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\"\"\/<\/figure>\n\n\n\n

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\"\"\/<\/figure>\n\n\n\n

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\"\"\/<\/figure>\n\n\n\n

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\"\"\/<\/figure>\n\n\n\n

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\"\"\/<\/figure>\n\n\n\n

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\"\"\/<\/figure>\n\n\n\n

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\u4f58\u58eb\u4e1c\u8ba4\u4e3a\uff0c\u667a\u80fd\u5316\u7684\u8fdb\u7a0b\u662f\u4ece\u7b80\u5355\u5230\u590d\u6742\u7684\uff0c\u5ea7\u8231\u667a\u80fd\u5316\u53d1\u5c55\u8f83\u65e9\uff0c\u5df2\u63a5\u8fd1\u5929\u82b1\u677f\uff0c\u800c\u8f85\u52a9\u9a7e\u9a76\u548c\u5e95\u76d8\u667a\u80fd\u5316\u5219\u4ecd\u5728\u63a2\u7d22\u9636\u6bb5\u3002<\/p>\n\n\n\n

\u738b\u51e1\u8ba4\u4e3a\u5f53\u524d\u5ea7\u8231\u3001\u667a\u9a7e\u548c\u5e95\u76d8\u667a\u80fd\u5316\u8fd8\u5728\u5404\u81ea\u72ec\u7acb\u53d1\u5c55\uff0c\u521d\u73b0\u7684\u878d\u5408\u65b9\u6848\u8fd8\u505c\u7559\u5728\u6d45\u5c42\u3002\u4ece\u957f\u671f\u6765\u770b\uff0c\u4e09\u8005\u5e94\u8be5\u4ee5\u63d0\u5347\u7528\u6237\u4f53\u9a8c\u4e3a\u76ee\u6807\u8fdb\u884c\u6df1\u5ea6\u878d\u5408\u3002<\/p>\n\n\n\n

\u5728\u8c08\u5230\u4e2d\u56fd\u4f01\u4e1a\u5982\u4f55\u5728AI\u65f6\u4ee3\u5f15\u9886\u6c7d\u8f66\u4ea7\u4e1a\u65f6\uff0c\u4f58\u58eb\u4e1c\u63d0\u5230\uff0c\u968f\u7740\u8f6f\u4ef6\u5b9a\u4e49\u6c7d\u8f66\u7684\u5174\u8d77\uff0c\u6c7d\u8f66\u884c\u4e1a\u7684\u751f\u6001\u6b63\u5728\u53d1\u751f\u53d8\u5316\u3002\u738b\u51e1\u8868\u793a\uff0c\u8fc7\u53bb\u7684\u7ade\u4e89\u4e3b\u8981\u662f\u964d\u672c\uff0c\u800c\u73b0\u5728\u5219\u662f\u63d0\u5347\u7528\u6237\u4f53\u9a8c\u3002\u82cf\u5e72\u5385\u8865\u5145\u9053\uff0c\u667a\u80fd\u5e95\u76d8\u7684\u4e3b\u52a8\u63a7\u5236\u80fd\u529b\u6b63\u5728\u6210\u4e3a\u7ade\u4e89\u7684\u5173\u952e\u3002<\/p>\n\n\n\n

\u5bf9\u4e8e\u884c\u4e1a\u7684\u672a\u6765\uff0c\u5609\u5bbe\u4eec\u4e00\u81f4\u8ba4\u4e3a\uff0cAI\u6280\u672f\u5c06\u63a8\u52a8\u6c7d\u8f66\u4ea7\u4e1a\u7684\u91cd\u6784\uff0c\u5408\u4f5c\u4e0e\u7ade\u4e89\u5e76\u5b58\u3002<\/p>\n\n\n\n

\u4f58\u58eb\u4e1c\u5f3a\u8c03\uff0c\u6ee1\u8db3\u7528\u6237\u4f53\u9a8c\u662f\u4f01\u4e1a\u6210\u529f\u7684\u5173\u952e\u3002\u738b\u51e1\u5219\u63d0\u5230\uff0c\u77e5\u8bc6\u4ea7\u6743\u7684\u4fdd\u62a4\u5728\u65b0\u7684\u4ea7\u4e1a\u5206\u5de5\u4e2d\u53d8\u5f97\u5c24\u4e3a\u91cd\u8981\u3002\u82cf\u5e72\u5385\u8ba4\u4e3a\uff0c\u751f\u6001\u94fe\u7684\u5efa\u8bbe\u548c\u5f00\u653e\u5408\u4f5c\u5c06\u662f\u672a\u6765\u7ade\u4e89\u7684\u4e3b\u8981\u65b9\u5411\u3002<\/p>\n\n\n\n

\u5f20\u56fd\u4ec1\u603b\u7ed3\u5230\uff0c\u4e2d\u56fd\u6c7d\u8f66\u4ea7\u4e1a\u5728AI\u65f6\u4ee3\u9762\u4e34\u7740\u5de8\u5927\u7684\u673a\u9047\uff0c\u62e5\u6709\u5b8c\u6574\u7684\u4ea7\u4e1a\u94fe\u548c\u5e7f\u9614\u7684\u5e02\u573a\u3002\u5404\u65b9\u5e94\u52a0\u5f3a\u6280\u672f\u521b\u65b0\u3001\u77e5\u8bc6\u4ea7\u6743\u4fdd\u62a4\u548c\u751f\u6001\u7cfb\u7edf\u5efa\u8bbe\uff0c\u4ee5\u5728\u7ade\u4e89\u4e2d\u8131\u9896\u800c\u51fa\uff0c\u6210\u4e3a\u5168\u7403\u5f15\u9886\u8005\u3002<\/p>\n\n\n\n

