{"id":5046,"date":"2025-11-08T21:50:49","date_gmt":"2025-11-08T13:50:49","guid":{"rendered":"https:\/\/www.haruhi.fans\/?p=5046"},"modified":"2025-11-14T17:12:15","modified_gmt":"2025-11-14T09:12:15","slug":"%e5%a4%9a%e6%a8%a1%e6%80%81%e8%ae%ba%e6%96%87%e5%ad%a6%e4%b9%a0","status":"publish","type":"post","link":"https:\/\/www.haruhi.fans\/?p=5046","title":{"rendered":"\u591a\u6a21\u6001\u8bba\u6587\u5b66\u4e60"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">Unified Multimodal Understanding via Byte-Pair Visual Encoding<\/h2>\n\n\n\n<p>\u6807\u9898\u6765\u770b\uff0c\u901a\u8fc7 \u5b57\u8282\u5bf9\u89c6\u89c9\u7f16\u7801 \u5b9e\u73b0\u7edf\u4e00\u7684\u591a\u6a21\u6001\u7406\u89e3\uff0c\u55ef\u62bd\u8c61<\/p>\n\n\n\n<p>\u8bba\u6587\u6838\u5fc3\u601d\u60f3\uff0c\u662f<strong>\u628a\u81ea\u7136\u8bed\u8a00\u4e2d\u7684BPE\uff08Byte-Pair Encoding\uff09\u5206\u8bcd\u6280\u672f\u5e94\u7528\u4e8e\u89c6\u89c9\u9886\u57df<\/strong>[\u4f20\u7edf\u7684\u662f\u5229\u7528\u89c6\u89c9\u7f16\u7801\u5668\uff08CLIP\uff09]\uff0c\u4ece\u800c\u4e3a\u56fe\u50cf\u6587\u5b57\u5171\u540c\u521b\u5efa\u4e00\u79cd\u7edf\u4e00\u7684\uff0c\u79bb\u6563\u5316\u7684\u8868\u73b0\u65b9\u5f0f\u3002<\/p>\n\n\n\n<p>\u4e24\u4e2a\u95ee\u9898\uff0c\u4ec0\u4e48\u662f\u81ea\u7136\u8bed\u8a00\u7684BPE\uff0c\u4ec0\u4e48\u53c8\u662fCLIP<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>BPE\uff08Byte-Pair Encoding\uff09\n<ul class=\"wp-block-list\">\n<li>\u539f\u7406\u4e0a\uff1a\u5bf9\u4e8e\u6a21\u578b\u6765\u8bf4\uff0c\u5982\u4f55\u7406\u89e3\u4e00\u4e2a\u5355\u8bcd\u6bd4\u8f83\u9ebb\u70e6\u3002\u6700\u7b80\u5355\u7684\u662f\u5355\u4e2a\u5b57\u6bcd\u6765\uff0c\u5bf9\u4e8e\u4f8b\u5982happy\uff0c\u90a3\u4e48\u5c31\u53ef\u4ee5\u76f4\u63a5h-a-p-p-y\uff0c\u5f62\u6210\u4e00\u4e2a\u5b8c\u6574\u7684\u5355\u8bcd\uff0c\u4e0d\u8fc7\u8fd9\u6837\u5bf9\u4e8e\u6a21\u578b\u8ba1\u7b97\u6765\u8bf4\uff0c\u7406\u89e3\u4e00\u4e2a\u8bcd\u6210\u672c\u5c31\u975e\u5e38\u975e\u5e38\u9ad8\u3002<br>\u5f53\u7136\u53ef\u4ee5\u76f4\u63a5\u6574\u4e2a\u5355\u8bcd\u5c31\u8f6c\u5316\u4e3a\u4e00\u4e2a\u5411\u91cf\uff0c\u4f46\u662f\u8fd9\u6837\u5c31\u4f1a\u5bfc\u81f4\u8bcd\u6c47\u8868\u8fc7\u4e8e\u5e9e\u5927\uff0c\u4e14\u4e0d\u4fbf\u4e8e\u6269\u5c55\uff0c\u5982happy\u548chappiness\uff0c\u8fd9\u4e24\u8005\u662f\u5b58\u5728\u4e00\u5b9a\u5173\u7cfb\u7684\u3002<br>\u8fd9\u91cc\u7684\u4e00\u4e2a\u601d\u8def\uff0c\u6709\u70b9\u7c7b\u4f3c\u8bcd\u6839\u8bcd\u7f00\u3002\u5373\u6211\u4eec\u628a\u4e00\u4e2a\u5355\u8bcd\u8bcd\u6839\u8bcd\u7f00\u63d0\u53d6\u51fa\u6765\uff0c\u628a\u8fd9\u4e9b\u90fd\u5f53\u505a\u4e00\u4e2a\u6574\u4f53\uff0c\u7c7b\u4f3c\u4e8e\u6211\u4eec\u770b\u5230work\u548cworker\uff0c\u6211\u4eec\u62c6\u6210work 