1a\u5e0c\u671b\u66ff\u4ee3\u4ed8\u8d39 TTS \u670d\u52a1\u7684\u56e2\u961f<\/li>\n<\/ul>\n<hr \/>\n<h2 class=\"wp-block-heading\">4. dive-into-llms \u2b50 \u52a8\u624b\u5b66\u5927\u6a21\u578b<\/h2>\n<p><strong>GitHub<\/strong>: <code>Lordog\/dive-into-llms<\/code><br \/>\n<strong>\u8bed\u8a00<\/strong>: Python<br \/>\n<strong>\u5b9a\u4f4d<\/strong>: \u4e2d\u6587 LLM \u7f16\u7a0b\u5b9e\u8df5\u6559\u7a0b\uff0c\u4ece\u7406\u8bba\u5230\u5b9e\u6218\u7684\u7cfb\u7edf\u5b66\u4e60\u8def\u5f84<\/p>\n<h3 class=\"wp-block-heading\">\u89e3\u51b3\u4e86\u4ec0\u4e48\u95ee\u9898\uff1f<\/h3>\n<p>LLM \u5b66\u4e60\u9886\u57df\u5b58\u5728\u660e\u663e\u7684\u65ad\u5c42\uff1a<\/p>\n<ul>\n<li>\u7406\u8bba\u6559\u7a0b\u592a\u591a\uff0c\u4ee3\u7801\u5b9e\u6218\u592a\u5c11<\/li>\n<li>\u82f1\u6587\u6559\u7a0b\u4e3a\u4e3b\uff0c\u4e2d\u6587\u9ad8\u8d28\u91cf\u5b9e\u6218\u5185\u5bb9\u7a00\u7f3a<\/li>\n<li>\u4ece&#8221;\u4f1a\u7528 API&#8221;\u5230&#8221;\u7406\u89e3\u539f\u7406&#8221;\u4e4b\u95f4\u7f3a\u4e4f\u6865\u6881<\/li>\n<li>\u5b66\u4e60\u8005\u9700\u8981\u4ece\u96f6\u642d\u5efa\u624d\u80fd\u7406\u89e3 Transformer\u3001\u8bad\u7ec3\u3001\u5fae\u8c03\u7b49\u6838\u5fc3\u6982\u5ff5<\/li>\n<\/ul>\n<p>\u8fd9\u4e2a\u9879\u76ee\u586b\u8865\u4e86<strong>\u4e2d\u6587 LLM \u5b9e\u6218\u6559\u7a0b<\/strong>\u7684\u5e02\u573a\u7a7a\u767d\u3002<\/p>\n<h3 class=\"wp-block-heading\">\u6838\u5fc3\u7279\u70b9<\/h3>\n<ul>\n<li><strong>\u4ece\u96f6\u5b9e\u73b0<\/strong>\uff1a\u4ece\u5e95\u5c42\u4ee3\u7801\u5b9e\u73b0 LLM \u7684\u6838\u5fc3\u7ec4\u4ef6<\/li>\n<li><strong>\u7cfb\u7edf\u6027\u5f3a<\/strong>\uff1a\u8986\u76d6 Tokenizer\u3001Transformer \u67b6\u6784\u3001\u9884\u8bad\u7ec3\u3001\u5fae\u8c03\u3001\u63a8\u7406\u4f18\u5316<\/li>\n<li><strong>\u4e2d\u6587\u539f\u751f<\/strong>\uff1a\u9488\u5bf9\u4e2d\u6587\u5b66\u4e60\u8005\u7684\u8bed\u8a00\u4e60\u60ef\u4f18\u5316<\/li>\n<li><strong>\u4ee3\u7801\u9a71\u52a8<\/strong>\uff1a\u6bcf\u4e2a\u6982\u5ff5\u90fd\u914d\u6709\u53ef\u8fd0\u884c\u7684\u4ee3\u7801\u793a\u4f8b<\/li>\n<li><strong>\u6301\u7eed\u66f4\u65b0<\/strong>\uff1a\u7d27\u8ddf LLM \u9886\u57df\u6700\u65b0\u8fdb\u5c55<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\">\u4f7f\u7528\u573a\u666f<\/h3>\n<ul>\n<li>AI \u5b66\u4e60\u8005\u5e0c\u671b\u6df1\u5165\u7406\u89e3 LLM \u539f\u7406<\/li>\n<li>\u5de5\u7a0b\u5e08\u9700\u8981\u4ece API \u8c03\u7528\u8005\u8f6c\u578b\u4e3a LLM \u5f00\u53d1\u8005<\/li>\n<li>\u56e2\u961f\u5185\u90e8 LLM \u6280\u672f\u57f9\u8bad\u6750\u6599<\/li>\n<li>\u9ad8\u6821 AI \u8bfe\u7a0b\u8865\u5145\u6559\u6750<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\">\u5feb\u901f\u5f00\u59cb<\/h3>\n<pre><code class=\"lang-bash language-bash bash\"># \u514b\u9686\u9879\u76ee\ngit clone https:\/\/github.com\/Lordog\/dive-into-llms.git\ncd dive-into-llms\n\n# \u6309\u7ae0\u8282\u5b66\u4e60\uff0c\u6bcf\u4e2a\u7ae0\u8282\u90fd\u662f\u72ec\u7acb\u7684 Jupyter Notebook\n# \u5efa\u8bae\u4ece\u7b2c\u4e00\u7ae0\u5f00\u59cb\uff0c\u5faa\u5e8f\u6e10\u8fdb<\/code><\/pre>\n<h3 class=\"wp-block-heading\">\u9002\u7528\u7528\u6237<\/h3>\n<ul>\n<li><strong>\u6700\u4f73\u7528\u6237<\/strong>\uff1a\u6709\u4e00\u5b9a Python \u57fa\u7840\uff0c\u5e0c\u671b\u6df1\u5165\u7406\u89e3 LLM \u7684\u5f00\u53d1\u8005<\/li>\n<li><strong>\u5165\u95e8\u7528\u6237<\/strong>\uff1a\u5bf9 LLM \u611f\u5174\u8da3\u4f46\u7f3a\u4e4f\u7cfb\u7edf\u5b66\u4e60\u8def\u5f84\u7684\u5b66\u4e60\u8005<\/li>\n<li><strong>\u6559\u80b2\u8005<\/strong>\uff1a\u9700\u8981\u6559\u5b66\u6750\u6599\u7684 AI \u6559\u5e08<\/li>\n<\/ul>\n<hr \/>\n<h2 class=\"wp-block-heading\">5. magika \u2b50 AI \u6587\u4ef6\u7c7b\u578b\u68c0\u6d4b<\/h2>\n<p><strong>GitHub<\/strong>: <code>google\/magika<\/code><br \/>\n<strong>\u8bed\u8a00<\/strong>: Python<br \/>\n<strong>\u5b9a\u4f4d<\/strong>: Google \u5f00\u6e90\u7684 AI \u9a71\u52a8\u6587\u4ef6\u5185\u5bb9\u7c7b\u578b\u68c0\u6d4b\u5de5\u5177<\/p>\n<h3 class=\"wp-block-heading\">\u89e3\u51b3\u4e86\u4ec0\u4e48\u95ee\u9898\uff1f<\/h3>\n<p>\u4f20\u7edf\u7684\u6587\u4ef6\u7c7b\u578b\u68c0\u6d4b\uff08\u5982 <code>file<\/code> \u547d\u4ee4\uff09\u4f9d\u8d56\u6587\u4ef6\u5934\u7b7e\u540d\u548c\u6269\u5c55\u540d\uff0c\u5b58\u5728\u4e25\u91cd\u5c40\u9650\uff1a<\/p>\n<ul>\n<li><strong>\u5bb9\u6613\u88ab\u6b3a\u9a97<\/strong>\uff1a\u4fee\u6539\u6269\u5c55\u540d\u5373\u53ef\u7ed5\u8fc7\u68c0\u6d4b<\/li>\n<li><strong>\u51c6\u786e\u7387\u6709\u9650<\/strong>\uff1a\u5bf9\u590d\u6742\u6587\u4ef6\u7c7b\u578b\u8bc6\u522b\u4e0d\u51c6\u786e<\/li>\n<li><strong>\u5b89\u5168\u76f2\u533a<\/strong>\uff1a\u6076\u610f\u6587\u4ef6\u53ef\u4ee5\u4f2a\u88c5\u6210\u5b89\u5168\u6587\u4ef6\u7c7b\u578b<\/li>\n<li><strong>\u65e0\u6cd5\u5904\u7406\u65b0\u683c\u5f0f<\/strong>\uff1a\u9047\u5230\u672a\u77e5\u683c\u5f0f\u76f4\u63a5\u5931\u8d25<\/li>\n<\/ul>\n<p>Magika \u7528\u6df1\u5ea6\u5b66\u4e60\u5f7b\u5e95\u6539\u53d8\u4e86\u8fd9\u4e2a\u95ee\u9898\u3002<\/p>\n<h3 class=\"wp-block-heading\">\u6838\u5fc3\u7279\u70b9<\/h3>\n<ul>\n<li><strong>AI \u9a71\u52a8<\/strong>\uff1a\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u6587\u4ef6\u5185\u5bb9\u8bc6\u522b\uff0c\u4e0d\u4f9d\u8d56\u6269\u5c55\u540d<\/li>\n<li><strong>\u6a21\u578b\u6781\u5c0f<\/strong>\uff1a\u6a21\u578b\u4ec5\u51e0 MB\uff0c\u90e8\u7f72\u6210\u672c\u6781\u4f4e<\/li>\n<li><strong>\u901f\u5ea6\u5feb<\/strong>\uff1a\u9002\u5408\u5927\u89c4\u6a21\u6587\u4ef6\u6279\u91cf\u5904\u7406<\/li>\n<li><strong>\u51c6\u786e\u7387\u9ad8<\/strong>\uff1a\u5728\u591a\u79cd\u6587\u4ef6\u7c7b\u578b\u4e0a\u8fdc\u8d85\u4f20\u7edf\u5de5\u5177<\/li>\n<li><strong>Apache 2.0 \u8bb8\u53ef<\/strong>\uff1a\u5546\u4e1a\u53cb\u597d<\/li>\n<li><strong>Java \u79fb\u690d\u7248<\/strong>\uff1a\u5df2\u6709\u793e\u533a\u63d0\u4f9b Java \u5b9e\u73b0\uff08<code>ardoco\/magika<\/code>\uff09<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\">\u4f7f\u7528\u573a\u666f<\/h3>\n<ul>\n<li><strong>\u5b89\u5168\u9886\u57df<\/strong>\uff1a\u6587\u4ef6\u4e0a\u4f20\u5b89\u5168\u68c0\u6d4b\u3001\u6076\u610f\u6587\u4ef6\u8bc6\u522b<\/li>\n<li><strong>\u6570\u636e\u5904\u7406<\/strong>\uff1a\u5927\u89c4\u6a21\u6587\u4ef6\u5206\u7c7b\u548c\u6574\u7406<\/li>\n<li><strong>\u4e91\u5b58\u50a8<\/strong>\uff1a\u6587\u4ef6\u7c7b\u578b\u9a8c\u8bc1\u548c\u8def\u7531<\/li>\n<li><strong>CI\/CD<\/strong>\uff1a\u81ea\u52a8\u5316\u6784\u5efa\u4e2d\u7684\u6587\u4ef6\u9a8c\u8bc1<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\">\u5feb\u901f\u90e8\u7f72<\/h3>\n<pre><code class=\"lang-bash language-bash bash\"># \u5b89\u88c5\npip install magika\n\n# \u68c0\u6d4b\u5355\u4e2a\u6587\u4ef6\nmagika \/path\/to\/file\n\n# \u6279\u91cf\u68c0\u6d4b\nmagika \/path\/to\/directory\/\n\n# Python API \u8c03\u7528\nfrom magika import Magika\nmagika = Magika()\nresult = magika.identify_bytes(b&quot;file