\u6574\u4f53\u6765\u770b\uff0c\u8bba\u575b\u4e3a\u4e0e\u4f1a\u8005\u63d0\u4f9b\u4e86\u5173\u4e8eAI\u5728\u6c7d\u8f66\u884c\u4e1a\u5e94\u7528\u7684\u91cd\u8981\u89c1\u89e3\uff0c\u5c55\u73b0\u4e86\u4e2d\u56fd\u6c7d\u8f66\u4ea7\u4e1a\u5728\u5168\u7403\u7ade\u4e89\u4e2d\u7684\u6f5c\u529b\u4e0e\u6311\u6218\u3002<\/p>\n\n\n\n

\u56db\u3001AI\u667a\u80fd\u5ea7\u8231\u4e0a\u8f66 \u8f66\u8f7d\u4ea4\u4e92\u667a\u80fd\u5316\u9700\u6c42\u6fc0\u589e<\/strong><\/h2>\n\n\n\n

\u968f\u7740\u667a\u80fd\u5316\u7684\u6df1\u5165\u53d1\u5c55\uff0c\u6c7d\u8f66\u4ece\u4ea4\u901a\u5de5\u5177\u9010\u6b65\u5347\u7ea7\u4e3a\u53ef\u8fed\u4ee3\u7684\u667a\u80fd\u7ec8\u7aef\uff0c\u7528\u6237\u5bf9\u4e8e\u6c7d\u8f66\u5ea7\u8231\u7684\u9700\u6c42\u7684\u91cd\u5fc3\u4ea6\u5728\u6084\u7136\u8fc1\u79fb\uff0c\u4ece\u65e9\u671f\u7684\u201c\u529f\u80fd\u6ee1\u8db3\u201d\u9636\u6bb5\uff0c\u8fc8\u5411\u5bf9\u201c\u667a\u80fd\u966a\u4f34\u201d\u7684\u8ffd\u6c42\u6210\u4e3a\u4e3b\u6d41\u3002<\/p>\n\n\n\n

\u5728\u4e0b\u5348\u573a\u7684AI\u667a\u80fd\u5ea7\u8231\u4e13\u9898\u8bba\u575b\u4e0a\uff0c3\u4f4d\u6280\u672f\u5927\u5496\u5206\u522b\u56f4\u7ed53D\u4e92\u52a8\u4f53\u9a8c\u5ea7\u8231\u3001\u591aAI Agent\u7cfb\u7edf\u3001\u5168\u6808AI\u7cfb\u7edf\u8fdb\u884c\u4e86\u6df1\u5165\u63a2\u8ba8\u3002<\/p>\n\n\n\n

\u5747\u7476\u96c6\u56e2\u5409\u7965\u6c7d\u8f66\u667a\u80fd\u7f51\u8054\u6267\u884c\u603b\u76d1\u79e6\u827a\u767b\u53f0\u6f14\u8bb2\uff0c\u4e3b\u9898\u4e3a\u300a\u5168\u65b03D\u4e92\u52a8\u4f53\u9a8c\u5ea7\u8231\u53caAI\u51fa\u884c\u667a\u80fd\u4f53\u7684\u521b\u65b0\u4ea7\u54c1\u5b9e\u8df5\u300b\u3002<\/p>\n\n\n\n

\"\"\/<\/figure>\n\n\n\n

\u5747\u7476\u96c6\u56e2\u5409\u7965\u6c7d\u8f66\u667a\u80fd\u7f51\u8054\u6267\u884c\u603b\u76d1\u79e6\u827a<\/p>\n\n\n\n

\u79e6\u827a\u5206\u4eab\u4e86\u5173\u4e8e\u6253\u9020\u5dee\u5f02\u5316\u667a\u80fd\u5ea7\u8231\u7684\u601d\u8003\u3002\u79e6\u827a\u8ba4\u4e3a\uff0c\u76ee\u524d\u667a\u80fd\u5ea7\u8231\u8bbe\u8ba1\u540c\u8d28\u5316\u3001\u529f\u80fd\u540c\u8d28\u5316\uff0c\u5bfc\u81f4\u5ea7\u8231\u7684\u5dee\u5f02\u5316\u4e0d\u8db3\u548c\u54c1\u724c\u8bc6\u522b\u5ea6\u964d\u4f4e\u3002\u540c\u65f6\uff0c\u6280\u672f\u65b9\u6848\u8d8b\u540c\u3001 \u4eba\u673a\u4ea4\u4e92\u8d8b\u540c\u548cAI\u4f53\u9a8c\u74f6\u9888\uff0c\u662f\u8003\u9a8c\u65b0\u8f66\u578b\u65b0\u4ea7\u54c1\u667a\u80fd\u5316\u4f53\u9a8c\u521b\u65b0\u548c\u5dee\u5f02\u5316\u7684\u6311\u6218\u3002<\/p>\n\n\n\n

\u5bf9\u6b64\uff0c\u5409\u7965\u6c7d\u8f66\u6253\u9020\u4e86\u5409\u7965AIR\u667a\u80fd\u5ea7\u8231\u7684\u4e09\u4e2a\u884c\u4e1a\u521b\u65b0\uff1a\u51683D\u591a\u5f62\u6001\u684c\u9762\u4e92\u52a8\u7cfb\u7edf\u3001\u6c89\u6d78\u517b\u6210\u5f0f\u865a\u62df\u4e16\u754c\u548c\u51fa\u884c\u5782\u57dfAI-Go\u5ea7\u8231\u667a\u80fd\u4f53\u3002<\/p>\n\n\n\n

