{"id":696,"date":"2026-08-01T17:11:44","date_gmt":"2026-08-01T09:11:44","guid":{"rendered":"https:\/\/www.yangjiangai.com\/?p=696"},"modified":"2026-10-28T11:18:33","modified_gmt":"2026-10-28T03:18:33","slug":"ai%e8%a1%8c%e4%b8%9a%e6%9c%af%e8%af%ad%e5%a4%87%e6%9f%a5%e6%89%8b%e5%86%8c%ef%bd%9c%e5%b8%b8%e7%94%a8ai%e8%8b%b1%e6%96%87%e4%b8%ad%e6%96%87%e5%af%b9%e6%af%94","status":"publish","type":"post","link":"https:\/\/www.yangjiangai.com\/?p=696","title":{"rendered":"AI\u884c\u4e1a\u672f\u8bed\u5907\u67e5\u624b\u518c\uff5c\u5e38\u7528AI\u82f1\u6587\u4e2d\u6587\u5bf9\u6bd4"},"content":{"rendered":"\n<figure class=\"wp-block-audio\"><audio controls src=\"https:\/\/www.yangjiangai.com\/wp-content\/uploads\/2026\/08\/AI\u884c\u4e1a\u672f\u8bed-\u5e38\u7528\u82f1\u6587-\u4e2d\u6587-\u8bed\u97f3.mp3\"><\/audio><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.yangjiangai.com\/wp-content\/uploads\/2026\/08\/456e6a173ea7918d9c52091e12ac9f52-1-1024x576.jpeg\" alt=\"\" class=\"wp-image-1539\" srcset=\"https:\/\/www.yangjiangai.com\/wp-content\/uploads\/2026\/08\/456e6a173ea7918d9c52091e12ac9f52-1-1024x576.jpeg 1024w, https:\/\/www.yangjiangai.com\/wp-content\/uploads\/2026\/08\/456e6a173ea7918d9c52091e12ac9f52-1-768x432.jpeg 768w, https:\/\/www.yangjiangai.com\/wp-content\/uploads\/2026\/08\/456e6a173ea7918d9c52091e12ac9f52-1-300x169.jpeg 300w, https:\/\/www.yangjiangai.com\/wp-content\/uploads\/2026\/08\/456e6a173ea7918d9c52091e12ac9f52-1.jpeg 1280w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">AI \u5e38\u7528\u9ad8\u9891\u7528\u8bcd<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>AI Agent\uff08\u667a\u80fd\u4f53\uff09<\/strong>\uff1a\u5b9e\u4f53\u7a0b\u5e8f\uff0c\u53ef\u4ee5\u81ea\u4e3b\u89c4\u5212\u3001\u8c03\u7528\u5de5\u5177\u3001\u591a\u6b65\u6267\u884c\u4efb\u52a1<\/li>\n\n\n\n<li><strong>AI Agents<\/strong>\uff1a\u591a\u4e2a\u667a\u80fd\u4f53\u7a0b\u5e8f\uff08\u590d\u6570\uff09<\/li>\n\n\n\n<li><strong>Sub\u2011Agent\uff5c\u5b50\u667a\u80fd\u4f53<\/strong>\uff1a\u7531\u4e3b\u667a\u80fd\u4f53\u6d3e\u751f\uff0c\u8d1f\u8d23\u6267\u884c\u67d0\u4e00\u9879\u7ec6\u5206\u4e13\u9879\u4efb\u52a1\u7684\u5b50\u667a\u80fd\u4f53<\/li>\n\n\n\n<li><strong>Harness\uff5c\u667a\u80fd\u4f53\u9a7e\u9a6d\u5c42<\/strong>\uff1a\u5305\u88f9\u5927\u6a21\u578b\u5916\u90e8\u6574\u5957\u6267\u884c\u7cfb\u7edf\uff0c\u5305\u542b\u667a\u80fd\u4f53\u5faa\u73af\u3001\u6c99\u7bb1\u3001\u5de5\u5177\u8c03\u5ea6\u3001\u4e0a\u4e0b\u6587\u7ba1\u63a7\u3001\u7ea6\u675f\u4e0e\u53cd\u9988\u56de\u8def\uff1b\u516c\u5f0f\uff1aAgent = LLM + Harness\uff08\u7b80\u6613\u8bb0\u5fc6\u53e3\u8bc0\uff1b\u5b8c\u6574\u667a\u80fd\u4f53\u8fd8\u5305\u542b\u4efb\u52a1\u76ee\u6807\u3001\u5de5\u5177\u96c6\uff09\u3002\u6a21\u578b\u8d1f\u8d23\u601d\u8003\uff0cHarness \u8d4b\u4e88\u6a21\u578b\u6267\u884c\u4e0e\u7ba1\u63a7\u80fd\u529b<\/li>\n\n\n\n<li><strong>Codex<\/strong>\uff1aOpenAI \u8f6f\u4ef6\u5de5\u7a0b\u667a\u80fd\u4f53\u4ea7\u54c1\uff0c\u7531 codex\u20111 \u4ee3\u7801\u5927\u6a21\u578b + Codex Harness\uff08\u5f00\u6e90\u9a7e\u9a6d\u5c42\uff09\u6784\u6210\uff0c\u652f\u6301\u8bfb\u53d6\u4ee3\u7801\u4ed3\u5e93\u3001\u6279\u91cf\u4fee\u6539\u591a\u6587\u4ef6\u3001\u81ea\u52a8\u6d4b\u8bd5\u3001Git \u63d0\u4ea4\uff1b\u5f00\u6e90\u7248 Harness \u652f\u6301 BYOM \u81ea\u5e26\u6a21\u578b\uff0c\u4e0d\u5f3a\u5236\u7ed1\u5b9a OpenAI \u6a21\u578b<\/li>\n\n\n\n<li><strong>BYOM\uff5cBring Your Own Model\uff5c\u81ea\u5e26\u6a21\u578b<\/strong>\uff1a\u6846\u67b6 \/ \u5e73\u53f0\u652f\u6301\u63a5\u5165\u7b2c\u4e09\u65b9\u5927\u6a21\u578b\uff0c\u4e0d\u9501\u5b9a\u5355\u4e00\u5382\u5546<\/li>\n\n\n\n<li><strong>SWE\u2011Agent<\/strong>\uff1a\u9762\u5411\u8f6f\u4ef6\u4ee3\u7801\u4fee\u590d\u7684\u5f00\u6e90\u667a\u80fd\u4f53\u9879\u76ee\uff0c\u4e13\u95e8\u81ea\u52a8\u4fee\u590d\u5f00\u6e90\u4ed3\u5e93\u7684 Bug<\/li>\n\n\n\n<li><strong>ComfyUI<\/strong>\uff1a\u5f00\u6e90\u8282\u70b9\u5f0f\u53ef\u89c6\u5316 AI \u5de5\u4f5c\u6d41\u7f16\u6392\u5de5\u5177\uff0c\u901a\u8fc7\u62d6\u62fd\u8282\u70b9\u642d\u5efa\u56fe\u50cf\u3001\u89c6\u9891\u751f\u6210\u5de5\u4f5c\u6d41\uff0c\u5e38\u7528\u4e8e\u672c\u5730\u8fd0\u884c Flux\u3001Wan\u3001Seedance \u7b49\u89c6\u89c9\u6a21\u578b\u3002ComfyUI<strong>\u4e0d\u662f\u5927\u6a21\u578b\uff0c\u4e5f\u4e0d\u662f\u667a\u80fd\u4f53 Harness\uff0c\u672c\u8eab\u4e0d\u542b AI \u63a8\u7406\u7b97\u529b\uff0c\u63a8\u7406\u7531 PyTorch \u7b49\u540e\u7aef\u6267\u884c<\/strong>\uff1b\u53ef\u901a\u8fc7 MCP \u534f\u8bae\uff0c\u88ab Codex \u8fd9\u7c7b AI \u667a\u80fd\u4f53\u8c03\u7528\uff0c\u4f5c\u4e3a\u56fe\u50cf\u89c6\u9891\u751f\u6210\u5de5\u5177<\/li>\n\n\n\n<li><strong>MCP\uff5cModel Context Protocol\uff5c\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae<\/strong>\uff1a\u6807\u51c6\u5316\u63a5\u53e3\uff0c\u8ba9 AI \u667a\u80fd\u4f53\uff08Agent\/Harness\uff09\u53ef\u4ee5\u8c03\u7528\u5916\u90e8\u5de5\u5177\uff08\u4f8b\u5982 ComfyUI\uff09<\/li>\n\n\n\n<li><strong>Skill\uff5c\u6280\u80fd<\/strong>\uff1a\u53ef\u590d\u7528\u5c01\u88c5\u5355\u5143\uff0c\u53ef\u4ee5\u662f\u63d0\u793a\u8bcd\u6a21\u677f\u3001\u5de5\u5177\u8c03\u7528\u7ec4\u5408\u3001\u5c0f\u811a\u672c\uff0c\u4f9b Agent \u76f4\u63a5\u8c03\u7528\uff0c\u4e00\u6b21\u6027\u5b8c\u6210\u4e00\u5957\u56fa\u5b9a\u4efb\u52a1\uff0c\u4e5f\u662f\u9e7f\u667a\u793e\u533a\u6838\u5fc3\u5206\u4eab\u8d44\u6e90\u7c7b\u578b<\/li>\n\n\n\n<li><strong>Workflow\uff5c\u5de5\u4f5c\u6d41<\/strong>\uff1a\u5b8c\u6574 AI \u4efb\u52a1\u6d41\u6c34\u7ebf\uff0c\u5305\u542b\u6a21\u578b\u3001\u53c2\u6570\u3001\u8282\u70b9\u3001\u6b65\u9aa4\u914d\u7f6e\uff1bComfyUI \u652f\u6301\u5bfc\u5165\u3001\u5bfc\u51fa\u3001\u5206\u4eab Workflow \u6587\u4ef6<\/li>\n\n\n\n<li><strong>Node\uff5c\u8282\u70b9<\/strong>\uff1aComfyUI \u7684\u6700\u5c0f\u529f\u80fd\u5355\u5143\uff0c\u62d6\u62fd\u3001\u4e32\u8054\u591a\u4e2a\u8282\u70b9\u5373\u53ef\u7ec4\u6210\u5b8c\u6574 Workflow<\/li>\n\n\n\n<li><strong>Checkpoint\uff5c\u57fa\u7840\u5927\u6a21\u578b\u6743\u91cd\u6587\u4ef6<\/strong>\uff1a\u56fe\u7247\u89c6\u9891\u751f\u6210\u7684\u57fa\u7840\u4e3b\u6a21\u578b\uff0c\u5185\u7f6e UNet\u3001CLIP\u3001VAE \u7ec4\u4ef6<\/li>\n\n\n\n<li><strong>LoRA\uff5cLow\u2011Rank Adaptation\uff5c\u4f4e\u79e9\u9002\u914d<\/strong>\uff1a\u5c0f\u578b\u8f7b\u91cf\u5316\u6a21\u578b\u6587\u4ef6\uff0c\u53e0\u52a0\u5728\u57fa\u7840\u6a21\u578b\u4e0a\uff0c\u7528\u6765\u589e\u52a0\u7279\u5b9a\u4eba\u7269\u3001\u753b\u98ce\u3001\u7279\u6548\uff1b\u6587\u4ef6\u4f53\u79ef\u5c0f\uff0c\u975e\u5e38\u9002\u5408\u793e\u533a\u5206\u4eab<\/li>\n\n\n\n<li><strong>QLoRA\uff5cQuantized Low\u2011Rank Adaptation\uff5c\u91cf\u5316\u4f4e\u79e9\u9002\u914d<\/strong>\uff1a\u57fa\u4e8e 4bit \u91cf\u5316\u7684\u8f7b\u91cf\u5316\u5fae\u8c03\u65b9\u6848\uff0c\u666e\u901a\u6d88\u8d39\u7ea7\u663e\u5361\u5c31\u53ef\u4ee5\u5b8c\u6210\u5927\u6a21\u578b\u5fae\u8c03<\/li>\n\n\n\n<li><strong>VAE\uff5cVariational AutoEncoder\uff5c\u53d8\u5206\u81ea\u7f16\u7801\u5668<\/strong>\uff1a\u8d1f\u8d23\u6f5c\u7a7a\u95f4\u4e0e\u50cf\u7d20\u56fe\u7247\u4e92\u76f8\u7f16\u7801\u3001\u89e3\u7801\uff0c\u76f4\u63a5\u5f71\u54cd\u753b\u9762\u8272\u5f69\u3001\u66dd\u5149\u6548\u679c<\/li>\n\n\n\n<li><strong>Latent\uff5c\u6f5c\u7a7a\u95f4<\/strong>\uff1a\u6269\u6563\u6a21\u578b\u5185\u90e8\u8fd0\u7b97\u7a7a\u95f4\uff1b\u56fe\u7247\u5148\u8f6c\u4e3a\u6f5c\u5411\u91cf\u5728\u6f5c\u7a7a\u95f4\u8fd0\u7b97\uff0c\u6700\u540e\u7531 VAE \u8fd8\u539f\u6210\u50cf\u7d20\u56fe\u50cf<\/li>\n\n\n\n<li><strong>Sampler\uff5c\u91c7\u6837\u5668<\/strong>\uff1a\u6269\u6563\u6a21\u578b\u7684\u53bb\u566a\u7b97\u6cd5\uff0c\u4e0d\u540c\u91c7\u6837\u5668\u5f71\u54cd\u753b\u9762\u8d28\u611f\u3001\u6536\u655b\u901f\u5ea6\u4e0e\u51fa\u56fe\u8017\u65f6<\/li>\n\n\n\n<li><strong>Seed\uff5c\u79cd\u5b50\u503c<\/strong>\uff1a\u968f\u673a\u6570\u79cd\u5b50\uff1b\u76f8\u540c Seed + \u5168\u5957\u53c2\u6570\uff0c\u53ef\u4ee5\u590d\u73b0\u5b8c\u5168\u4e00\u81f4\u7684\u751f\u6210\u7ed3\u679c<\/li>\n\n\n\n<li><strong>CFG Scale\uff5c\u63d0\u793a\u8bcd\u5f15\u5bfc\u5f3a\u5ea6<\/strong>\uff1a\u63a7\u5236 AI \u9075\u5b88\u63d0\u793a\u8bcd\u7684\u4e25\u683c\u7a0b\u5ea6\uff0c\u6570\u503c\u8d8a\u5927\uff0cAI \u8d8a\u4e25\u683c\u8d34\u5408\u63d0\u793a\u8bcd\u63cf\u8ff0<\/li>\n\n\n\n<li><strong>T2I \/ Text\u2011to\u2011Image\uff5c\u6587\u751f\u56fe<\/strong>\uff1a\u8f93\u5165\u6587\u672c\u63d0\u793a\u8bcd\u751f\u6210\u56fe\u7247<\/li>\n\n\n\n<li><strong>I2I \/ Image\u2011to\u2011Image\uff5c\u56fe\u751f\u56fe<\/strong>\uff1a\u4ee5\u53c2\u8003\u56fe\u7247\u4e3a\u57fa\u5e95\uff0c\u7ed3\u5408\u63d0\u793a\u8bcd\u91cd\u65b0\u751f\u6210\u56fe\u7247<\/li>\n\n\n\n<li><strong>I2V \/ Image\u2011to\u2011Video\uff5c\u56fe\u751f\u89c6\u9891<\/strong>\uff1a\u8f93\u5165\u4e00\u5f20\u53c2\u8003\u56fe\uff0c\u751f\u6210\u52a8\u6001\u77ed\u89c6\u9891<\/li>\n\n\n\n<li><strong>Negative Prompt\uff5c\u53cd\u5411\u63d0\u793a\u8bcd \/ \u8d1f\u9762\u63d0\u793a\u8bcd<\/strong>\uff1a\u63cf\u8ff0<strong>\u4e0d\u5e0c\u671b\u51fa\u73b0<\/strong>\u7684\u753b\u9762\uff0c\u7528\u6765\u89c4\u907f\u7578\u5f62\u3001\u7455\u75b5\u3001\u9519\u8bef\u753b\u9762<\/li>\n\n\n\n<li><strong>FPS\uff5cFrames Per Second\uff5c\u5e27\u7387<\/strong>\uff1a\u89c6\u9891\u6bcf\u79d2\u64ad\u653e\u7684\u753b\u9762\u5e27\u6570<\/li>\n\n\n\n<li><strong>Aspect Ratio\uff5c\u753b\u5e45\u6bd4\u4f8b<\/strong>\uff1a\u63a7\u5236\u56fe\u7247\u3001\u89c6\u9891\u5bbd\u9ad8\u6bd4\uff0c\u5e38\u89c1 9:16\u300116:9\u30014:3<\/li>\n\n\n\n<li><strong>Mask\uff5c\u8499\u7248<\/strong>\uff1a\u5c40\u90e8\u91cd\u7ed8\u5de5\u5177\uff0c\u6807\u8bb0\u56fe\u7247\u533a\u57df\uff0c\u6307\u5b9a\u54ea\u90e8\u5206\u91cd\u7ed8\u3001\u54ea\u90e8\u5206\u4fdd\u7559\u539f\u56fe\u4e0d\u53d8<\/li>\n\n\n\n<li><strong>Trigger Word\uff5c\u89e6\u53d1\u8bcd<\/strong>\uff1a\u4e13\u7528\u5173\u952e\u8bcd\uff0c\u7528\u6765\u6fc0\u6d3b LoRA \u6a21\u578b\u6548\u679c<\/li>\n\n\n\n<li><strong>Memory\uff5c\u8bb0\u5fc6<\/strong>\uff1a\u667a\u80fd\u4f53\u8bb0\u5fc6\u6a21\u5757\uff0c\u5206\u4e3a\u77ed\u671f\u8bb0\u5fc6\uff08\u4e0a\u4e0b\u6587\u7a97\u53e3\uff09\u3001\u957f\u671f\u8bb0\u5fc6\uff08\u5411\u91cf\u5e93\u6301\u4e45\u4fdd\u5b58\u5386\u53f2\u4fe1\u606f\uff09<\/li>\n\n\n\n<li><strong>Planning\uff5c\u4efb\u52a1\u89c4\u5212<\/strong>\uff1aAgent \u5c06\u590d\u6742\u5927\u76ee\u6807\u62c6\u89e3\u4e3a\u591a\u4e2a\u5b50\u6b65\u9aa4\u3001\u5b50\u4efb\u52a1<\/li>\n\n\n\n<li><strong>Session\uff5c\u4f1a\u8bdd<\/strong>\uff1a\u4e00\u6b21\u5b8c\u6574\u4ea4\u4e92\u4e0a\u4e0b\u6587\uff0c\u4fdd\u5b58\u672c\u8f6e\u5168\u90e8\u5bf9\u8bdd\u3001\u5de5\u5177\u8c03\u7528\u72b6\u6001<\/li>\n\n\n\n<li><strong>Pipeline\uff5c\u7ba1\u7ebf<\/strong>\uff1a\u6570\u636e\u987a\u5e8f\u6d41\u8f6c\u5904\u7406\u94fe\u8def\uff0c\u56fe\u50cf\u3001\u89c6\u9891\u3001Agent \u4efb\u52a1\u90fd\u53ef\u4ee5\u642d\u5efa Pipeline<\/li>\n\n\n\n<li><strong>Zero\u2011Shot\uff5c\u96f6\u6837\u672c<\/strong>\uff1a\u4e0d\u7ed9\u793a\u4f8b\u6837\u4f8b\uff0c\u76f4\u63a5\u8ba9\u6a21\u578b\u5b8c\u6210\u964c\u751f\u4efb\u52a1<\/li>\n\n\n\n<li><strong>Few\u2011Shot\uff5c\u5c11\u6837\u672c<\/strong>\uff1a\u5728\u63d0\u793a\u8bcd\u5185\u9644\u5e26\u5c11\u91cf\u53c2\u8003\u793a\u4f8b\uff0c\u5f15\u5bfc\u6a21\u578b\u8f93\u51fa\u76ee\u6807\u6548\u679c<\/li>\n\n\n\n<li><strong>ReAct\uff5cReason + Act\uff5c\u63a8\u7406\u884c\u52a8\u6a21\u5f0f<\/strong>\uff1aAgent \u7ecf\u5178\u5faa\u73af\u8303\u5f0f\uff0c\u5148\u63a8\u7406\u601d\u8003\uff0c\u518d\u6267\u884c\u5de5\u5177\u884c\u52a8\uff0c\u89c2\u5bdf\u8fd4\u56de\u7ed3\u679c\u7ee7\u7eed\u8fed\u4ee3<\/li>\n\n\n\n<li><strong>Tool\u2011Use\uff5c\u5de5\u5177\u8c03\u7528<\/strong>\uff1a\u5927\u6a21\u578b\u8c03\u7528\u5916\u90e8\u7a0b\u5e8f\u3001API \u63a5\u53e3\uff0c\u6269\u5c55\u81ea\u8eab\u80fd\u529b\u8fb9\u754c<\/li>\n\n\n\n<li><strong>Vector\uff5c\u5411\u91cf<\/strong>\uff1a\u9ad8\u7ef4\u6570\u5b57\u8868\u5f81\uff0c\u6587\u6863\u3001\u56fe\u7247\u3001\u6587\u672c\u5747\u53ef\u8f6c\u4e3a\u5411\u91cf\uff0c\u7528\u4e8e\u5411\u91cf\u68c0\u7d22\u5339\u914d<\/li>\n\n\n\n<li><strong>Snapshot\uff5c\u5feb\u7167<\/strong>\uff1a\u4fdd\u5b58\u5f53\u524d\u5b8c\u6574\u8fd0\u884c\u72b6\u6001\uff0c\u652f\u6301\u73af\u5883\u56de\u6eda\u3001\u95ee\u9898\u590d\u73b0<\/li>\n\n\n\n<li><strong>Override\uff5c\u8986\u76d6<\/strong>\uff1a\u66f4\u9ad8\u4f18\u5148\u7ea7\u914d\u7f6e\uff0c\u66ff\u6362\u7cfb\u7edf\u9ed8\u8ba4\u53c2\u6570\u3001\u89c4\u5219<\/li>\n\n\n\n<li><strong>Debug\uff5c\u8c03\u8bd5<\/strong>\uff1a\u8ffd\u8e2a