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alt=\"\"><\/li>\n\n\n\n<li>\u539f\u7406\uff1a\u53ef\u4ee5\u628a\u6587\u672c\u7684\u5411\u91cf\u7279\u5f81\u548c\u56fe\u50cf\u7684\u5411\u91cf\u7279\u5f81\u90fd\u653e\u5728\u540c\u4e00\u4e2a\u7279\u5f81\u7a7a\u95f4\u4e2d\uff0c\u8fd9\u6837\u6211\u4eec\u5c31\u53ef\u4ee5\u5224\u65ad\u56fe\u7247\u548c\u6587\u672c\u7684\u76f8\u4f3c\u7a0b\u5ea6\uff08\u70b9\u79ef\uff09\uff0c\u4ece\u800c\u505a\u5230\u56fe\u751f\u6587or\u6587\u751f\u56fe\u8fd9\u6837\u57fa\u672c\u7684\u6a21\u6001\u8f6c\u5316\u3002<\/li>\n\n\n\n<li>\u8bad\u7ec3\uff1a\u8fd9\u4e2aText Encoder\u548cImage 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class=\"wp-block-list\">\n<li>\u4f55\u4e3a\u8fde\u7eed\uff1f\u4e0d\u90fd\u662f\u591a\u7ef4\u7684\u5411\u91cf\u5417\uff1f\n<ul class=\"wp-block-list\">\n<li>\u90a3\u5f53\u7136\u4e0d\u662f\uff0c\u8fde\u7eed\u5bf9\u5e94\u7684\u662f\u6570\u503c\u3002\u4f8b\u5982\u524d\u9762\u5f97\u5230\u4e86\u5f88\u591a\u7279\u5f81\uff0c\u5bf9\u4e8e\u6bcf\u4e00\u4e2a\u7279\u5f81\u7ef4\u5ea6\u7684\u503c\uff0c\u6211\u4eec\u53ef\u4ee5\u65e0\u9650\u7ec6\u5206\u53bb\u8868\u793a\uff0c\u4f8b\u5982[0.1234&#8230;, -0.9876&#8230;, 0.4567&#8230;]\u8fd9\u6837\u5728\u6570\u5b66\u4e0a\u662f\u8fde\u7eed\u7684\u3002\u90a3\u4e48\u53ef\u4ee5\u8bf4\u8fd9\u4e2a\u72d7\u7684\u7279\u5f81\u591a\u5c11\uff0c\u7530\u56ed\u7684\u7279\u5f81\u591a\u5c11\uff0c\u53ef\u4ee5\u65e0\u9650\u7cbe\u7ec6\u7684\u5212\u5206\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u79bb\u6563\u8868\u793a\n<ul class=\"wp-block-list\">\n<li>\u5bf9\u4e8e\u5411\u91cf\uff0c\u53d6\u503c\u662f\u6709\u9650\u53ef\u6570\u7684\u3002\u4e00\u822cai\u4e2d\u8868\u793a\u4e3a\u6574\u6570\uff0c\u5373[5, 89, 1024, 77, 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class=\"wp-block-list\">\n<li>\u6587\u7ae0\u505a\u7684\u662f\u79bb\u6563\u7684\u8bed\u4e49\u8f6c\u5316\uff0c\u90a3\u4e3a\u4ec0\u4e48\u4e0d\u76f4\u63a5\u4e00\u5f00\u59cb\u5bf9\u8fde\u7eed\u7684\u6570\u503c\u76f4\u63a5\u6620\u5c04\u5230\u79bb\u6563\uff0c\u4e0d\u5c31\u89e3\u51b3\u4e86\u5417\uff1f\n<ul class=\"wp-block-list\">\n<li>\u4e0d\u53ef\u4ee5\u3002\u8fd9\u6837\u8bed\u4e49\u4e4b\u95f4\u7684\u590d\u6742\u5173\u7cfb\u5c31\u88abcover\u4e86\u3002\u4e0d\u6e05\u695a\u8fde\u7eed\u503c\u7684\u5173\u7cfb\uff0c\u76f4\u63a5\u7684\u6620\u5c04\u4f1a\u4e22\u5931\u539f\u672c\u7684\u4fe1\u606f\uff0c\u4e14\u6211\u4eec\u4e0d\u77e5\u9053\u8fd9\u4e2a\u6620\u5c04\u540e\u7684\u8bed\u4e49\u3002\u672c\u6587\u505a\u7684\u5e94\u8be5\u662f\uff0c\u901a\u8fc7\u524d\u9762\u7684\u6316\u6398\u540e\uff0c\u5f97\u5230\u7684\u90a3\u4e9b\u5757\uff0c\u6700\u540e\u5728\u7ed9LLM\u53bb\u8bad\u7ec3\uff0c\u5b66\u4e60\u7528\u8fd9\u4e2a\u53bb\u751f\u6210\u8bed\u8a00\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Generative Agents: Interactive Simulacra of Human Behavior<\/strong><\/h2>\n\n\n\n<p>\u6838\u5fc3\u76ee\u6807\u662f\u5236\u4f5c\u51fa\u4e00\u4e2a\u7c7b\u4f3c\u4e8e\u771f\u4eba\u751f\u6d3b\u7684\u667a\u80fd\u4f53\u3002\u4f20\u7edfNPC\u6bd5\u7adf\u7a0b\u5e8f\u56fa\u5b9a\uff0c\u884c\u4e3a\u903b\u8f91\u90fd\u662f\u53ef\u9884\u6d4b\u7684\u3002<\/p>\n\n\n\n<p>\u4f5c\u8005\u4e3a\u6b64\u505a\u4e86\u4e00\u4e2aSmallville\uff0c\u5728\u8fd9\u4e2a\u6c99\u76d2\u91cc\u9762\uff0c\u653e\u7f6e25\u4e2a\u667a\u80fd\u4f53\u3002\u6a21\u62df\u4ed6\u4eec\u7c7b\u4f3c\u7684\u771f\u4eba\u751f\u6d3b\uff0c\u4ed6\u4eec\u62e5\u6709\u81ea\u5df1\u7684\u8eab\u4efd\u4eba\u7269\u5173\u7cfb\u4e4b\u7c7b\u7684\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/www.haruhi.fans\/wp-content\/uploads\/2025\/11\/image-22-1024x546.