\u95dc\u9375\u8981\u9ede<\/strong><\/h2>\n

\n
• \u5728\u7f8e\u570b\u4f3a\u670d\u5668\u4e0a\u90e8\u7f72\u7368\u7acb AI \u667a\u80fd\u9ad4\uff0c\u53ef\u4ee5\u8b93\u4f60\u66f4\u597d\u5730\u638c\u63a7\u8cc7\u6599\u8207\u96b1\u79c1\u3002<\/li>\n
• \u9078\u64c7\u53ef\u9760\u7684\u7f8e\u570b\u4f3a\u670d\u5668\u670d\u52d9\u5546\uff0c\u624d\u80fd\u78ba\u4fdd AI \u5de5\u4f5c\u8ca0\u8f09\u7684\u6548\u80fd\u8207\u6280\u8853\u652f\u63f4\u3002<\/li>\n
• \u9075\u5faa\u5b89\u5168\u6700\u4f73\u5be6\u52d9\uff0c\u5305\u62ec\u4f7f\u7528\u5f37\u5bc6\u78bc\u4e26\u6301\u7e8c\u76e3\u63a7\u5b58\u53d6\u6b0a\u9650\u3002<\/li>\n
• \u5b9a\u671f\u66f4\u65b0\u4e26\u5099\u4efd AI \u667a\u80fd\u9ad4\uff0c\u4ee5\u7dad\u6301\u5b89\u5168\u6027\u4e26\u907f\u514d\u8cc7\u6599\u907a\u5931\u3002<\/li>\n
• \u5c07 AI \u667a\u80fd\u9ad4\u9023\u63a5\u81f3 API \u548c\u8cc7\u6599\u5eab\uff0c\u4ee5\u589e\u5f37\u5176\u80fd\u529b\u4e26\u81ea\u52d5\u5316\u5de5\u4f5c\u6d41\u7a0b\u3002<\/li>\n<\/ul>\n

  \u90e8\u7f72\u7368\u7acb AI \u667a\u80fd\u9ad4\u7684\u524d\u7f6e\u689d\u4ef6<\/strong><\/h2>\n

  \u5728\u958b\u59cb\u9032\u884c\u7368\u7acb AI \u667a\u80fd\u9ad4\u90e8\u7f72\u4e4b\u524d\uff0c\u4f60\u9700\u8981\u5148\u6e96\u5099\u597d\u57f7\u884c\u74b0\u5883\uff0c\u4e26\u6536\u96c6\u76f8\u95dc\u8cc7\u6e90\u3002\u5145\u5206\u7684\u6e96\u5099\u53ef\u4ee5\u8b93\u6574\u500b\u5c08\u6848\u904b\u4f5c\u66f4\u9806\u66a2\u3001\u66f4\u5b89\u5168\u3002<\/p>\n

  \u9078\u64c7\u7f8e\u570b\u4f3a\u670d\u5668\u670d\u52d9\u5546<\/h3>\n

  \u4f60\u9700\u8981\u9078\u64c7\u4e00\u5bb6\u4f4d\u65bc\u7f8e\u570b\u3001\u672c\u8eab\u8db3\u5920\u53ef\u9760\u7684\u4f3a\u670d\u5668\u670d\u52d9\u5546\u3002\u8a31\u591a\u4f7f\u7528\u8005\u50be\u5411\u65bc\u9078\u64c7\u5728\u6548\u80fd\u8207\u6280\u8853\u652f\u63f4\u65b9\u9762\u53e3\u7891\u826f\u597d\u7684\u516c\u53f8\u3002\u4e0b\u5217\u8868\u683c\u5c0d\u5e7e\u5bb6\u4e3b\u8981\u7684\u7f8e\u570b\u4f3a\u670d\u5668\u670d\u52d9\u5546\u9032\u884c\u4e86\u6bd4\u8f03\uff1a<\/p>\n