\u5173\u4e8e\u51683D\u6c89\u6d78\u4e92\u52a8\u5ea7\u8231\u7684\u7814\u53d1\u5b9e\u8df5\uff0c\u5409\u7965AIR\u57fa\u4e8eUnity\u5f15\u64ce\u6253\u9020\u4e86\u51683D\u591a\u5f62\u6001\u684c\u9762\u4e92\u52a8\u7cfb\u7edf\uff0c\u5305\u542b\u6570\u5b57\u5b6a\u751f\u8f66\u8f86\u3001\u5ba0\u7269\u684c\u9762\u3001\u865a\u62df\u5f00\u653e\u4e16\u754c\u4e09\u5957\u7cfb\u7edf\uff0c\u5e76\u5b9e\u73b0\u5ea7\u8231\u73af\u5883\u4e0e\u7269\u7406\u4e16\u754c\u7684\u540c\u6b65\u8054\u52a8\u3002<\/p>\n\n\n\n

\u5409\u7965AIR\u8fd8\u5f15\u5165\u5f00\u653e\u4e16\u754c\u7684\u6e38\u620f\u7406\u5ff5\uff0c\u9996\u521b\u63a8\u51fa\u6c89\u6d78\u4e92\u52a8\u5f0f\u865a\u62df\u4e16\u754c\u2014\u2014\u5409\u7965\u4e16\u754c\uff0c\u5b9e\u73b0\u57fa\u4e8e\u8f66\u8f86\u6570\u636e\u548c\u7528\u6237\u884c\u4e3a\u7684\u517b\u6210\u7ecf\u8425\u5f0f\u4e92\u52a8\u548c\u6c89\u6d78\u5316\u7684\u4e2a\u6027\u53163D\u5ea7\u8231\u3002<\/p>\n\n\n\n

\u5173\u4e8e\u6c89\u6d78\u4e92\u52a8\u5ea7\u8231\u53ca\u865a\u62df\u5409\u7965\u4e16\u754c\u7684\u610f\u4e49\u548c\u4ef7\u503c\uff0c\u79e6\u827a\u8ba4\u4e3a\u4ece\u7528\u6237\u89c6\u89d2\u6765\u770b\uff0c\u53ef\u4ee5\u63d0\u4f9b\u60c5\u7eea\u4ef7\u503c\u3001\u4e92\u52a8\u4ef7\u503c\u548c\u966a\u4f34\u4ef7\u503c\uff0c\u4ece\u8f66\u5382\u89c6\u89d2\u53ef\u7528\u5e26\u6765\u8bbe\u8ba1\u5dee\u5f02\u5316\u3001\u5ea7\u8231\u8fa8\u8bc6\u5ea6\u548c\u7528\u6237\u7c98\u6027\u7684\u4f18\u52bf\u3002<\/p>\n\n\n\n

\u5173\u4e8eAI-Go\u51fa\u884c\u667a\u80fd\u4f53\u7684\u4ea7\u54c1\u5b9e\u8df5\uff0c\u5409\u7965\u6c7d\u8f66\u6784\u5efa\u4e86AI-Go\u51fa\u884c\u667a\u80fd\u4f53\u7684\u7aef\u4e91\u67b6\u6784\uff0c\u57fa\u4e8e\u5b57\u8282\u8c46\u5305\u5927\u6a21\u578b\u548c\u4e30\u5bcc\u7684\u751f\u6001\u63d2\u4ef6\u5e73\u53f0\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u8de8\u7aef\u7684\u5409\u7965\u5927\u51fa\u884c\u667a\u80fd\u5316\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n\n\n\n

\u5927\u4f17\u6c7d\u8f66\u96c6\u56e2Cariad\u4e2d\u56fdAI\u4ea7\u54c1\u56e2\u961f\u8d1f\u8d23\u4eba\u5f20\u5929\u9f99\u5e26\u6765\u4e86\u57fa\u4e8e\u591aAI Agent\u7cfb\u7edf\u7684\u7528\u6237\u4f53\u9a8c\u5347\u7ea7\u7684\u601d\u8003\u3002<\/p>\n\n\n\n

\"\"\/<\/figure>\n\n\n\n

\u5927\u4f17\u6c7d\u8f66\u96c6\u56e2Cariad\u4e2d\u56fdAI\u4ea7\u54c1\u56e2\u961f\u8d1f\u8d23\u4eba\u5f20\u5929\u9f99<\/p>\n\n\n\n

\u4ed6\u8868\u793a\uff0c\u7ecf\u8fc7Cariad\u4e2d\u56fdAI\u4ea7\u54c1\u56e2\u961f\u57282024\u5e74\u7684\u667a\u80fd\u5ea7\u8231\u7684\u7528\u6237\u8c03\u7814\uff0c\u4ed6\u4eec\u53d1\u73b063%\u7684\u8f66\u4e3b\u53cd\u6620\u667a\u80fd\u5ea7\u8231\u529f\u80fd\u7528\u4e0d\u4e0a\u6216\u8005\u4e0d\u597d\u7528\u3002<\/p>\n\n\n\n

\u5728\u5355AI Agent\u65f6\u4ee3\uff0c\u8bed\u97f3\u52a9\u624b\u3001\u5bfc\u822a\u3001\u5a31\u4e50\u7cfb\u7edf\u5404\u81ea\u4e3a\u6218\uff0c\u753b\u5730\u4e3a\u7262\uff0c\u529f\u80fd\u4e0d\u4e92\u901a\uff0c\u573a\u666f\u4f53\u9a8c\u50f5\u5316\uff0c\u9700\u63d0\u524d\u9884\u8bbe\u56fa\u5b9a\u573a\u666f\uff0c\u96be\u4ee5\u8986\u76d6\u7528\u6237\u5373\u65f6\u6027\u9700\u6c42\u3002<\/p>\n\n\n\n

\u4e3a\u6b64\uff0c\u4ed6\u5e26\u9886\u56e2\u961f\u6253\u9020\u4e86\u591aAI Agent\u534f\u540c\u65b9\u6848\uff0c\u8be5\u65b9\u6848\u53ef\u4ee5\u4e3b\u52a8\u9884\u6d4b\u9700\u6c42\uff0c\u5b9e\u73b0\u4e07\u7ea7\u52a8\u6001\u573a\u666f\u751f\u6210\u3001\u4e94\u5927\u57df\u6df1\u5ea6\u8026\u5408\uff0c\u5e76\u4e14\u53ef\u4ee5\u5145\u5f53\u7528\u6237\u7684\u60c5\u611f\u5316\u4f19\u4f34\u3002<\/p>\n\n\n\n