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"546\" data-original=\"https:\/\/www.haruhi.fans\/wp-content\/uploads\/2025\/11\/image-22-1024x546.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-5064\"  sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/div><\/figure>\n\n\n\n<p>\u521d\u5230\u8fd9\u4e2a\u6a21\u62df\uff0c\u4e2a\u4eba\u89c9\u5f97\u6700\u5927\u7684\u95ee\u9898\u662f\u5982\u4f55\u4fdd\u8bc1\u957f\u671f\u7684\u8bb0\u5fc6\u3002\u89d2\u8272\u626e\u6f14\u5230\u540e\u7eed\u4e0d\u53ef\u907f\u514d\u51fa\u73b0\u7684\u9057\u5fd8\u95ee\u9898\uff0c\u53ef\u4ee5\u538b\u7f29\uff0c\u4f46\u4e5f\u5bb9\u6613\u5ffd\u7565\u6389\u5176\u4e2d\u7684\u7ec6\u8282\u3002\u81f3\u4e8e\u51b3\u7b56\u884c\u4e3a\u6765\u770b\u5012\u8fd8\u597d\u8bf4\uff0c\u57fa\u4e8e\u81ea\u8eab\u7684\u4e00\u5b9a\u6761\u4ef6\uff0c\u4ea4\u7ed9\u5927\u6a21\u578b\u5e94\u5f53\u53ef\u4ee5\u8f93\u51fa\u4e00\u4e2a\u5f53\u524d\u7684\u51b3\u7b56\u3002<\/p>\n\n\n\n<p>\u4f5c\u8005\u7684\u8bdd\uff0c\u505a\u4e86\u4e00\u4e2a\u667a\u80fd\u4f53\u67b6\u6784\uff0c\u5206\u4e3a\u4e09\u4e2a\u6a21\u5757<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Memory Stream\n<ul class=\"wp-block-list\">\n<li>\u8bb0\u5f55\u667a\u80fd\u4f53\u6240\u505a\u7684\u6bcf\u4e00\u4ef6\u4e8b\u60c5\u6216\u8005\u89c2\u5bdf\u5230\u770b\u5230\u7684\u4e8b\u60c5\uff0c\u7b26\u5408\u4eba\u7684\u4e00\u822c\u60c5\u51b5\u3002<\/li>\n\n\n\n<li>\u95ee\u9898\uff1a\u8fd8\u662f\u524d\u9762\u7684\u9057\u5fd8<\/li>\n\n\n\n<li>\u5904\u7406\uff1aRetireval\u3002\u9700\u8981\u51b3\u7b56\u7684\u65f6\u5019\uff0c\u6839\u636e\u4e09\u4e2a\u7ef4\u5ea6\uff0c\u4e5f\u662f\u53c2\u8003\u4eba\u7684\u611f\u89c9\uff1a\n<ul class=\"wp-block-list\">\n<li>Recency\uff1a\u8d8a\u8fd1\u8d8a\u89c9\u5f97\u91cd\u8981<\/li>\n\n\n\n<li>Importance\uff1a\u4e0d\u540c\u4e8b\u4ef6\u6709\u4e0d\u540c\u91cd\u8981\u6027<\/li>\n\n\n\n<li>Relevance\uff1a\u548c\u8fd9\u4e2a\u51b3\u7b56\u7684\u76f8\u5173\u6027<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u6839\u636e\u4ee5\u4e0a\u5185\u5bb9\uff0c\u52a0\u5f3a\u68c0\u7d22\u51fa\u4e00\u4e9b\u4e1c\u897f<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>Reflection\n<ul class=\"wp-block-list\">\n<li>\u667a\u80fd\u4f53\u4e0d\u4f1a\u53ea\u662f\u5355\u7eaf\u505a\u4e8b\uff0c\u4e5f\u4f1a\u5468\u671f\u6027\u7684\u56de\u987e\u6700\u8fd1\u7684\u8bb0\u5fc6\uff0c\u5e76\u63d0\u51fa\u4e00\u4e9b\u6bd4\u8f83\u6709\u6df1\u5c42\u6b21\u7684\u95ee\u9898\uff0c\u7136\u540e\u5229\u7528\u6a21\u578b\u5bf9\u8fd9\u4e9b\u95ee\u9898\u56de\u7b54\uff0c\u751f\u6210\u4e00\u4e9binsight\u3002\u6700\u540e\u628a\u8fd9\u4e9binsight\u4e5f\u5b58\u8fdbmemory