  \n\n\n\n\n<\/colgroup>\n\n\n\n\n\n\n\n

  \u6392\u540d<\/th>\n	\u516c\u53f8<\/th>\n	\u4e3b\u8981\u7279\u6027<\/th>\n<\/tr>\n
  1<\/td>\n	Supermicro<\/td>\n	\u654f\u6377\u7684 AI \u4f3a\u670d\u5668\u4ea4\u4ed8\u3001\u6a21\u7d44\u5316\u89e3\u6c7a\u65b9\u6848\u3001\u6700\u9ad8 250 kW \u6db2\u51b7\u3002<\/td>\n<\/tr>\n
  2<\/td>\n	Dell<\/td>\n	\u5ee3\u6cdb\u7684 SKU \u8986\u84cb\u3001\u6700\u9ad8 480 kW \u5148\u9032\u6563\u71b1\uff0c\u8207 Agentic AI \u7684\u5408\u4f5c\u3002<\/td>\n<\/tr>\n
  3<\/td>\n	HPE<\/td>\n	EX4000\/EX2500 \u4f3a\u670d\u5668\u3001\u6700\u9ad8 400 kW \u6563\u71b1\u3001\u8a02\u95b1\u5f0f HPC \u5373\u670d\u52d9\u3002<\/td>\n<\/tr>\n
  4<\/td>\n	Lenovo<\/td>\n	\u7e31\u5411\u6574\u5408\u4f9b\u61c9\u93c8\u3001Neptune \u6563\u71b1\u3001\u5f48\u6027\u7684\u79df\u8cc3\uff0f\u8a02\u95b1\u6a21\u5f0f\u3002<\/td>\n<\/tr>\n
  5<\/td>\n	Cisco<\/td>\n	\u5f37\u5927\u7684\u7db2\u8def\u8207\u8edf\u9ad4\u5806\u758a\u3001\u751f\u614b\u76f8\u5bb9\u6027\u3001\u6700\u9ad8 250 kW \u6a5f\u6ac3\u6563\u71b1\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u4f60\u4e5f\u53ef\u4ee5\u8003\u616e\u5411\u9019\u4e9b\u670d\u52d9\u5546\u79df\u7528\u5c08\u7528\u4f3a\u670d\u5668\uff0c\u4ee5\u7372\u5f97\u66f4\u9748\u6d3b\u7684\u914d\u7f6e\u8207\u66f4\u4f73\u7684\u6210\u672c\u63a7\u5236\u3002<\/p>\n \u786c\u9ad4\u8207\u7db2\u8def\u9700\u6c42<\/h3>\n \u4f60\u7684\u4f3a\u670d\u5668\u9700\u8981\u6eff\u8db3\u4e00\u5b9a\u7684\u786c\u9ad4\u8981\u6c42\uff0c\u624d\u80fd\u9ad8\u6548\u57f7\u884c AI \u5de5\u4f5c\u8ca0\u8f09\u3002\u4e0b\u8868\u5217\u51fa\u6700\u4f4e\u8207\u5efa\u8b70\u914d\u7f6e\uff1a<\/p>\n \n\n\n\n\n<\/colgroup>\n\n\n\n\n\n\n \u5143\u4ef6<\/th>\n \u6700\u4f4e\u5efa\u8b70<\/th>\n \u5efa\u8b70\u914d\u7f6e<\/th>\n<\/tr>\n CPU<\/td>\n \u591a\u6838\u5fc3\u8655\u7406\u5668\uff0c\u57fa\u790e\u6642\u8108\u81f3\u5c11 3.0 GHz<\/td>\n AMD EPYC \u6216 Intel Xeon\uff0c16 \u6838\u5fc3\u4ee5\u4e0a<\/td>\n<\/tr>\n \u8a18\u61b6\u9ad4<\/td>\n 32 GB\uff08\u57fa\u790e\u4efb\u52d9\uff09<\/td>\n \u6b63\u5f0f\u74b0\u5883\u5efa\u8b70 128 GB \u6216\u66f4\u9ad8<\/td>\n<\/tr>\n \u5132\u5b58\u7a7a\u9593<\/td>\n 500 GB NVMe SSD<\/td>\n \u81f3\u5c11 1 TB NVMe<\/td>\n<\/tr>\n GPU<\/td>\n \u975e\u5fc5\u8981<\/td>\n NVIDIA