\u5728\u591aAI Agent\u534f\u4f5c\u7684\u573a\u666f\u4e0b\uff0c\u5ea7\u8231\u5728\u573a\u666f\u8bc6\u522b\u3001\u534f\u540c\u670d\u52a1\u3001\u667a\u80fd\u8c03\u6574\u7684\u80fd\u529b\u90fd\u5f97\u5230\u589e\u5f3a\u3002<\/p>\n\n\n\n

\u591aAI Agent\u534f\u540c\u80fd\u591f\u5b9e\u73b01+1\uff1e2\u7684\u6d8c\u73b0\u6548\u5e94\uff0c\u9884\u8ba1\u7528\u6237\u4e3b\u52a8\u4ea4\u4e92\u9891\u6b21\u63d0\u5347200%\uff0c\u540c\u65f6\u529f\u80fd\u7684\u4f7f\u7528\u7387\u5c06\u4ece35%\u63d0\u5347\u81f378%\uff0c\u5e76\u4e14\u4e5f\u53ef\u4ee5\u901a\u8fc7AI Agent\u7b97\u6cd5\u6765\u6301\u7eed\u4f18\u5316\uff0c\u5b9e\u73b0\u8f66\u8f86\u751f\u547d\u5468\u671f\u5185\u529f\u80fd\u8fed\u4ee3\u7387\u8fbe\u6bcf\u5e7430%\u3002<\/p>\n\n\n\n

\u5f53\u591aAI Agent\u6210\u4e3a\u7528\u6237\u9700\u6c42\u7684\u667a\u80fd\u89e6\u624b\uff0c\u5f53A2A\u548cMCP\u6784\u5efa\u8d77\u8de8\u57df\u534f\u540c\u7684\u901a\u4fe1\u6865\u6881\uff0c\u4e0d\u53ea\u6709\u667a\u80fd\u5ea7\u8231\u8fce\u6765\u8fdb\u5316\uff0c\u66f4\u5b9e\u73b0\u6c7d\u8f66\u5411\u201d\u573a\u666f\u81ea\u9002\u5e94\u7ec8\u7aef\u201d\u7684\u667a\u80fd\u5316\u8dc3\u8fc1\u3002<\/p>\n\n\n\n

\u6c7d\u8f66\u4ece\u56db\u4e2a\u8f6e\u5b50\u7684\u4ea4\u901a\u5de5\u5177\uff0c\u8fdb\u5316\u4e3a\u4f1a\u601d\u8003\u3001\u80fd\u5171\u60c5\u3001\u53ef\u6210\u957f\u7684\u8d85\u7ea7\u7ec8\u7aef\u3002\u8fd9\u662f\u5c5e\u4e8e\u6c7d\u8f66\u5de5\u4e1a\u7684\u8d85\u8111\u65f6\u4ee3\uff0c\u66f4\u662f\u4eba\u7c7b\u79fb\u52a8\u751f\u6d3b\u7684\u5168\u65b0\u5f00\u59cb\u3002<\/p>\n\n\n\n

\u5f0b\u9014\u79d1\u6280\u8054\u5408\u521b\u59cb\u4eba\u674e\u76fc\u53d1\u8868\u4e86\u9898\u4e3a\u201c\u4ee5AI\u5168\u6808\u80fd\u529b\uff0c\u8d4b\u80fd\u667a\u80fd\u7a7a\u95f4\u65b0\u91cd\u6784\u201d\u7684\u6f14\u8bb2\uff0c\u5206\u4eab\u4e86\u516c\u53f8\u5728\u667a\u80fd\u6c7d\u8f66\u9886\u57df\u7684\u63a2\u7d22\u4e0e\u8fdb\u5c55\u3002<\/p>\n\n\n\n

\u674e\u76fc\u56de\u987e\u4e86\u6c7d\u8f66\u884c\u4e1a\u7684\u5386\u53f2\u53d8\u9769\uff0c\u5f3a\u8c03\u4e86\u80fd\u6e90\u5316\u548c\u4fe1\u606f\u5316\u5bf9\u6c7d\u8f66\u672c\u4f53\u7684\u5f71\u54cd\uff0c\u5e76\u6307\u51faAI\u6280\u672f\u7684\u8fc5\u901f\u53d1\u5c55\u5c06\u4f7f\u5f97\u5c06\u6c7d\u8f66\u8f6c\u53d8\u4e3a\u201c\u667a\u6167\u7684\u94a2\u94c1\u4fa0\u201d\u4e0d\u518d\u662f\u5e7b\u60f3\u3002<\/p>\n\n\n\n

\u4ed6\u63d0\u5230\uff0c\u968f\u7740\u57fa\u7840\u6a21\u578b\u7684\u4e0d\u65ad\u8fdb\u6b65\uff0c\u667a\u80fd\u4f53\u751f\u6001\u7684\u591a\u6837\u5316\uff0c\u4ee5\u53ca\u5f00\u653e\u534f\u8bae\u7684\u666e\u53ca\uff0c\u6c7d\u8f66\u4f5c\u4e3a\u4e00\u4e2a\u7269\u7406\u7ec8\u7aef\u7684\u7814\u53d1\u548c\u4ea7\u4e1a\u534f\u540c\u5c06\u8fce\u6765\u65b0\u7684\u8303\u5f0f\u3002<\/p>\n\n\n\n