stream\u91cc\u9762\u3002\u540e\u7eed\u5c31\u53ef\u80fd\u5f71\u54cd\u81ea\u5df1\u7684\u8ba4\u77e5\u51b3\u7b56\u3002<\/li>\n\n\n\n<li>\u76f8\u5f53\u4e8e\u4eba\u4eec\u65e5\u5e38\u5bf9\u81ea\u5df1\u6240\u505a\u884c\u4e3a\u7684\u4e00\u4e9b\u53cd\u601d\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>planning\n<ul class=\"wp-block-list\">\n<li>\u957f\u671f\u89c4\u5212\uff1a\u57fa\u4e8e\u8eab\u4efd\u7ecf\u5386\uff0c\u5236\u4f5c\u4e00\u4e9b\u957f\u671f\u7684\u65e5\u7a0b\u8868<\/li>\n\n\n\n<li>\u77ed\u671f\u89c4\u5212\uff1a\u57fa\u4e8e\u957f\u671f\u8ba1\u5212\u5206\u89e3\u4e3a\u77ed\u671f\u5185\u8ddf\u4ef7\u5177\u4f53\u548c\u77ed\u7684\u884c\u52a8\u3002<\/li>\n\n\n\n<li>\u53cd\u5e94\u8c03\u6574\uff1a\u5f53\u667a\u80fd\u4f53\u89c2\u5bdf\u5230\u4e00\u4e9b\u65b0\u60c5\u51b5\uff0c\u53ef\u4ee5\u51b3\u5b9a\u662f\u5426\u4e92\u52a8\uff0c\u7136\u540e\u8ba1\u5212\u4e5f\u5c31\u4f1a\u8c03\u6574\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u7ed3\u679c\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4fe1\u606f\u6269\u6563\n<ul class=\"wp-block-list\">\n<li>\u6bd4\u5982Sam\u8981\u9009\u9547\u957f\u7684\u4e8b\u60c5\u88ab\u4f20\u6765\u4f20\u53bb\uff0c\u5f88\u591a\u667a\u80fd\u4f53\u90fd\u77e5\u9053\u4e86<\/li>\n\n\n\n<li>\u60c5\u4eba\u8282\u6d3e\u5bf9\u88ab\u6240\u6709\u4eba\u77e5\u9053\u4e86\u3002\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u5173\u7cfb\u5f62\u6210\n<ul class=\"wp-block-list\">\n<li>\u4e0d\u8ba4\u8bc6\u7684\u667a\u80fd\u4f53\uff0c\u901a\u8fc7\u4e00\u4e9b\u4e8b\u4ef6\u4ea4\u6d41\u4e4b\u540e\uff0c\u9010\u6e10\u7684\u719f\u7edc\u8d77\u6765\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u96c6\u4f53\u534f\u4f5c\n<ul class=\"wp-block-list\">\n<li>\u667a\u80fd\u4f53\u4f1a\u8bb0\u4f4f\u4ee5\u524d\u7684\u4e00\u4e9b\u51b3\u7b56\uff0c\u5e76\u672a\u540e\u7eed\u505a\u51fa\u4e00\u5b9a\u52aa\u529b<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u786e\u5b9e\u5b58\u5728\u4e00\u5b9a\u7684\u793e\u4f1a\u5b66\u610f\u4e49\uff0cemm\u8fd9\u51e0\u4e2a\u7ed3\u679c\u6765\u8bf4\u86ee\u6709\u7528\u7684\u3002\u5728\u4e00\u5b9a\u7a0b\u5ea6\u786e\u5b9e\u53ef\u80fd\u53ef\u4ee5\u6a21\u62df<\/p>\n\n\n\n<p>\u4e0d\u8fc7\u4f5c\u8005\u4e5f\u770b\u51fa\u6765\u95ee\u9898\u7684\u5c40\u9650\u4e86\uff0c\u8bed\u8a00\u8fc7\u4e8e\u6b63\u5f0f\uff0c\u793e\u4f1a\u5b66\u8ba4\u77e5\u4e0d\u8db3\uff0c\u6210\u672c\u592a\u9ad8\u4e86\u4e4b\u7c7b\u7684\u3002<\/p>\n\n\n\n<p>\u81ea\u5df1\u7684\u8bdd\u8fd8\u6709\u51e0\u4e2a\u95ee\u9898\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e8b\u4ef6\u53ef\u4ee5\u7cbe\u7ec6\u5230\u4ec0\u4e48\u7a0b\u5ea6\uff1f\u540c\u65f6\u51fa\u73b0\u5728\u516c\u56ed\u6216\u8005\u9152\u5427\u4e4b\u7c7b\u7684\uff0c\u5c31\u4f1a\u4ea7\u751f\u4e8b\u4ef6\u8ba4\u8bc6\uff1f\u8fd8\u662f\u9700\u8981\u4e00\u5b9a\u7684\u6761\u4ef6\n<ul