content here&quot;)\nprint(result.output.ct_label)<\/code><\/pre>\n<h3 class=\"wp-block-heading\">\u9002\u7528\u7528\u6237<\/h3>\n<ul>\n<li><strong>\u6700\u4f73\u7528\u6237<\/strong>\uff1a\u5b89\u5168\u5de5\u7a0b\u5e08\u3001\u6570\u636e\u5904\u7406\u5de5\u7a0b\u5e08\u3001\u4e91\u5b58\u50a8\u5f00\u53d1\u8005<\/li>\n<li><strong>\u4f01\u4e1a\u7528\u6237<\/strong>\uff1a\u9700\u8981\u5927\u89c4\u6a21\u6587\u4ef6\u5904\u7406\u548c\u5185\u5bb9\u5ba1\u6838\u7684\u5e73\u53f0<\/li>\n<li><strong>\u4e0d\u9002\u5408<\/strong>\uff1a\u53ea\u9700\u8981\u7b80\u5355\u6587\u4ef6\u7c7b\u578b\u68c0\u67e5\u7684\u4e2a\u4eba\u7528\u6237<\/li>\n<\/ul>\n<hr \/>\n<h2 class=\"wp-block-heading\">\u8d8b\u52bf\u5206\u6790\uff1a\u8fd9 5 \u4e2a\u9879\u76ee\u544a\u8bc9\u6211\u4eec\u4ec0\u4e48\uff1f<\/h2>\n<h3 class=\"wp-block-heading\">1. AI Agent \u751f\u6001\u8fdb\u5165&#8221;\u57fa\u7840\u8bbe\u65bd\u5316&#8221;\u9636\u6bb5<\/h3>\n<p>\u672c\u5468\u8d8b\u52bf\u699c\u6700\u663e\u8457\u7684\u7279\u5f81\u662f\uff1a<strong>AI Agent \u4e0d\u518d\u662f\u5b9e\u9a8c\u6027\u9879\u76ee\uff0c\u800c\u662f\u6b63\u5728\u6210\u4e3a\u5f00\u53d1\u57fa\u7840\u8bbe\u65bd<\/strong>\u3002\u4ece Karpathy \u7684\u7f16\u7801\u89c4\u8303\u5230 Hermes \u7684\u591a\u5e73\u53f0\u667a\u80fd\u4f53\uff0cAI Agent \u6b63\u5728\u4ece&#8221;\u73a9\u5177&#8221;\u53d8\u6210&#8221;\u5de5\u5177&#8221;\u3002<\/p>\n<h3 class=\"wp-block-heading\">2. \u672c\u5730\u4f18\u5148\uff08Local-First\uff09\u6210\u4e3a\u91cd\u8981\u8d8b\u52bf<\/h3>\n<p>Voicebox \u7684\u5d1b\u8d77\u4ee3\u8868\u4e86\u4e00\u4e2a\u91cd\u8981\u4fe1\u53f7\uff1a\u5f00\u53d1\u8005\u8d8a\u6765\u8d8a\u91cd\u89c6<strong>\u6570\u636e\u9690\u79c1\u548c\u81ea\u4e3b\u53ef\u63a7<\/strong>\u3002\u672c\u5730\u5316\u7684 AI \u5de5\u5177\u6b63\u5728\u6311\u6218\u4e91\u7aef SaaS \u7684\u5784\u65ad\u5730\u4f4d\u3002<\/p>\n<h3 class=\"wp-block-heading\">3. \u4e2d\u6587 AI \u6559\u80b2\u5185\u5bb9\u6b63\u5728\u5d1b\u8d77<\/h3>\n<p><code>dive-into-llms<\/code> \u7684\u98d9\u5347\u8bf4\u660e\u4e2d\u6587\u5f00\u53d1\u8005\u793e\u533a\u5bf9\u9ad8\u8d28\u91cf LLM \u5b9e\u6218\u6559\u7a0b\u7684\u5f3a\u70c8\u9700\u6c42\u3002\u8fd9\u4e0d\u4ec5\u662f\u5b66\u4e60\u9700\u6c42\uff0c\u66f4\u662f<strong>\u4e2d\u56fd AI \u4eba\u624d\u50a8\u5907<\/strong>\u7684\u91cd\u8981\u4fe1\u53f7\u3002<\/p>\n<h3 class=\"wp-block-heading\">4. AI \u6b63\u5728\u6e17\u900f\u5230\u57fa\u7840\u8bbe\u65bd\u5c42<\/h3>\n<p>Google \u7684 Magika \u8868\u660e AI \u4e0d\u518d\u53ea\u662f\u5e94\u7528\u5c42\u7684\u6e38\u620f\uff0c\u5b83\u6b63\u5728<strong>\u91cd\u5851\u5e95\u5c42\u5de5\u5177\u94fe<\/strong>\u3002\u6587\u4ef6\u68c0\u6d4b\u3001\u5b89\u5168\u5ba1\u67e5\u3001\u6570\u636e\u5904\u7406\u7b49\u4f20\u7edf\u9886\u57df\u90fd\u5728\u88ab AI \u91cd\u65b0\u5b9a\u4e49\u3002<\/p>\n<h3 class=\"wp-block-heading\">5. \u5f00\u6e90\u6b63\u5728\u91cd\u5851 AI \u5de5\u5177\u94fe<\/h3>\n<p>\u8fd9 5 \u4e2a\u9879\u76ee\u5168\u90e8\u5f00\u6e90\uff0c\u5176\u4e2d 3 \u4e2a\u76f4\u63a5\u5bf9\u6807\u5546\u4e1a\u4ea7\u54c1\uff08Karpathy-skills \u5bf9\u6807 Claude Code \u4f7f\u7528\u65b9\u5f0f\u3001Voicebox \u5bf9\u6807 ElevenLabs\u3001Hermes \u5bf9\u6807\u5546\u4e1a AI \u52a9\u624b\u5e73\u53f0\uff09\u3002<strong>\u5f00\u6e90\u793e\u533a\u6b63\u5728\u7528\u66f4\u5feb\u7684\u8fed\u4ee3\u901f\u5ea6\u6311\u6218\u5546\u4e1a AI \u4ea7\u54c1<\/strong>\u3002<\/p>\n<hr \/>\n<h2 class=\"wp-block-heading\">\u672a\u6765\u5c55\u671b<\/h2>\n<p>\u57fa\u4e8e\u672c\u5468\u8d8b\u52bf\uff0c\u6211\u4eec\u9884\u6d4b\u4ee5\u4e0b\u65b9\u5411\u5c06\u5728\u672a\u6765 3-6 \u4e2a\u6708\u6301\u7eed\u7206\u53d1\uff1a<\/p>\n<ol>\n<li><strong>AI Agent \u7f16\u6392\u6846\u67b6<\/strong>\uff1a\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u5c06\u6210\u4e3a\u6807\u914d<\/li>\n<li><strong>\u672c\u5730\u5316 AI \u5de5\u5177<\/strong>\uff1a\u9690\u79c1\u9a71\u52a8\u7684\u672c\u5730 AI \u5de5\u5177\u5c06\u5feb\u901f\u589e\u957f<\/li>\n<li><strong>AI \u7f16\u7801\u8f85\u52a9\u4e13\u4e1a\u5316<\/strong>\uff1a\u4ece\u901a\u7528\u7f16\u7801\u52a9\u624b\u5411\u9886\u57df\u4e13\u7528\u5de5\u5177\u6f14\u8fdb<\/li>\n<li><strong>AI \u6559\u80b2\u5e73\u53f0<\/strong>\uff1a\u4e2d\u6587 AI \u6559\u80b2\u5185\u5bb9\u5c06\u8fce\u6765\u7206\u53d1\u671f<\/li>\n<li><strong>AI \u5b89\u5168\u57fa\u7840\u8bbe\u65bd<\/strong>\uff1aAI \u9a71\u52a8\u7684\u5b89\u5168\u5de5\u5177\u5c06\u6210\u4e3a\u4f01\u4e1a\u6807\u914d<\/li>\n<\/ol>\n<hr \/>\n<h2 class=\"wp-block-heading\">\u603b\u7ed3<\/h2>\n<p>\u672c\u5468 GitHub \u8d8b\u52bf\u699c\u6e05\u6670\u5730\u5c55\u793a\u4e86 AI Agent \u751f\u6001\u7684\u6210\u719f\u8f68\u8ff9\uff1a\u4ece\u7f16\u7801\u8f85\u52a9\u5230\u591a\u5e73\u53f0\u90e8\u7f72\uff0c\u4ece\u8bed\u97f3\u5408\u6210\u5230\u6df1\u5ea6\u5b66\u4e60\uff0c\u518d\u5230\u5e95\u5c42\u5b89\u5168\u57fa\u7840\u8bbe\u65bd\u3002\u5bf9\u4e8e\u521b\u4e1a\u56e2\u961f\u6765\u8bf4\uff0c<strong>\u5173\u6ce8\u8fd9\u4e9b\u8d8b\u52bf\u3001\u5feb\u901f\u91c7\u7528\u5408\u9002\u7684\u5de5\u5177\u3001\u5efa\u7acb\u6280\u672f\u58c1\u5792<\/strong>\u662f\u4fdd\u6301\u7ade\u4e89\u529b\u7684\u5173\u952e\u3002<\/p>\n<p><strong>\u4e09\u4e2a\u53ef\u6267\u884c\u52a8\u4f5c<\/strong>\uff1a<\/p>\n<ol>\n<li>\u5982\u679c\u4f60\u7684\u56e2\u961f\u4f7f\u7528 Claude Code\uff0c\u7acb\u5373\u5b89\u88c5 <code>andrej-karpathy-skills<\/code> \u63d0\u5347\u7f16\u7801\u8d28\u91cf<\/li>\n<li>\u5982\u679c\u9700\u8981\u591a\u5e73\u53f0 AI \u52a9\u624b\uff0c\u8bc4\u4f30 <code>hermes-agent<\/code> \u662f\u5426\u53ef\u4ee5\u7edf\u4e00\u4f60\u7684 AI \u57fa\u7840\u8bbe\u65bd<\/li>\n<li>\u5982\u679c\u56e2\u961f\u6709\u8bed\u97f3\u5185\u5bb9\u9700\u6c42\uff0c\u7528 <code>voicebox<\/code> \u66ff\u4ee3\u4ed8\u8d39 TTS \u670d\u52a1\uff0c\u6bcf\u6708\u53ef\u8282\u7701 $20-$200<\/li>\n<\/ol>\n<hr \/>\n<p><em>\u672c\u6587\u57fa\u4e8e 2026 \u5e74 4 \u6708 16 \u65e5 -4 \u6708 23 \u65e5 GitHub \u8d8b\u52bf\u6570\u636e\u5206\u6790\uff0c\u6570\u636e\u6765\u6e90\u4e8e GitHub Trending\u3001TechTarget \u7b49\u516c\u5f00\u6e20\u9053\u3002<\/em><\/p>","protected":false},"excerpt":{"rendered":"<p>\u7ed3\u8bba\u5148\u884c \u672c\u5468 GitHub \u8d8b\u52bf\u699c\u51fa\u73b0\u4e86\u4e00\u4e2a\u6807\u5fd7\u6027\u4fe1\u53f7\uff1aAI Agent \u751f\u6001\u5df2\u7ecf\u4ece\u5355\u4e00\u5de5\u5177\u8d70\u5411\u5168\u9762\u7e41\u8363\u3002\u524d [&hellip;]<\/p>","protected":false},"author":1,"featured_media":266,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"googlesitekit_rrm_CAow767EDA:productID":"","footnotes":""},"categories":[33],"tags":[54,72,34,92],"class_list":["post-279","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-github","tag-ai","tag-ai-agent","tag-github","tag-92"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - 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