\"\"\/<\/figure>\n\n\n\n

\u5f0b\u9014\u79d1\u6280\u8054\u5408\u521b\u59cb\u4eba\u674e\u76fc<\/p>\n\n\n\n

\u5728\u8c08\u5230\u667a\u80fd\u5ea7\u8231\u65f6\uff0c\u674e\u76fc\u8bf4\uff0c\u8fc7\u53bb\u7684\u7528\u6237\u4f53\u9a8c\u5b58\u5728\u8bf8\u591a\u75db\u70b9\uff0c\u5982\u4ea4\u4e92\u65b9\u5f0f\u7684\u5c40\u9650\u6027\u548c\u670d\u52a1\u95ed\u73af\u7684\u7f3a\u5931\u3002\u4ed6\u8ba4\u4e3a\uff0cAI\u6280\u672f\u7684\u5e94\u7528\u80fd\u591f\u8d4b\u4e88\u6c7d\u8f66\u66f4\u5f3a\u7684\u73af\u5883\u611f\u77e5\u548c\u60c5\u5883\u63a8\u7406\u80fd\u529b\uff0c\u4ece\u800c\u6539\u5584\u7528\u6237\u7684\u51fa\u884c\u4f53\u9a8c\u3002<\/p>\n\n\n\n

\u5f0b\u9014\u79d1\u6280\u5728\u884c\u4e1a\u5185\u7387\u5148\u63a8\u51fa\u4e86\u79fb\u52a8\u667a\u80fd\u7a7a\u95f4AI\u5168\u6808\u7cfb\u7edf\uff0c\u878d\u5408\u4e86\u5fc3\u754cAI-Mind\u3001HMI\u3001L3\u7ea7\u667a\u80fd\u4f53\u53caAIOA\u6846\u67b6\uff0c\u65e8\u5728\u63d0\u5347\u667a\u80fd\u6c7d\u8f66\u7684\u667a\u80fd\u5316\u6c34\u5e73\u3002<\/p>\n\n\n\n

\u674e\u76fc\u4ecb\u7ecd\u4e86\u5f0b\u9014\u79d1\u6280\u6700\u65b0\u53d1\u5e03\u7684\u5168\u6808AI\u7cfb\u7edf\u201c\u5fc3\u754cAI\u201d\uff0c\u8be5\u7cfb\u7edf\u65e8\u5728\u89e3\u51b3\u56db\u4e2a\u6838\u5fc3\u95ee\u9898\uff1a\u589e\u5f3a\u601d\u8003\u80fd\u529b\u3001\u6539\u5584\u4ea4\u4e92\u4f53\u9a8c\u3001\u5b9e\u73b0\u670d\u52a1\u95ed\u73af\uff0c\u4ee5\u53ca\u5347\u7ea7\u73b0\u6709\u7684\u6280\u672f\u67b6\u6784\u3002\u901a\u8fc7\u6784\u5efa\u4e00\u4e2a\u9002\u5e94\u590d\u6742\u573a\u666f\u7684\u63a8\u7406\u6a21\u578b\uff0c\u5f0b\u9014\u79d1\u6280\u5e0c\u671b\u5728\u7528\u6237\u51fa\u884c\u8fc7\u7a0b\u4e2d\u63d0\u4f9b\u66f4\u4e3a\u7cbe\u51c6\u8d34\u5fc3\u548c\u4e2a\u6027\u5316\u7684\u95ed\u73af\u670d\u52a1\u3002<\/p>\n\n\n\n

\u667a\u80fd\u4f53\u5728\u8f66\u8f7d\u73af\u5883\u4e2d\u7684\u5e94\u7528\u5fc5\u987b\u5177\u5907\u5bf9\u73af\u5883\u7684\u5168\u9762\u611f\u77e5\u3001\u786e\u4fdd\u51fa\u884c\u6548\u7387\u548c\u5b89\u5168\uff0c\u540c\u65f6\u652f\u6301\u591a\u667a\u80fd\u4f53\u7684\u534f\u4f5c\u3002<\/p>\n\n\n\n

\u674e\u76fc\u8fd8\u8bf4\uff0c\u5f0b\u9014\u79d1\u6280\u5728\u667a\u80fd\u4f53\u5f00\u53d1\u8fc7\u7a0b\u4e2d\uff0c\u5df2\u5efa\u7acb\u4e86\u4e00\u5957\u5b8c\u6574\u7684\u751f\u6001\u6846\u67b6\uff0c\u652f\u6301\u4e0e\u591a\u65b9\u751f\u6001\u4f19\u4f34\u7684\u5408\u4f5c\uff0c\u63a8\u52a8\u5185\u5bb9\u548c\u670d\u52a1\u7684\u6574\u5408\u3002<\/p>\n\n\n\n

\u5728\u4ea4\u4e92\u65b9\u9762\uff0c\u674e\u76fc\u8ba4\u4e3a\uff0cAI\u5c06\u6539\u53d8\u4f20\u7edf\u7684\u8f93\u5165\u8f93\u51fa\u65b9\u5f0f\uff0c\u521b\u9020\u51fa\u66f4\u52a0\u81ea\u7136\u548c\u60c5\u611f\u5316\u7684\u7528\u6237\u4f53\u9a8c\u3002\u4ed6\u63d0\u5230\uff0c\u5f0b\u9014\u79d1\u6280\u6b63\u5728\u63a2\u7d22\u65b0\u7684\u8868\u8fbe\u5f62\u5f0f\uff0c\u5305\u62ec\u4e0e\u7c7b\u4eba\u5f62\u673a\u5668\u4eba\u5408\u4f5c\uff0c\u4ee5\u63d0\u5347\u8f66\u8f7d\u4ea4\u4e92\u7684\u667a\u80fd\u5316\u6c34\u5e73\u3002<\/p>\n\n\n\n