class=\"wp-block-list\">\n<li>\u7cbe\u7ec6\u7a0b\u5ea6\u5168\u770b\u5b9a\u4e49or\u51b3\u7b56\u4e86\u3002\u53ef\u4ee5\u975e\u5e38\u7cbe\u7ec6\u518d\u52a0\u4e0a\u52a8\u4f5c\uff0c\u56e0\u4e3a\u53cd\u6b63llm\u751f\u6210\u561b\uff0c\u52a0\u5f88\u591a\u620f\u53ef\u4ee5\u3002<\/li>\n\n\n\n<li>\u8ba4\u8bc6\u6765\u8bf4\uff0c\u5728\u540c\u4e00\u5730\u65b9\u4e0d\u4f1a\u5c31\u8ba4\u8bc6\u3002\u800c\u662f\u6bd4\u5982\u8bf4\u6a21\u578b\u6839\u636e\u8fc7\u53bb\u68c0\u7d22\u4e0b\uff0c\u770b\u770b\u81ea\u5df1\u6709\u6ca1\u6709\u5fc5\u8981\u53bb\u8ba4\u8bc6\u3002\u53cd\u6b63\u591a\u65b9\u9762\u5171\u540c\u51b3\u7b56\uff0c\u628a\u591a\u4e2a\u65b9\u9762\u4e00\u5757\u653e\u8fdbprompt\u91cc\u9762\u3002\u6700\u540e\u7684\u65f6\u5019llm\u8fdb\u884c\u51b3\u7b56\uff0c\u8981\u4e0d\u8981\u8ba4\u8bc6\u6216\u4ea4\u4e92\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u5982\u4f55\u611f\u77e5\u7684\u3002\u662f\u5426\u5b58\u5728\u4e00\u4e2a\u7edf\u4e00\u7684\u4e8b\u4ef6\u7ba1\u7406\uff1f\u4e8c\u8005\u5982\u679c\u5076\u9047\u6216\u8005\u8def\u8fc7\uff0c\u662f\u4ec0\u4e48\u901a\u77e5\u4ed6\u4eec\u77e5\u9053\u8fd9\u4ef6\u4e8b\uff0c\u53c8\u662f\u4ec0\u4e48\u5224\u5b9a\u6761\u4ef6\u8ba9\u4ed6\u4eec\u53ef\u4ee5\u4ea4\u4e92\u3002\n<ul class=\"wp-block-list\">\n<li>\u5b58\u5728\u4e00\u4e2aSandbox Environment Server\uff0c\u4e0a\u5e1d\u89c6\u89d2\u77e5\u9053\u4e00\u5207\u3002\u5bf9\u4e8e\u6bcf\u4e00\u4e2a\u667a\u80fd\u4f53\uff0c\u5b58\u5728\u4e00\u4e2a\u611f\u77e5\u8303\u56f4\uff0c\u53ef\u4ee5\u77e5\u9053\u8fd9\u91cc\u9762\u53d1\u751f\u4e86\u5565\u3002\u5982\u679c\u5728\u611f\u77e5\u8303\u56f4\u5185\uff0c\u90a3\u4e48\u8fd9\u4e2aServer\u5c31\u53bb\u63a8\u9001\u7ed9\u667a\u80fd\u4f53\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u4e0d\u8fc7\u5373\u7136\u90fd\u6709\u4e00\u4e2aSandbox Environment Server\u4e86\uff0c\u90a3\u4e3a\u4ec0\u4e48\u505a\u4e0d\u5230\u793e\u4f1a\u5b66\u7684\u6b63\u5e38\u8ba4\u77e5\uff1f<\/p>\n\n\n\n<p>\u597d\u5427\u4f5c\u8005\u4e5f\u610f\u8bc6\u5230\u5c31\u662f\u6ca1\u505a,,,,,,,\u597d<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a href=\"https:\/\/www.alphaxiv.org\/abs\/2510.16720\">Beyond Pipelines: A Survey of the Paradigm Shift toward Model-Native Agentic AI | alphaXiv<\/a><\/h2>\n\n\n\n<p>\u5bf9\u4e8eAgent\u6784\u5efa\uff0c\u4e3b\u8981\u6709\u4e24\u79cd\u8bbe\u8ba1\u601d\u60f3<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>pipeline-based paradigm\n<ul class=\"wp-block-list\">\n<li>\u89c4\u5212\uff1a\u901a\u8fc7chain-of-thought\u63d0\u793a\u8bcd\uff0c\u8ba9\u6a21\u578b\u601d\u8003\u6bcf\u4e00\u6b65\u7684\u52a8\u4f5c<\/li>\n\n\n\n<li>\u5de5\u5177\u4f7f\u7528\uff1a\u8bbe\u8ba1React \u906e\u9633\u5916\u90e8\u5faa\u73af\u6846\u67b6\uff0c\u8ba9\u6a21\u578b\u53ef\u4ee5\u601d\u8003\u884c\u52a8\u4e4b\u95f4\u5207\u6362<\/li>\n\n\n\n<li>\u8bb0\u5fc6\uff1a\u6784\u5efa\u4e00\u4e2aRag\u7684\u7cfb\u7edf<\/li>\n\n\n\n<li>\u672c\u8d28\uff1a\u5f88pasitive\uff0c\u96be\u4ee5\u5e94\u5bf9\u6d41\u7a0b\u4e4b\u5916\u7684\u60c5\u51b5<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong><strong>Model-native