Agent\u3001Workflow \u8fd0\u884c\u65e5\u5fd7\uff0c\u5b9a\u4f4d\u62a5\u9519\u3001\u5f02\u5e38\u884c\u4e3a<\/li>\n\n\n\n<li><strong>Dump\uff5c\u8f6c\u50a8<\/strong>\uff1a\u5bfc\u51fa\u8fd0\u884c\u65e5\u5fd7\u3001\u4e0a\u4e0b\u6587\u5feb\u7167\uff0c\u7528\u4e8e\u95ee\u9898\u6392\u67e5<\/li>\n\n\n\n<li><strong>Re\u2011render\uff5c\u91cd\u65b0\u6e32\u67d3<\/strong>\uff1a\u56fe\u50cf\u6216\u89c6\u9891\uff0c\u91cd\u65b0\u6267\u884c\u5b8c\u6574\u751f\u6210\u6d41\u7a0b\u8f93\u51fa\u7d20\u6750<\/li>\n\n\n\n<li><strong>OCR\uff5cOptical Character Recognition\uff5c\u5149\u5b66\u5b57\u7b26\u8bc6\u522b<\/strong>\uff1a\u628a\u56fe\u7247\u3001\u622a\u56fe\u91cc\u7684\u5370\u5237 \/ \u624b\u5199\u6587\u5b57\uff0c\u8f6c\u6362\u6210\u53ef\u7f16\u8f91\u6587\u672c<\/li>\n\n\n\n<li><strong>ASR\uff5cAutomatic Speech Recognition\uff5c\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\uff08\u8bed\u97f3\u8f6c\u6587\u5b57\uff09<\/strong>\uff1a\u97f3\u9891\u4fe1\u53f7\u8bc6\u522b\u8f93\u51fa\u6587\u672c<\/li>\n\n\n\n<li><strong>TTS\uff5cText\u2011to\u2011Speech\uff5c\u6587\u672c\u8f6c\u8bed\u97f3<\/strong>\uff1a\u5c06\u6587\u5b57\u5408\u6210\u81ea\u7136\u4eba\u58f0\u97f3\u9891<\/li>\n\n\n\n<li><strong>SAM\uff5cSegment Anything Model\uff5c\u4e07\u7269\u5206\u5272\u6a21\u578b<\/strong>\uff1aMeta \u5f00\u6e90\u56fe\u50cf\u5206\u5272\u6a21\u578b\uff0c\u5bf9\u56fe\u7247\u7269\u4f53\u505a\u81ea\u52a8\u62a0\u56fe\u5206\u5272<\/li>\n\n\n\n<li><strong>Diffusion Model\uff5c\u6269\u6563\u6a21\u578b<\/strong>\uff1a\u56fe\u50cf\u3001\u89c6\u9891\u751f\u6210\u4e3b\u6d41\u6280\u672f\uff0c\u901a\u8fc7\u9010\u6b65\u53bb\u566a\u751f\u6210\u9ad8\u8d28\u91cf\u753b\u9762<\/li>\n\n\n\n<li><strong>Vector Database\uff5c\u5411\u91cf\u6570\u636e\u5e93<\/strong>\uff1a\u4e13\u95e8\u5b58\u50a8 Embedding \u5411\u91cf\uff0c\u505a\u8bed\u4e49\u76f8\u4f3c\u5ea6\u68c0\u7d22\u7684\u4e13\u7528\u6570\u636e\u5e93<\/li>\n\n\n\n<li><strong>Custom GPTs\uff5c\u81ea\u5b9a\u4e49 GPT<\/strong>\uff1aOpenAI \u5e73\u53f0\uff0c\u7528\u6237\u53ef\u81ea\u884c\u914d\u7f6e\u63d0\u793a\u8bcd\u3001\u5de5\u5177\u3001\u77e5\u8bc6\u5e93\uff0c\u751f\u6210\u4e13\u5c5e GPT \u5e94\u7528\u3002<strong>OpenAI \u5df2\u5ba3\u5e03\u8ba1\u5212\u9010\u6b65\u505c\u7528\u8be5\u529f\u80fd\uff0c\u5efa\u8bae\u8fc1\u79fb\u81f3\u63d2\u4ef6\u6216\u65b0\u65b9\u6848<\/strong><\/li>\n\n\n\n<li><strong>Computer\u2011Use Agent\uff5c\u8ba1\u7b97\u673a\u64cd\u4f5c\u667a\u80fd\u4f53<\/strong>\uff1a\u53ef\u4ee5\u64cd\u63a7\u9f20\u6807\u3001\u952e\u76d8\uff0c\u76f4\u63a5\u64cd\u4f5c\u684c\u9762\u5404\u7c7b\u8f6f\u4ef6\u7684\u667a\u80fd\u4f53<\/li>\n\n\n\n<li><strong>LLM\uff5cLarge Language Model\uff5c\u5927\u8bed\u8a00\u6a21\u578b<\/strong>\uff1a\u63a8\u7406\u5927\u8111\uff0cAgent \u6700\u5e38\u7528\u5185\u6838<\/li>\n\n\n\n<li><strong>AIGC\uff5cAI Generated Content\uff5c\u4eba\u5de5\u667a\u80fd\u751f\u6210\u5185\u5bb9<\/strong>\uff1aAI \u751f\u6210\u56fe\u6587\u3001\u97f3\u9891\u3001\u89c6\u9891\u7b49\u5185\u5bb9<\/li>\n\n\n\n<li><strong>AGI\uff5cArtificial General Intelligence\uff5c\u901a\u7528\u4eba\u5de5\u667a\u80fd<\/strong>\uff1a\u5177\u5907\u8de8\u9886\u57df\u7c7b\u4eba\u7efc\u5408\u667a\u80fd\uff08\u76ee\u524d\u5c1a\u672a\u5b9e\u73b0\uff09<\/li>\n\n\n\n<li><strong>VLM\uff5cVision\u2011Language Model\uff5c\u89c6\u89c9\u8bed\u8a00\u591a\u6a21\u6001\u6a21\u578b<\/strong>\uff1a\u53ef\u4ee5\u540c\u65f6\u7406\u89e3\u6587\u5b57 + \u56fe\u7247<\/li>\n\n\n\n<li><strong>Token\uff5c\u8bcd\u5143 \/ \u4ee4\u724c<\/strong>\uff1aLLM \u5904\u7406\u6587\u672c\u7684\u6700\u5c0f\u5355\u5143\uff0c\u7528\u4e8e\u7edf\u8ba1\u8f93\u5165\u8f93\u51fa\u957f\u5ea6\u4e0e\u8ba1\u8d39<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u3001AI \u6838\u5fc3\u516c\u53f8 \/ \u673a\u6784<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>OpenAI \u2014 \u5f00\u653e\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u4e2d\u5fc3\uff08ChatGPT\u3001Codex \u7814\u53d1\u65b9\uff09<\/li>\n\n\n\n<li>Anthropic \u2014 \u514b\u52b3\u5fb7\u7814\u53d1\u516c\u53f8\uff08Claude\u3001Claude Code\uff09<\/li>\n\n\n\n<li>Google DeepMind \u2014 \u8c37\u6b4c\u6df1\u5ea6\u601d\u7ef4\uff08Gemini\uff09<\/li>\n\n\n\n<li>Meta\uff08\u539f Facebook\uff09 \u2014 Meta AI\uff08Llama \u7cfb\u5217\u5f00\u6e90\u5927\u6a21\u578b\u30012026 \u5e74\u63a8\u51fa\u4e2a\u4eba AI \u667a\u80fd\u4f53 Muse\uff09<\/li>\n\n\n\n<li>ByteDance \u2014 \u5b57\u8282\u8df3\u52a8\uff08\u8c46\u5305 Doubao\uff0cSeed \u5927\u6a21\u578b\u57fa\u5ea7\uff09<\/li>\n\n\n\n<li>Microsoft \u2014 \u5fae\u8f6f\uff08Azure OpenAI\u3001Copilot\u3001GitHub Copilot Agent\uff09<\/li>\n\n\n\n<li>NVIDIA \u2014 \u82f1\u4f1f\u8fbe\uff08GPU \u7b97\u529b\u9f99\u5934\uff09<\/li>\n\n\n\n<li>Alibaba Cloud \u2014 \u963f\u91cc\u4e91\uff08\u901a\u4e49\u5343\u95ee Qwen\uff0cHappyHorse \u97f3\u89c6\u9891\u6a21\u578b\uff09<\/li>\n\n\n\n<li>Tencent \u2014 \u817e\u8baf\uff08\u6df7\u5143 Hunyuan\uff09<\/li>\n\n\n\n<li>Baidu \u2014 \u767e\u5ea6\uff08\u6587\u5fc3\u4e00\u8a00 ERNIE\uff09<\/li>\n\n\n\n<li>Moonshot AI \u2014 \u6708\u4e4b\u6697\u9762\uff08Kimi\uff09<\/li>\n\n\n\n<li>DeepSeek \u2014 \u6df1\u5ea6\u6c42\u7d22\uff08DeepSeek \u7cfb\u5217\u6a21\u578b\uff09<\/li>\n\n\n\n<li>MiniMax \u2014 \u7a00\u5b87\u79d1\u6280\uff08\u6d77\u87ba H3 \u97f3\u89c6\u9891\u6a21\u578b\uff09<\/li>\n\n\n\n<li>Meta\uff08\u539f Facebook\uff09 \u2014 Meta AI\uff08Llama \u7cfb\u5217\u5f00\u6e90\u5927\u6a21\u578b\u3001\u4e2a\u4eba AI \u667a\u80fd\u4f53 Muse\uff09<\/li>\n\n\n\n<li>ChatGPT\uff08OpenAI\uff09 \u2014 \u5185\u7f6e Codex \/ \u667a\u80fd\u4f53\uff0c\u53ef\u62c6\u89e3\u590d\u6742\u4efb\u52a1\u72ec\u7acb\u5b8c\u6210\uff0c\u8de8\u5e94\u7528\u6536\u96c6\u4fe1\u606f\u5e76\u4ea7\u51fa\u6587\u6863\u3001\u8868\u683c<\/li>\n\n\n\n<li>Claude\uff08Anthropic\uff09 \u2014 \u652f\u6301 Computer Use\uff0c\u80fd\u76f4\u63a5\u64cd\u4f5c\u7535\u8111\u9f20\u6807\u952e\u76d8\u3001\u8c03\u7528\u8f6f\u4ef6\u529e\u4e8b<\/li>\n\n\n\n<li>\u8c46\u5305\uff08\u5b57\u8282\u8df3\u52a8\uff09 \u2014 \u56fd\u5185\u4e3b\u6d41\u5165\u53e3\u7ea7 AI\uff0c\u529e\u516c\u6a21\u5f0f\u53ef\u5e2e\u7528\u6237\u5199\u4f5c\u3001\u5236\u8868\u3001\u5904\u7406\u6742\u52a1<\/li>\n\n\n\n<li>AutoGLM\uff08\u667a\u8c31\uff09 \u2014 \u4e91\u7aef\u667a\u80fd\u4f53\uff0c\u6d3e&#8221;\u4e91\u7aef\u5206\u8eab&#8221;\u81ea\u52a8\u64cd\u4f5c\u624b\u673a App\u3001\u7f51\u9875\u5b8c\u6210\u4efb\u52a1<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001\u4e3b\u6d41\u5927\u6a21\u578b\u540d\u79f0<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>GPT (Generative Pre\u2011trained Transformer)<\/strong>\uff1a\u751f\u6210\u5f0f\u9884\u8bad\u7ec3\u53d8\u6362\u5668\uff0c\u4ee3\u8868\u7248\u672c\uff1aGPT\u20114o \/ GPT\u20114 Turbo \/ GPT\u20113.5<\/li>\n\n\n\n<li><strong>Claude<\/strong>\uff1aAnthropic \u7cfb\u5217\u5927\u6a21\u578b\uff0c\u4ee3\u8868\u7248\u672c\uff1aClaude 3 Opus\/Sonnet\/Haiku\uff1bClaude Code \u4e3a\u5176\u4ee3\u7801\u667a\u80fd\u4f53<\/li>\n\n\n\n<li><strong>Gemini<\/strong>\uff1aGoogle DeepMind \u591a\u6a21\u6001\u5927\u6a21\u578b\uff0c\u4ee3\u8868\u7248\u672c\uff1aGemini Ultra\/Pro\/Nano<\/li>\n\n\n\n<li><strong>Llama 2 \/ Llama 3 \/ Llama4<\/strong>\uff1aMeta \u5f00\u6e90\u5927\u6a21\u578b\u7cfb\u5217<\/li>\n\n\n\n<li><strong>Qwen\uff08\u901a\u4e49\uff09<\/strong>\uff1a\u963f\u91cc\u4e91\u5927\u6a21\u578b<\/li>\n\n\n\n<li><strong>Hunyuan\uff08\u6df7\u5143\uff09<\/strong>\uff1a\u817e\u8baf\u5927\u6a21\u578b<\/li>\n\n\n\n<li><strong>ERNIE\uff08\u6587\u5fc3\uff09<\/strong>\uff1a\u767e\u5ea6\u5927\u6a21\u578b<\/li>\n\n\n\n<li><strong>DeepSeek LLM \/ DeepSeek\u2011VL<\/strong>\uff1a\u6df1\u5ea6\u6c42\u7d22\uff1bDeepSeek LLM \u57fa\u7840\u5927\u6a21\u578b\uff0cDeepSeek\u2011VL \u591a\u6a21\u6001\u7248\u672c<\/li>\n\n\n\n<li><strong>Seed<\/strong>\uff1a\u5b57\u8282\u81ea\u7814\u5927\u6a21\u578b\u57fa\u5ea7\uff0c\u662f\u8c46\u5305 Doubao \u5e95\u5c42\u57fa\u5ea7\uff1bSeedance \u4e3a\u540c\u7cfb\u5217\u89c6\u9891\u751f\u6210\u6a21\u578b<\/li>\n\n\n\n<li><strong>HappyHorse<\/strong>\uff1a\u963f\u91cc\u5df4\u5df4 ATH \u521b\u65b0\u4e8b\u4e1a\u90e8\u97f3\u89c6\u9891\u8054\u5408\u751f\u6210\u6a21\u578b\uff0c\u6db5\u76d6\u89c6\u9891\u751f\u6210\u4e0e\u89c6\u9891\u7f16\u8f91\uff0c\u9002\u7528\u4e8e\u5e7f\u544a\u3001\u7535\u5546\u3001\u77ed\u5267\u7b49\u573a\u666f<\/li>\n\n\n\n<li><strong>H3\uff08\u6d77\u87ba\uff09<\/strong>\uff1aMiniMax \u5168\u6a21\u6001\u751f\u6210\u6a21\u578b\uff0c\u652f\u6301\u6587\u672c \/ \u56fe\u50cf \/ \u89c6\u9891 \/ \u97f3\u9891\u591a\u6a21\u6001\u4e0a\u4e0b\u6587\u7406\u89e3\uff0c\u53ef\u751f\u6210\u5e26\u539f\u751f\u7acb\u4f53\u58f0\u97f3\u9891\u7684\u89c6\u9891\uff0c\u6700\u9ad8\u652f\u6301 2K \u5206\u8fa8\u7387\u300115 \u79d2\u65f6\u957f<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001\u6838\u5fc3\u6280\u672f\u4e13\u4e1a\u672f\u8bed<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u25ab\ufe0f\u6a21\u578b\u57fa\u7840<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>LLM = Large Language Model\uff1a\u5927\u578b\u8bed\u8a00\u6a21\u578b<\/li>\n\n\n\n<li>Multimodal Model\uff1a\u591a\u6a21\u6001\u5927\u6a21\u578b\uff08\u6587\u672c + \u56fe\u7247 + \u97f3\u9891 + \u89c6\u9891\uff09<\/li>\n\n\n\n<li>Transformer\uff1a\u53d8\u6362\u5668\uff08\u5927\u6a21\u578b\u57fa\u7840\u5e95\u5c42\u67b6\u6784\uff09<\/li>\n\n\n\n<li>Parameters\uff1a\u53c2\u6570\uff08\u4f8b\uff1a7B = 7 Billion\uff0c70 \u4ebf\u53c2\u6570\uff09<\/li>\n\n\n\n<li>Token\uff1a\u8bcd\u5143\uff08AI \u6587\u672c\u6700\u5c0f\u5904\u7406\u5355\u5143\uff09<\/li>\n\n\n\n<li>Context Window\uff1a\u4e0a\u4e0b\u6587\u7a97\u53e3<\/li>\n\n\n\n<li>Context Length\uff1a\u4e0a\u4e0b\u6587\u957f\u5ea6<\/li>\n\n\n\n<li>Embedding\uff1a\u5d4c\u5165\u3001\u5411\u91cf\u8868\u5f81<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u25ab\ufe0f\u8bad\u7ec3 &amp; \u63a8\u7406<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Pre\u2011training\uff1a\u9884\u8bad\u7ec3<\/li>\n\n\n\n<li>Fine\u2011tuning\uff1a\u5fae\u8c03<\/li>\n\n\n\n<li>SFT = Supervised Fine\u2011Tuning\uff1a\u6709\u76d1\u7763\u5fae\u8c03<\/li>\n\n\n\n<li>RLHF\uff1a\u57fa\u4e8e\u4eba\u7c7b\u53cd\u9988\u7684\u5f3a\u5316\u5b66\u4e60<\/li>\n\n\n\n<li>Inference\uff1a\u63a8\u7406\uff08\u52a0\u8f7d\u6a21\u578b\u8fd0\u884c\u3001\u751f\u6210\u5185\u5bb9\uff09<\/li>\n\n\n\n<li>Quantization\uff1a\u91cf\u5316\uff084bit\/8bit\uff0c\u672c\u5730\u90e8\u7f72\u964d\u4f4e\u663e\u5b58\u5360\u7528\u3001\u63d0\u5347\u901f\u5ea6\uff09<\/li>\n\n\n\n<li>LoRA\uff1a\u4f4e\u79e9\u81ea\u9002\u5e94\u5fae\u8c03\uff08\u8f7b\u91cf\u5316\u5fae\u8c03\u65b9\u6848\uff09<\/li>\n\n\n\n<li>QLoRA\uff1a\u91cf\u5316\u4f4e\u79e9\u9002\u914d\uff0c\u57fa\u4e8e 4bit \u91cf\u5316\u7684\u8f7b\u91cf\u5316\u5fae\u8c03\uff0c\u666e\u901a\u6d88\u8d39\u7ea7\u663e\u5361\u5373\u53ef\u5b8c\u6210\u6a21\u578b\u5fae\u8c03<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u25ab\ufe0f\u7b97\u529b &amp; \u786c\u4ef6<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>GPU (Graphics Processing Unit)\uff1a\u56fe\u5f62\u5904\u7406\u5668<\/li>\n\n\n\n<li>RTX 4090 \/ RTX 5070\uff1a\u663e\u5361\u578b\u53f7<\/li>\n\n\n\n<li>VRAM (Video Random Access Memory)\uff1a\u663e\u5b58<\/li>\n\n\n\n<li>CUDA\uff1a\u82f1\u4f1f\u8fbe GPU \u5e76\u884c\u8ba1\u7b97\u6846\u67b6<\/li>\n\n\n\n<li>On\u2011premise\uff1a\u672c\u5730\u90e8\u7f72\uff5cCloud inference\uff1a\u4e91\u7aef\u63a8\u7406<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u25ab\ufe0f\u751f\u6210\u76f8\u5173\u6982\u5ff5<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Prompt\uff1a\u63d0\u793a\u8bcd<\/li>\n\n\n\n<li>Prompt Engineering\uff1a\u63d0\u793a\u8bcd\u5de5\u7a0b<\/li>\n\n\n\n<li>Temperature\uff1a\u6e29\u5ea6\u53c2\u6570\uff08\u63a7\u5236\u751f\u6210\u5185\u5bb9\u968f\u673a\u6027\uff09<\/li>\n\n\n\n<li>Top\u2011P \/ Top\u2011K\uff1a\u91c7\u6837\u53c2\u6570<\/li>\n\n\n\n<li>Hallucination\uff1a\u6a21\u578b\u5e7b\u89c9\uff08AI \u7f16\u9020\u4e0d\u5b58\u5728\u3001\u865a\u5047\u4fe1\u606f\uff09<\/li>\n\n\n\n<li>RAG = Retrieval\u2011Augmented Generation\uff1a\u68c0\u7d22\u589e\u5f3a\u751f\u6210<\/li>\n\n\n\n<li>Function Calling\uff1a\u5de5\u5177\u8c03\u7528<\/li>\n\n\n\n<li>Agent Loop\uff5c\u667a\u80fd\u4f53\u5faa\u73af\uff1a\u601d\u8003\u2011\u884c\u52a8\u2011\u89c2\u5bdf\u2011\u518d\u601d\u8003\u7684\u8fed\u4ee3\u6267\u884c\u6d41\u7a0b<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u25ab\ufe0f\u524d\u6cbf\u6280\u672f<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Agentic AI \/ AI Agents\uff1a\u667a\u80fd\u4f53\uff0c\u53ef\u81ea\u4e3b\u63a8\u7406\u3001\u6267\u884c\u4efb\u52a1<\/li>\n\n\n\n<li>CoT = Chain\u2011of\u2011Thought\uff1a\u601d\u7ef4\u94fe<\/li>\n\n\n\n<li>MoE = Mixture of Experts\uff1a\u6df7\u5408\u4e13\u5bb6\u6a21\u578b<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u25ab\ufe0f\u5f00\u6e90 \/ \u95ed\u6e90<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Open\u2011source model\uff1a\u5f00\u6e90\u6a21\u578b<\/li>\n\n\n\n<li>Closed\u2011source \/ Proprietary model\uff1a\u95ed\u6e90 \/ \u79c1\u6709\u6a21\u578b<\/li>\n\n\n\n<li>Weights\uff1a\u6a21\u578b\u6743\u91cd\u6587\u4ef6<\/li>\n\n\n\n<li>Checkpoint\uff1a\u6a21\u578b\u65ad\u70b9\u5b58\u6863<\/li>\n\n\n\n<li>Sandbox\uff5c\u6c99\u7bb1\uff1a\u5b89\u5168\u9694\u79bb\u8fd0\u884c\u73af\u5883\uff0c\u4f9b Agent \u6267\u884c\u4ee3\u7801\u3001\u547d\u4ee4\uff0c\u9632\u6b62\u7834\u574f\u5bbf\u4e3b\u7cfb\u7edf<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u56db\u3001\u884c\u4e1a\u5e94\u7528\u4e0e\u751f\u6001\u672f\u8bed<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>AI = Artificial Intelligence<\/strong>\uff1a\u4eba\u5de5\u667a\u80fd\uff0c\u8ba1\u7b97\u673a\u79d1\u5b66\u5206\u652f\uff0c\u8ba9\u673a\u5668\u6a21\u62df\u4eba\u7c7b\u611f\u77e5\u3001\u63a8\u7406\u3001\u521b\u4f5c\u3001\u51b3\u7b56\u7b49\u667a\u80fd\u884c\u4e3a\uff0c\u662f AIGC\u3001\u5927\u6a21\u578b\u4e00\u5207\u6280\u672f\u7684\u603b\u79f0\u3002<\/li>\n\n\n\n<li><strong>AIGC = AI\u2011Generated Content<\/strong>\uff1a\u4eba\u5de5\u667a\u80fd\u751f\u6210\u5185\u5bb9<\/li>\n\n\n\n<li><strong>API = Application Programming Interface<\/strong>\uff1a\u5e94\u7528\u7a0b\u5e8f\u7f16\u7a0b\u63a5\u53e3\uff0c\u4e91\u7aef AI \u6a21\u578b\u5bf9\u5916\u63d0\u4f9b\u8c03\u7528\u5165\u53e3<\/li>\n\n\n\n<li><strong>MaaS = Model\u2011as\u2011a\u2011Service<\/strong>\uff1a\u6a21\u578b\u5373\u670d\u52a1\uff08\u901a\u8fc7 API \u8c03\u7528\u6a21\u578b\uff09<\/li>\n\n\n\n<li><strong>MLOps<\/strong>\uff1a\u673a\u5668\u5b66\u4e60\u8fd0\u7ef4\uff08\u6a21\u578b\u4ece\u8bad\u7ec3\u5230\u4e0a\u7ebf\u5168\u751f\u547d\u5468\u671f\u7ba1\u7406\uff09<\/li>\n\n\n\n<li><strong>Skill<\/strong>\uff1a\u5c01\u88c5\u597d\u3001\u53ef\u88ab AI \u8c03\u7528\u7684\u72ec\u7acb\u80fd\u529b\u6a21\u5757\uff0c\u4e2d\u6587\u4e00\u822c\u53eb\u6280\u80fd<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e94\u3001\u7f29\u5199\u901f\u67e5\uff5c\u5feb\u901f\u68c0\u7d22<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>LLM\uff5cLarge Language Model\uff5c\u5927\u8bed\u8a00\u6a21\u578b<\/li>\n\n\n\n<li>RLHF\uff5cReinforcement Learning from Human Feedback\uff5c\u4eba\u7c7b\u53cd\u9988\u5f3a\u5316\u5b66\u4e60<\/li>\n\n\n\n<li>RAG\uff5cRetrieval\u2011Augmented Generation\uff5c\u68c0\u7d22\u589e\u5f3a\u751f\u6210<\/li>\n\n\n\n<li>SFT\uff5cSupervised Fine\u2011Tuning\uff5c\u76d1\u7763\u5fae\u8c03<\/li>\n\n\n\n<li>VRAM\uff5cVideo RAM\uff5c\u663e\u5b58<\/li>\n\n\n\n<li>AGI\uff5cArtificial General Intelligence\uff5c\u901a\u7528\u4eba\u5de5\u667a\u80fd<\/li>\n\n\n\n<li>AIGC\uff5cAI \u751f\u6210\u5185\u5bb9\uff08\u6587\u672c\u3001\u753b\u56fe\u3001\u89c6\u9891\uff09<\/li>\n\n\n\n<li>MaaS\uff5cModel\u2011as\u2011a\u2011Service\uff5c\u6a21\u578b\u5373\u670d\u52a1<\/li>\n\n\n\n<li>CoT\uff5cChain\u2011of\u2011Thought\uff5c\u601d\u7ef4\u94fe<\/li>\n\n\n\n<li>MoE\uff5cMixture of