\u6700\u540e\uff0c\u674e\u76fc\u603b\u7ed3\u9053\uff0c\u5f0b\u9014\u79d1\u6280\u4f1a\u5728AI\u6280\u672f\u7684\u5e94\u7528\u4e0a\u4e0d\u65ad\u63a2\u7d22\uff0c\u76ee\u524d\u4ed6\u4eec\u5df2\u7ecf\u5728\u5b9e\u9645\u9879\u76ee\u4e2d\u53d6\u5f97\u4e86\u4e00\u5b9a\u7684\u8fdb\u5c55\uff0c\u5e76\u671f\u5f85\u4e0e\u884c\u4e1a\u5185\u7684\u5408\u4f5c\u4f19\u4f34\u8fdb\u884c\u66f4\u6df1\u5165\u7684\u4ea4\u6d41\u4e0e\u5408\u4f5c\u3002<\/p>\n\n\n\n

\u5f0b\u9014\u79d1\u6280\u5c06\u7ee7\u7eed\u81f4\u529b\u4e8e\u63a8\u52a8\u667a\u80fd\u6c7d\u8f66\u7684\u521b\u65b0\u4e0e\u53d1\u5c55\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u66f4\u52a0\u667a\u80fd\u5316\u7684\u51fa\u884c\u4f53\u9a8c\u3002<\/p>\n\n\n\n

\u4e94\u3001\u67b6\u6784\u7b97\u6cd5\u6570\u636e\u591a\u7ef4\u5ea6 \u52a0\u5feb\u7aef\u5230\u7aef\u6280\u672f\u843d\u5730<\/strong><\/h2>\n\n\n\n

\u867d\u7136\u5f53\u524d\u7aef\u5230\u7aef\u81ea\u52a8\u9a7e\u9a76\u867d\u56e0\u7b80\u5316\u6280\u672f\u6808\u3001\u51cf\u5c11\u4fe1\u606f\u635f\u8017\u6210\u4e3a\u8f85\u52a9\u9a7e\u9a76\u884c\u4e1a\u7684\u7126\u70b9\uff0c\u4f46\u7aef\u5230\u7aef\u81ea\u52a8\u9a7e\u9a76\u6b63\u5904\u4e8e\u200c\u6280\u672f\u7406\u60f3\u4e3b\u4e49\u4e0e\u5de5\u7a0b\u73b0\u5b9e\u4e3b\u4e49\u6fc0\u70c8\u78b0\u649e\u671f\u200c\uff0c\u5176\u5927\u89c4\u6a21\u843d\u5730\u8fd8\u9762\u4e34\u91cd\u91cd\u8003\u9a8c\u3002<\/p>\n\n\n\n

\u5728\u201c\u7aef\u5230\u7aef\u81ea\u52a8\u9a7e\u9a76\u4e13\u9898\u8bba\u575b\u201d\uff0c3\u4f4d\u5609\u5bbe\u7684\u6f14\u8bb2\u56f4\u7ed5\u4ee5\u4e0b3\u4e2a\u65b9\u9762\u5c55\u5f00\uff1a\u5982\u4f55\u6253\u901a\u611f\u77e5\u548c\u89c4\u63a7\uff0c\u8fdb\u884c\u66f4\u597d\u5730\u7aef\u5230\u7aef\u5f00\u53d1\uff1f\u5982\u4f55\u6b63\u786e\u8bc4\u6d4b\u7aef\u5230\u7aef\u81ea\u52a8\u9a7e\u9a76\u7b97\u6cd5\uff1f\u5982\u4f55\u5728\u81ea\u52a8\u9a7e\u9a76\u6570\u636e\u95ed\u73af\u4e2d\u5b8c\u6210\u7684\u6570\u636e\u5904\u7406\uff1f<\/p>\n\n\n\n

Nullmax\u9996\u5e2d\u79d1\u5b66\u5bb6\u6210\u4e8c\u5eb7\u535a\u58eb\u5206\u4eab\u4e86\u8be5\u4f01\u4e1a\u5728\u7aef\u5230\u7aef\u6280\u672f\u65b9\u9762\u7684\u63a2\u7d22\u5386\u7a0b\u3002<\/p>\n\n\n\n

\"\"\/<\/figure>\n\n\n\n

Nullmax\u9996\u5e2d\u79d1\u5b66\u5bb6\u6210\u4e8c\u5eb7<\/p>\n\n\n\n

\u9762\u5bf9\u7aef\u5230\u7aef\u8fd9\u4e2a\u8f85\u52a9\u9a7e\u9a76\u5e02\u573a\u5373\u5c06\u7206\u53d1\u7684\u65b0\u8d5b\u9053\uff0c\u5982\u4f55\u5b9e\u73b0\u62a2\u8dd1\uff0c\u628a\u611f\u77e5\u7aef\u5230\u7aef\u6269\u5c55\u5230\u611f\u77e5\u89c4\u5212\u7aef\u5230\u7aef\uff1f\u5982\u4f55\u505a\u7aef\u5230\u7aef- One Model Decoder\u67b6\u6784\u8bbe\u8ba1\uff1f<\/p>\n\n\n\n

Nullmax\u5e73\u53f0\u5316BEV-AI\u67b6\u6784\u8bbe\u8ba1\uff0c\u9488\u5bf9\u81ea\u52a8\u9a7e\u9a76\u611f\u77e5\u4e2d\u7684\u52a8\u6001\u969c\u788d\u7269\u68c0\u6d4b\u65b9\u6848BEV-AI-OD\uff0c\u9759\u6001\u5730\u56fe\u7406\u89e3BEV-AI-Map\uff0c\u8f66\u9053\u7ebf\u68c0\u6d4bBEV-AI-Lane\uff0c\u65f6\u5e8f\u4fe1\u606f\u5904\u7406BEV-AI-Temporal\uff0c\u62d3\u6251\u7ed3\u6784\u9884\u6d4bBEV-AI-Topo, \u5747\u5bf9Transformer\u4e2d\u7684Decoder\u8fdb\u884c\u4e86\u9ad8\u6548\u9488\u5bf9\u6027\u7684\u8bbe\u8ba1\uff0c\u5e76\u5b9e\u73b0\u89c4\u6a21\u5316\u843d\u5730\u3002<\/p>\n\n\n\n