Paradigm<\/strong><\/strong>\n<ul class=\"wp-block-list\">\n<li>\u89c4\u5212\uff1a\u4f8b\u5982DeepSeek-R1\u4e4b\u7c7b\u7684\uff0c\u8ba9\u6a21\u578b\u5b66\u4f1a\u81ea\u5df1\u53bb\u601d\u8003\u89c4\u5212\u4f7f\u7528\u5de5\u5177\u548c\u8bb0\u5fc6\u3002\u8ba9\u8fd9\u4e9b\u80fd\u529b\u5185\u5316\u540e\uff0c\u6210\u4e3a\u6a21\u578b\u81ea\u5df1\u672c\u8eab\u80fd\u529b\u7684\u4e00\u90e8\u5206<\/li>\n\n\n\n<li>\u5de5\u5177\uff1a\u81ea\u8eab\u8c03\u7528\uff0c\u81ea\u5df1\u751f\u4ea7\u76f8\u5173\u7684\u8c03\u7528\u4ee3\u7801<\/li>\n\n\n\n<li>\u8bb0\u5fc6\uff1a\u4e3b\u52a8\u7ba1\u7406\u4e0a\u4e0b\u6587<\/li>\n\n\n\n<li>\u672c\u8d28\uff1a\u4e3b\u52a8\u51b3\u7b56\uff0c\u73b0\u5728\u9ad8\u7ea7\u667a\u80fd\u90fd\u4f1a\u505a<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u5728RL\u90e8\u5206\uff0c\u501f\u52a9LLM\u7684RL\u53ef\u4ee5\u63d0\u9ad8\u6548\u7387\uff0c\u4e0d\u5fc5\u50cf\u4f20\u7edfRL\u4e00\u6837\u4ece\u5934\u5f00\u59cb\u5b66\u4e60\uff0c\u56e0\u4e3a\u6a21\u578b\u672c\u8eab\u5e26\u6709\u4e00\u5b9a\u7684\u5148\u9a8c\u77e5\u8bc6\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"3\"><a href=\"https:\/\/www.alphaxiv.org\/abs\/2505.19591\">Multi-Agent Collaboration via Evolving Orchestration | alphaXiv<\/a><\/h2>\n\n\n\n<p>\u95ee\u9898\uff1a\u73b0\u5728\u7684\u591a\u667a\u80fd\u4f53\uff0c\u5904\u7406\u95ee\u9898\u65f6\u5019\u90fd\u662f\u9759\u6001\u7684\u8fc7\u7a0b\u3002\u7b80\u5355\u6765\u8bf4\u90fd\u662f\u8ba4\u4e3a\u89c4\u5b9a\u597d\u7684\u5904\u7406\u8def\u5f84\uff0c\u4f46\u8fd9\u4e2a\u8def\u5f84\u771f\u7684\u662f\u6700\u4f73\u5417\uff1f\u4e00\u822c\u6765\u8bf4\uff0c\u73b0\u5728\u8fd9\u4e9b\u8fc7\u7a0b\u5177\u4f53\u6765\u8bf4\u8981\u4e48\u7ebf\u6027\uff0c\u8981\u4e48\u6811\u72b6\u56fe\u72b6\uff0c\u603b\u4e4b\u8def\u7ebf\u76f8\u5bf9\u56fa\u5b9a\uff0c\u6548\u7387\u4f4e\u53ef\u6269\u5c55\u6027\u5f88\u5dee\u3002<\/p>\n\n\n\n<p>\u89e3\u51b3\uff1aDynamic Orachestration\uff08\u52a8\u6001\u7f16\u6392\uff09\u3002\u628a\u524d\u9762\u9759\u6001\u7684\u5904\u7406\u8fc7\u7a0b\u53d8\u6210\u4e00\u4e2a\u53ef\u5b66\u4e60\u7684\u52a8\u6001\u8fc7\u7a0b\u3002\u501f\u52a9RL\u81ea\u52a8\u5b66\u4e60\u6392\u5e8f\u548c\u8c03\u5ea6\uff0c\u4ece\u800c\u7075\u6d3b\u63a8\u52a8\u8fdb\u5ea6\u3002<\/p>\n\n\n\n<p>\u90a3\u600e\u4e48\u5b9e\u73b0\u7684\uff1fRL\u5f3a\u5316\u5b66\u4e60\u4e0d\u65ad\u4f18\u5316\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/www.haruhi.fans\/wp-content\/uploads\/2025\/11\/image-29-1024x342.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"342\" data-original=\"https:\/\/www.haruhi.fans\/wp-content\/uploads\/2025\/11\/image-29-1024x342.