Experts\uff5c\u6df7\u5408\u4e13\u5bb6\u6a21\u578b<\/li>\n\n\n\n<li>MLOps\uff5cMachine Learning Operations\uff5c\u673a\u5668\u5b66\u4e60\u8fd0\u7ef4<\/li>\n\n\n\n<li>BYOM\uff5cBring Your Own Model\uff5c\u81ea\u5e26\u6a21\u578b\uff0c\u6846\u67b6\u652f\u6301\u63a5\u5165\u7b2c\u4e09\u65b9\u5927\u6a21\u578b<\/li>\n\n\n\n<li>MCP\uff5cModel Context Protocol\uff5c\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae\uff0cAgent \u8c03\u7528\u5916\u90e8\u5de5\u5177\u7684\u6807\u51c6\u5316\u63a5\u53e3<\/li>\n\n\n\n<li>T2I\uff5cText\u2011to\u2011Image\uff5c\u6587\u751f\u56fe<\/li>\n\n\n\n<li>I2I\uff5cImage\u2011to\u2011Image\uff5c\u56fe\u751f\u56fe<\/li>\n\n\n\n<li>I2V\uff5cImage\u2011to\u2011Video\uff5c\u56fe\u751f\u89c6\u9891<\/li>\n\n\n\n<li>LoRA\uff5cLow\u2011Rank Adaptation\uff5c\u4f4e\u79e9\u9002\u914d\uff0c\u8f7b\u91cf\u5316\u5fae\u8c03\u6a21\u578b<\/li>\n\n\n\n<li>QLoRA\uff5cQuantized Low\u2011Rank Adaptation\uff5c\u91cf\u5316\u4f4e\u79e9\u9002\u914d<\/li>\n\n\n\n<li>VAE\uff5cVariational AutoEncoder\uff5c\u53d8\u5206\u81ea\u7f16\u7801\u5668<\/li>\n\n\n\n<li>CFG Scale\uff5cClassifier\u2011Free Guidance Scale\uff5c\u63d0\u793a\u8bcd\u5f15\u5bfc\u5f3a\u5ea6<\/li>\n\n\n\n<li>FPS\uff5cFrames Per Second\uff5c\u89c6\u9891\u5e27\u7387<\/li>\n\n\n\n<li>ReAct\uff5cReason+Act\uff5c\u63a8\u7406\u884c\u52a8\uff0c\u667a\u80fd\u4f53\u601d\u8003\u2011\u884c\u52a8\u8303\u5f0f<\/li>\n\n\n\n<li>OCR\uff5cOptical Character Recognition\uff5c\u5149\u5b66\u5b57\u7b26\u8bc6\u522b<\/li>\n\n\n\n<li>ASR\uff5cAutomatic Speech Recognition\uff5c\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b\uff08\u8bed\u97f3\u8f6c\u6587\u5b57\uff09<\/li>\n\n\n\n<li>TTS\uff5cText\u2011to\u2011Speech\uff5c\u6587\u672c\u8f6c\u8bed\u97f3<\/li>\n\n\n\n<li>SAM\uff5cSegment Anything Model\uff5c\u4e07\u7269\u5206\u5272\u6a21\u578b<\/li>\n\n\n\n<li>Agent Loop\uff5c\u667a\u80fd\u4f53\u5faa\u73af\uff5c\u601d\u8003\u2011\u884c\u52a8\u2011\u89c2\u5bdf\u2011\u518d\u601d\u8003\u7684\u8fed\u4ee3\u6267\u884c\u6d41\u7a0b<\/li>\n\n\n\n<li>Sandbox\uff5c\u6c99\u7bb1\uff5c\u5b89\u5168\u9694\u79bb\u8fd0\u884c\u73af\u5883<\/li>\n\n\n\n<li>BYOK\uff5cBring Your Own Key\uff5c\u81ea\u5e26\u5bc6\u94a5\uff0cSWE-Agent \u5e38\u7528\u63a5\u5165\u6a21\u5f0f<\/li>\n\n\n\n<li>Hermes \u662f\u4e00\u6b3e\u53ef\u5728\u4efb\u52a1\u6267\u884c\u540e\u81ea\u52a8\u590d\u76d8\u3001\u6c89\u6dc0\u7ecf\u9a8c\u5e76\u81ea\u4e3b\u8fdb\u5316\u7684 AI \u667a\u80fd\u4f53\uff0c\u548c OpenClaw \u8fd9\u7c7b\u4f9d\u8d56\u4eba\u5de5\u9884\u8bbe\u89c4\u5219\u7684\u914d\u7f6e\u578b Agent \u5f62\u6210\u660e\u663e\u533a\u522b<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u516d\u3001\u4e2a\u4eba AI \u667a\u80fd\u4f53\u4ea7\u54c1\uff082026 \u4e3b\u6d41\uff09<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Muse \u2014 Meta \u4e2a\u4eba AI \u667a\u80fd\u4f53\uff0c\u53ef\u81ea\u884c\u8054\u7f51\u586b\u8868\u3001\u4e0b\u5355\u3001\u4ed8\u6b3e\uff0c\u5173\u95ed App \u540e\u4ecd\u80fd\u540e\u53f0\u6267\u884c\u4efb\u52a1<\/li>\n\n\n\n<li>ChatGPT \/ Codex \u2014 OpenAI \u667a\u80fd\u4f53\uff0c\u62c6\u89e3\u590d\u6742\u4efb\u52a1\u8de8\u5e94\u7528\u72ec\u7acb\u5b8c\u6210\uff0c\u4ea7\u51fa\u6587\u6863\u3001\u8868\u683c\u3001\u7f51\u9875<\/li>\n\n\n\n<li>Claude \u2014 Anthropic \u667a\u80fd\u4f53\uff0c\u652f\u6301 Computer Use \u64cd\u63a7\u7535\u8111\u3002<\/li>\n\n\n\n<li>\u8c46\u5305 \u2014 \u5b57\u8282\u8df3\u52a8\uff0c\u56fd\u5185\u7528\u6237\u89c4\u6a21\u9886\u5148\u7684 AI \u52a9\u624b\uff0c\u529e\u516c\u6a21\u5f0f\u53ef\u4ee3\u529e\u5199\u4f5c\u3001\u5236\u8868\u7b49\u6742\u52a1<\/li>\n\n\n\n<li>AutoGLM \u2014 \u667a\u8c31\u4e91\u7aef\u667a\u80fd\u4f53\uff0c\u8fdc\u7a0b\u64cd\u63a7\u4e91\u7aef\u8bbe\u5907\u81ea\u52a8\u5b8c\u6210 App\u3001\u7f51\u9875\u4efb\u52a1<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>AI \u5e38\u7528\u9ad8\u9891\u7528\u8bcd \u4e00\u3001AI \u6838\u5fc3\u516c\u53f8  [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":1539,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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