\u57fa\u4e8eBEV-AI-Perception\u7684Transformer Decoder\u7684\u8bbe\u8ba1\u7ecf\u9a8c\uff0c\u5982\u679c\u80fd\u591f\u8bbe\u8ba1\u9762\u5411\u8f85\u52a9\u9a7e\u9a76\u4efb\u52a1\u7684Decoder\uff0c\u5c31\u53ef\u4ee5\u5b8c\u6210\u611f\u77e5\u89c4\u5212\u7aef\u5230\u7aef\uff0c\u800c\u4e14\u4e5f\u4e0d\u9700\u8981\u5927\u8bed\u8a00\u6a21\u578b\u8fd9\u4e48\u5927\u7684\u53c2\u6570\u91cf\u4ecb\u5165\u3002<\/p>\n\n\n\n

\u56e0\u6b64\uff0cNullmax\u63a8\u51fa\u4e86HiP-AD\u65b9\u6848\uff0c\u5728\u4e00\u4e9b\u6d4b\u8bd5\u4e2d\u5176\u65b9\u6848\u8868\u73b0\u5df2\u7ecf\u8d85\u8fc7\u4e86\u90e8\u5206VLM+E2E\u548cVLA\u7684\u7aef\u5230\u7aef\u65b9\u6848\u3002<\/p>\n\n\n\n

\u76ee\u524d\uff0cNullmax One Model Decoder\u67b6\u6784\u53c2\u6570\u91cf\u5728\u51e0\u5343\u4e07\u5de6\u53f3\uff0c\u540c\u53c2\u6570\u91cf\u57281B\u52307B\u5de6\u53f3\u7684\u5176\u4ed6\u4f01\u4e1a\u7684\u6a21\u578b\u65b9\u6848\u5b9e\u73b0\u4e86\u540c\u6837\u7684\u6548\u679c\u3002<\/p>\n\n\n\n

\u4e3a\u4e86\u66f4\u597d\u5f00\u53d1\u7aef\u5230\u7aef\u8bbe\u8ba1\uff0cNullmax\u8fd8\u63a8\u51fa\u4e86MaxDrive\u81ea\u4e3b\u6210\u957f\u6570\u636e\u5e73\u53f0\uff0c\u5229\u7528BEV-AI-AutoGT\u3001\u865a\u62df\u6570\u636e\u751f\u6210\u52a0\u5f3a\u57fa\u7840\u8bbe\u65bd\u5efa\u8bbe\u3002<\/p>\n\n\n\n

Nullmax\u57fa\u4e8eDecoder-only\u7684One Model\u7aef\u5230\u7aef\u6280\u672f\u67b6\u6784\uff0c\u5728\u67b6\u6784\u8bbe\u8ba1\u548c\u5de5\u7a0b\u5316\u843d\u5730\u65b9\u9762\u5747\u53d6\u5f97\u4e0d\u9519\u8fdb\u5c55\u3002Nullmax\u5728\u4e2d\u9ad8\u7b97\u82af\u7247\u5e73\u53f0\u4e0a\u5df2\u843d\u5730\u57ce\u5e02NOA\u7aef\u5230\u7aef\u65b9\u6848\uff0c\u57fa\u4e8e\u8bed\u8a00\u6a21\u578b\u5927\u53c2\u6570\u91cf\u7684VLA\u7aef\u5230\u7aef\u65b9\u6848\uff0c\u5728\u9ad8\u7b97\u5e73\u53f0\u4e0a\u5373\u5c06\u5b9e\u73b0\u91cf\u4ea7\u3002<\/p>\n\n\n\n

\u7d27\u63a5\u7740\uff0c\u4e0a\u6d77\u521b\u667a\u5b66\u9662\u3001\u4e0a\u6d77 AI Lab\u9752\u5e74\u7814\u7a76\u5458\u3001OpenDriveLab\u81ea\u52a8\u9a7e\u9a76\u65b9\u5411\u7814\u53d1\u8d1f\u8d23\u4eba\u674e\u5929\u7fbd\u4ee5\u300a\u6784\u5efa\u771f\u5b9e\u7684\u7aef\u5230\u7aef\u81ea\u52a8\u9a7e\u9a76\u6a21\u62df\u5668\u300b\u8fdb\u884c\u4e86\u6f14\u8bb2\u3002<\/p>\n\n\n\n

\"\"\/<\/figure>\n\n\n\n

\u4e0a\u6d77\u521b\u667a\u5b66\u9662\u3001\u4e0a\u6d77AI Lab\u9752\u5e74\u7814\u7a76\u5458\u3001OpenDriveLab\u81ea\u52a8\u9a7e\u9a76\u65b9\u5411\u7814\u53d1\u8d1f\u8d23\u4eba\u674e\u5929\u7fbd<\/p>\n\n\n\n

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\u81ea\u52a8\u9a7e\u9a76\u6a21\u62df\u5668\u5206\u4e3a\u4e24\u9636\u6bb5\u4eff\u771f\uff0c\u4e00\u5c42\u662f\u884c\u4e3a\u5c42\u4eff\u771f\uff0c\u91c7\u7528\u884c\u4e3a\u5c42\u4e16\u754c\u6a21\u578b\u751f\u6210\u9a7e\u9a76\u6f14\u53d8\uff0c\u83b7\u5f97\u4e86\u573a\u666f\u5e03\u5c40\u4e4b\u540e\uff0c\u901a\u8fc7\u4f20\u611f\u5668\u4eff\u771f\u7ffb\u8bd1\u6210\u4f20\u611f\u5668\u6570\u636e\u3002\u4f20\u611f\u5668\u4eff\u771f\u53c8\u5206\u4e3a\u6761\u4ef6\u751f\u6210\u6a21\u578b\u3001\u4e09\u7ef4\u91cd\u5efa\u4eff\u771f\u4e24\u79cd\u65b9\u6cd5\u3002<\/p>\n\n\n\n