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-5080\"  sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/div><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5148\u4e24\u4e2a\u5f62\u5f0f\u5316\u5b9a\u4e49\n<ul class=\"wp-block-list\">\n<li>Agent \uff1aa = (m, r, t)  m\u662f\u6a21\u578b\uff0cr\u662f\u63a8\u7406\u6a21\u5f0f\uff0ct\u662f\u53ef\u7528\u5de5\u5177\u96c6<\/li>\n\n\n\n<li>\u591a\u667a\u80fd\u4f53\u7cfb\u7edf (MAS)\uff1aG = (V, E) \u770b\u6210\u6709\u5411\u56fe\uff0cV\u662fagent\u96c6\u5408\uff0cE\u662f\u4fe1\u606f\u6d41<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u67b6\u6784\u8bbe\u8ba1\u4e0a\n<ul class=\"wp-block-list\">\n<li>\u4e00\u4e2a\u4e2d\u5fc3\u5316\u7684<strong>Orchestration<\/strong>\uff0c\u667a\u6167\u9009\u62e9\u667a\u80fd\u4f53\uff0c\u5b89\u6392\u51b3\u7b56\u4efb\u52a1<\/li>\n\n\n\n<li>\u5e8f\u5217\u5316\u4e0a\uff0c\u5efa\u6a21\u4e3a\u4e00\u4e2a\u9a6c\u5c14\u53ef\u592b\u51b3\u7b56\u8fc7\u7a0b&nbsp;\uff0c\u57fa\u4e8e\u4e4b\u524d\u6a21\u578b\u751f\u6210\u7684\u5185\u5bb9\uff0c\u4ea4\u7ed9\u4e2d\u5fc3\u5316\u90a3\u4e2a<strong>Orchestration<\/strong>\uff0c\u51b3\u7b56\u4e0b\u4e00\u6b21\u4f7f\u7528\u4ec0\u4e48Agent\uff0c\u5f97\u5230\u751f\u6210\u5185\u5bb9\u3002\u5982\u6b64\u5faa\u73af\u76f4\u5230\u4efb\u52a1\u5b8c\u6210<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u5982\u4f55\u501f\u52a9RL\u53ef\u4ee5\u5462\uff1fRL\u6240\u505a\u7684\u662f\u8ba9\u534f\u8c03\u8fc7\u7a0b\u4e0d\u65ad\u4f18\u5316\uff0c\u57fa\u672c\u4e5f\u662f\u8bbe\u5b9a\u4e00\u4e2a\u5956\u52b1\u51fd\u6570\uff0c\u5f53\u9ad8\u8d28\u91cf\u4f4e\u6210\u672c\u5b8c\u6210\u4efb\u52a1\u5c31\u5956\u52b1\u3002<\/p>\n\n\n\n<p><em><em><em>R_t = \u03b3 * R_{t+1} &#8211; \u03bb * C_t<\/em><\/em><\/em>\uff1ar\u662f\u4efb\u52a1\u7684\u5206\uff0cC_t\u662f\u6bcf\u4e00\u6b65\u5f97\u5206\u3002\u53ef\u89c1\u6b65\u9aa4\u8d8a\u591a\u5206\u8d8a\u4f4e\u3002<\/p>\n\n\n\n<p>\u6700\u7ec8\u6a21\u578b\u5b66\u4f1a\uff1a<strong>\u526a\u679d<\/strong>\uff0c<strong>\u4f18\u5316\u8def\u5f84<\/strong>\uff0c<strong>\u5e73\u8861\u8868\u73b0\u4e0e\u6548\u7387<\/strong>\u8fd9\u4e9b\uff0c\u8fbe\u5230\u4e00\u4e2a\u597d\u7684\u5e73\u8861\u6548\u679c<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"4\"><a href=\"https:\/\/www.alphaxiv.org\/abs\/2410.01791\">DreamGarden: A Designer Assistant for Growing Games from a Single Prompt | alphaXiv<\/a><\/h2>\n\n\n\n<p>\u597d\u5927\u7684\u91ce\u5fc3\uff0c\u5e0c\u671b\u6784\u5efa\u4e00\u4e2a\u4eceprompt\u5230\u4e00\u4e2a\u6e38\u620f\u539f\u578b<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/www.haruhi.fans\/wp-content\/uploads\/2025\/11\/image-23-1024x557.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"557\" data-original=\"https:\/\/www.haruhi.fans\/wp-content\/uploads\/2025\/11\/image-23-1024x557.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-5071\"  sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/div><\/figure>\n\n\n\n<p>\u603b\u7ed3\u6982\u8ff0\u4e00\u4e0b\uff0c\u5f00\u59cb\u4e00\u4e2aprompt\uff0c\u6839\u636e\u8fd9\u4e2a\u751f\u6210\u8be6\u7ec6\u7684\u4efb\u52a1\uff0c\u6700\u540e\u4e0d\u65ad\u5b8c\u6210\u8fd9\u4e9b\u4efb\u52a1\u6700\u7ec8\u5b8c\u6210\u6e38\u620f\u3002<\/p>\n\n\n\n<p>\u53ef\u4ee5\u5f88\u5feb\u7684\u5b8c\u6210\u4e00\u4e2a\u76f8\u5173\u7684\u6e38\u620f\u539f\u578b\u6784\u5efa\uff0c\u6b65\u9aa4\u5c31\u662f\u4e0a\u9762\u8fd9\u4e9b\u6b65\u9aa4\uff0c\u8be6\u7ec6\u6765\u8bf4\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5f00\u59cb\u63d0\u4f9b\u4e00\u4e2aprompt\uff0c\u5148\u751f\u6210broad