\u6761\u4ef6\u751f\u6210\u6a21\u578b\u89c6\u89c9\u6548\u679c\u975e\u5e38\u903c\u771f\uff0c\u4f46\u662f\u5f88\u96be\u53bb\u5efa\u6a21\u548c\u7269\u4f53\u4ea4\u4e92\uff0c\u8bad\u7ec3\u3001\u63a8\u7406\u6210\u672c\u9ad8\u3002<\/p>\n\n\n\n

\u4e09\u7ef4\u91cd\u5efa\u4eff\u771f\u7684\u4f18\u52bf\uff0c\u662f\u4ece\u6570\u636e\u9a71\u52a8\u7684\u65b9\u5f0f\u6765\u53bb\u601d\u8003\u95ee\u9898\uff0c\u6536\u96c6\u6570\u636e\u5728\u6570\u636e\u4e0a\u505a\u4e09\u7ef4\u91cd\u5efa\uff0c\u5728\u91cd\u5efa\u597d\u7684\u4e16\u754c\u91cc\u8fdb\u884c\u4eff\u771f\uff0c\u4e00\u4e2a\u56fa\u6709\u7684\u95ee\u9898\u662f\u975e\u5e38\u5c40\u9650\u4e8e\u7528\u6765\u91cd\u5efa\u8bad\u7ec3\u7684\u89c6\u89d2\u3002<\/p>\n\n\n\n

OpenDriveLab\u5bf9\u6b64\u7684\u6210\u679c\u662f\u591a\u8f68\u8ff9\u91cd\u5efaMTGS\uff08Multi-Traversal Gaussian Splatting\uff09\uff0c\u5176\u539f\u7406\u662f\u628a\u573a\u666f\u5185\u6240\u6709\u89c1\u8fc7\u7684\u4f4d\u7f6e\uff0c\u6bcf\u4e00\u4e2a\u8f66\u8f86\u7ecf\u8fc7\u7684\u4f4d\u7f6e\u5168\u90e8\u7528\u6765\u91cd\u5efa\uff0c\u5c31\u80fd\u5b8c\u6210\u5728\u4efb\u610f\u4e00\u4e2a\u5730\u70b9\u7684\u89c6\u89d2\u5185\u63a8\u3002<\/p>\n\n\n\n

MTGS\u9762\u4e34\u7684\u6311\u6218\u662f\u5149\u7167\u3001\u7269\u4f53\u548cmap change\u7b49\u95ee\u9898\u3002OpenDriveLab\u901a\u8fc7\u8bbe\u8ba1\u573a\u666f\u56fe\u8282\u70b9\uff0c\u53bb\u663e\u5f0f\u5efa\u6a21\u5149\u7167\u548c\u79fb\u52a8\u7684\u7269\u4f53\uff0c\u5b8c\u6210MTGS\u7684\u91cd\u5efa\u3002<\/p>\n\n\n\n

\u5173\u4e8e\u884c\u4e3a\u5c42\u4e16\u754c\u6a21\u578b\uff0c\u674e\u5929\u7fbd\u8868\u793a\u5176\u6709\u4e24\u4e2a\u975e\u5e38\u91cd\u8981\u7684\u529f\u80fd\uff0c\u4e00\u4e2a\u662freactivity\uff0c\u4e16\u754c\u6a21\u578b\u54cd\u5e94\u81ea\u8f66\u7684planning\u884c\u4e3a\uff1b\u7b2c\u4e8c\u4e2a\u662fgoal orientation\uff0c\u5c31\u662f\u4e00\u5b9a\u8981\u53ef\u63a7\uff0c\u53ef\u4ee5\u901a\u8fc7\u7ed9\u5b9a\u7ec8\u70b9\u7b49condition\u53bb\u9065\u63a7\u884c\u4e3a\u3002<\/p>\n\n\n\n

OpenDriveLab\u63d0\u51fa\u4e86Nexus\uff0c\u89e3\u8026\u4e86\u53ef\u63a7\u6027\u548c\u54cd\u5e94\u6027\u8fd9\u4e24\u4e2a\u7ef4\u5ea6\u3002\u5b8c\u6210\u4e86\u4e00\u4e2a\u5168\u573a\u666f\u964d\u566a\u7684\u540c\u65f6\uff0c\u4fdd\u6301\u4e86\u53ef\u63a7\u548c\u54cd\u5e94\u3002<\/p>\n\n\n\n

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\u5085\u535a\u58eb\u63d0\u5230\uff0c\u81ea\u52a8\u9a7e\u9a76\u7684\u53d1\u5c55\u4e0d\u4ec5\u4f9d\u8d56\u4e8e\u7b97\u6cd5\u7684\u4f18\u5316\uff0c\u66f4\u9700\u8981\u9ad8\u6548\u7684\u6570\u636e\u8bbf\u95ee\u80fd\u529b\uff0c\u4ee5\u652f\u6301\u7b97\u6cd5\u7684\u8fed\u4ee3\u548c\u667a\u80fd\u9a7e\u9a76\u7684\u6574\u4f53\u5f00\u53d1\u6548\u7387\u3002<\/p>\n\n\n\n

\"\"\/<\/figure>\n\n\n\n

Alluxio\u9996\u5e2d\u67b6\u6784\u5e08\u5085\u6b63\u4f73<\/p>\n\n\n\n

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\"\"\/<\/figure>\n\n\n\n

\u56db\u7ef4\u56fe\u65b0\u526f\u603b\u88c1\u8bb8\u9e4f\u98de<\/p>\n\n\n\n

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\"\"\/<\/figure>\n\n\n\n

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\"\"\/<\/figure>\n\n\n\n

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