plan\u8fd9\u79cd\u5b8f\u89c2\u89c4\u5212\uff0c\u7136\u540e\u518d\u5bf9\u540e\u9762\u7684\u8fd9\u4e9b\u7ec6\u8282\u53bb\u4f18\u5316\uff0c\u751f\u6210\u6bcf\u4e2a\u5b50\u6a21\u5757\u7684\u7ec6\u8282plan\uff0c\u9012\u5f52\u5faa\u73af\u76f4\u5230\u6240\u6709\u4efb\u52a1\u90fd\u89c4\u5212\u5b8c\u3002\u7136\u540e\u6700\u7ec8\u5f97\u5230\u4e00\u4e9b\u5217\u4efb\u52a1<br><img decoding=\"async\" src=\"https:\/\/www.haruhi.fans\/wp-content\/uploads\/2025\/11\/image-24-1024x300.png\" alt=\"\"><\/li>\n\n\n\n<li>\u5bf9\u4e8e\u4ee3\u7801\u751f\u6210\u90e8\u5206\uff0c\u4f1a\u5148\u6839\u636e\u524d\u9762\u63cf\u8ff0\u751f\u6210\u4e00\u4e2a\u8be6\u7ec6\u7684\u63d0\u793a\uff0c\u7136\u540e\u751f\u6210cpp\u4ee3\u7801\u3002\u63a5\u7740\u53bb\u7f16\u8bd1\uff0c\u6839\u636e\u9519\u8bef\uff0c\u81ea\u52a8\u7684\u53cd\u601d\u4f18\u5316\uff0c\u4e0d\u65ad\u7684\u5c1d\u8bd5\u3002\u76f4\u5230\u4efb\u52a1\u89e3\u51b3\u6216\u8005\u5230\u8fbe\u4e00\u5b9a\u5931\u8d25\u6b21\u6570\u540e\u653e\u5f03<br><img decoding=\"async\" src=\"https:\/\/www.haruhi.fans\/wp-content\/uploads\/2025\/11\/image-25.png\" alt=\"\"><\/li>\n\n\n\n<li>\u63a5\u7740\u662f\u6a21\u578b\u600e\u4e48\u51fa\u6765\u5462\u3002\u5148\u628a\u524d\u9762\u7684\u63cf\u8ff0\uff0c\u6bd4\u5982\u8bf4\u4e00\u9897\u7259\u9f7f\u4ec0\u4e48\u7684\u6587\u751f\u56fe\uff0c\u7136\u540e\u518d\u56fe\u751f\u6a21\u578b\uff0c\u518d\u4e00\u4e9b\u683c\u5f0f\u8f6c\u6362\u5c31\u53ef\u4ee5\u7528\u4e86<br><img decoding=\"async\" src=\"https:\/\/www.haruhi.fans\/wp-content\/uploads\/2025\/11\/image-26.png\" alt=\"\"><\/li>\n\n\n\n<li>\u5bf9\u4e8e\u9700\u8981\u4e0b\u8f7d\u7684\u8d44\u6e90\uff0c\u6839\u636e\u6587\u5b57\u76f8\u4f3c\u5ea6\u627e\u5230\u6700\u76f8\u8fd1\u7684\u3002\u6bd4\u5982\u8bf4\u4e00\u628a\u6728\u5236\u6905\u5b50\uff0c\u5c31\u6839\u636e\u8fd9\u4e2a\u53bb\u8d44\u6e90\u5e93\u641c\u7d22\uff0c\u628a\u6700\u76f8\u4f3c\u7684\u4e0b\u8f7d\u56de\u6765\u7528\u3002<br><img decoding=\"async\" src=\"https:\/\/www.haruhi.fans\/wp-content\/uploads\/2025\/11\/image-27.png\" alt=\"\"><\/li>\n<\/ul>\n\n\n\n<p>\u90a3\u4e48\uff0c\u7528\u6237\u80af\u5b9a\u4e5f\u9700\u8981\u5bf9\u8fdb\u5ea6\u4e86\u89e3\u6216\u8005\u4e2d\u95f4\u65f6\u5019\u4fee\u6539\u5427\u3002\u53ef\u4ee5\u9009\u62e9\u5bf9\u54ea\u4e00\u6b65\u4fee\u6539\uff0c\u6bd4\u5982\u51cf\u679d\u6216\u8005\u6269\u5145\u67d0\u4e00\u90e8\u5206\u3002\u90a3\u5982\u679c\u53d1\u73b0\u6e38\u620f\u54ea\u91cc\u4e0d\u5bf9\u52b2\uff0c\u4e5f\u53ef\u4ee5\u5199prompt\uff0c\u8ba9\u6574\u4e2a\u53bb\u4fee\u590d<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/www.haruhi.fans\/wp-content\/uploads\/2025\/11\/image-28.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"936\" height=\"888\" 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