RTX 3080 Ti\uff0816 GB \u986f\u793a\u8a18\u61b6\u9ad4\uff09\u6216\u66f4\u9ad8\u968e\uff0c\u4f8b\u5982 A100\u3001RTX 4090\u30015090<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u7a69\u5b9a\u4e14\u9ad8\u901f\u7684\u7db2\u8def\u9023\u7dda\u6709\u52a9\u65bc\u4f60\u7684 AI \u667a\u80fd\u9ad4\u5feb\u901f\u56de\u61c9\uff0c\u4e26\u8655\u7406\u5927\u898f\u6a21\u8cc7\u6599\u50b3\u8f38\u3002<\/p>\n \u5fc5\u5099\u8edf\u9ad4\u8207\u5de5\u5177<\/h3>\n \u4f60\u9700\u8981\u6e96\u5099\u4e00\u4e9b\u95dc\u9375\u8edf\u9ad4\u4f86\u652f\u63f4\u81ea\u8a17\u7ba1 AI \u667a\u80fd\u9ad4\u3002\u4e0b\u5217\u8868\u683c\u5217\u51fa\u90e8\u7f72\u904e\u7a0b\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684\u5de5\u5177\uff1a<\/p>\n \n\n\n\n<\/colgroup>\n\n\n\n\n\n\n \u8edf\u9ad4\u5de5\u5177<\/th>\n \u8aaa\u660e<\/th>\n<\/tr>\n \u81ea\u8a17\u7ba1 n8n<\/td>\n \u4f4e\u7a0b\u5f0f\u78bc\u5e73\u53f0\uff0c\u652f\u63f4 400+ \u6574\u5408\u8207\u9032\u968e AI \u5143\u4ef6\u3002<\/td>\n<\/tr>\n Ollama<\/td>\n \u8de8\u5e73\u53f0 LLM \u5e73\u53f0\uff0c\u53ef\u5b89\u88dd\u4e26\u57f7\u884c\u6700\u65b0\u672c\u5730\u5927\u578b\u6a21\u578b\u3002<\/td>\n<\/tr>\n Qdrant<\/td>\n \u958b\u6e90\u9ad8\u6548\u80fd\u5411\u91cf\u8cc7\u6599\u5eab\uff0c\u63d0\u4f9b\u5b8c\u5584 API\u3002<\/td>\n<\/tr>\n PostgreSQL<\/td>\n \u8cc7\u6599\u5de5\u7a0b\u9818\u57df\u7684\u4e3b\u529b\u8cc7\u6599\u5eab\uff0c\u80fd\u5b89\u5168\u8655\u7406\u6d77\u91cf\u8cc7\u6599\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u4f60\u9084\u9700\u8981\u5b89\u88dd Python 3.13 \u6216\u66f4\u9ad8\u7248\u672c\u3001Visual Studio Code\uff0c\u4ee5\u53ca\u76f8\u5bb9\u7684 SDK \u5957\u4ef6\uff0c\u7528\u65bc\u958b\u767c\u8207\u7ba1\u7406\u667a\u80fd\u9ad4\u3002<\/p>\n \u5b58\u53d6\u8207\u6b0a\u9650<\/h3>\n \u4f60\u5fc5\u9808\u78ba\u4fdd\u4f3a\u670d\u5668\u5b89\u5168\uff0c\u4e26\u63a7\u7ba1\u8ab0\u53ef\u4ee5\u5b58\u53d6 AI \u667a\u80fd\u9ad4\u3002\u8acb\u9075\u5faa\u4ee5\u4e0b\u6700\u4f73\u5be6\u52d9\uff1a<\/p>\n \n \u4ee5\u8eab\u5206\u70ba\u57fa\u790e\u6388\u8207\u6b0a\u9650\uff0c\u800c\u4e0d\u662f\u53ea\u4f9d\u8cf4\u5bc6\u78bc\u3002<\/li>\n \u70ba\u6bcf\u9805\u4efb\u52d9\u4f7f\u7528\u77ed\u6548\u6191\u8b49\u3002<\/li>\n \u50c5\u70ba\u6bcf\u500b\u667a\u80fd\u9ad4\u5206\u914d\u5b8c\u6210\u4efb\u52d9\u6240\u9700\u7684\u6700\u5c0f\u6b0a\u9650\u3002<\/li>\n \u5373\u6642\u76e3\u63a7\u6d3b\u52d5\uff0c\u4e26\u5728\u4efb\u52d9\u5b8c\u6210\u5f8c\u53ca\u6642\u6536\u56de\u5b58\u53d6\u6b0a\u9650\u3002<\/li>\n \u900f\u904e\u8eab\u5206\u4e2d\u4ecb\u9a57\u8b49\u8eab\u5206\u4e26\u57f7\u884c\u5b89\u5168\u653f\u7b56\u3002<\/li>\n<\/ul>\n \u9019\u4e9b\u63aa\u65bd\u53ef\u4ee5\u4fdd\u8b77\u4f60\u7684\u8cc7\u6599\uff0c\u78ba\u4fdd\u53ea\u6709\u53ef\u4fe1\u4efb\u4f7f\u7528\u8005\u53ef\u4ee5\u8207\u7368\u7acb AI \u667a\u80fd\u9ad4\u4e92\u52d5\u3002\u638c\u63e1\u57fa\u790e\u547d\u4ee4\u5217\u64cd\u4f5c\u6709\u52a9\u65bc\u4f60\u66f4\u597d\u5730\u7ba1\u7406\u6b0a\u9650\uff0c\u7dad\u6301\u6574\u9ad4\u74b0\u5883\u5b89\u5168\u3002<\/p>\n \u70ba\u7368\u7acb AI \u667a\u80fd\u9ad4\u9032\u884c\u4f3a\u670d\u5668\u914d\u7f6e<\/strong><\/h2>\n \u5728\u7f8e\u570b\u5c08\u7528\u4f3a\u670d\u5668\u4e0a\u90e8\u7f72\u4f60\u7684\u7368\u7acb AI \u667a\u80fd\u9ad4\uff0c\u9700\u8981\u7d93\u904e\u591a\u500b\u95dc\u9375\u6b65\u9a5f\u3002\u4f60\u9700\u8981\u9078\u64c7\u5408\u9069\u7684\u5c08\u7528\u4f3a\u670d\u5668\u65b9\u6848\u3001\u5b89\u88dd\u4f5c\u696d\u7cfb\u7d71\uff0c\u4e26\u5c31\u5b89\u5168\u8207\u6548\u80fd\u9032\u884c\u8a2d\u5b9a\u3002\u672c\u7bc0\u5c07\u5f15\u5c0e\u4f60\u9010\u6b65\u5b8c\u6210\u9019\u4e9b\u74b0\u7bc0\uff0c\u5354\u52a9\u4f60\u5efa\u7acb\u7a69\u5b9a\u53ef\u9760\u7684 AI \u667a\u80fd\u9ad4\u57f7\u884c\u74b0\u5883\u3002<\/p>\n \u7533\u8acb\u7f8e\u570b\u672c\u5730\u5c08\u7528\u4f3a\u670d\u5668<\/strong><\/h2>\n \u4f60\u61c9\u5148\u5f9e\u6210\u672c\u8207\u6548\u80fd\u89d2\u5ea6\u51fa\u767c\uff0c\u9078\u64c7\u4e00\u53f0\u7b26\u5408 AI \u9700\u6c42\u7684\u7f8e\u570b\u672c\u5730\u5c08\u7528\u4f3a\u670d\u5668\u3002\u4e0d\u540c\u786c\u9ad4\u7b49\u7d1a\u9069\u7528\u65bc\u4e0d\u540c\u60c5\u5883\u3002\u4e0b\u5217\u8868\u683c\u6bd4\u8f03\u5e7e\u7a2e\u5e38\u898b\u7684 AI \u667a\u80fd\u9ad4\u5be6\u9ad4\u5c08\u7528\u4f3a\u670d\u5668\u90e8\u7f72\u65b9\u6848\uff1a<\/p>\n \n\n\n\n\n<\/colgroup>\n\n\n\n\n\n \u7b49\u7d1a<\/strong><\/th>\n \u4f7f\u7528\u60c5\u5883<\/strong><\/th>\n \u786c\u9ad4\u898f\u683c<\/strong><\/th>\n<\/tr>\n 1<\/td>\n \u55ae\u4e00\u667a\u80fd\u9ad4\u547c\u53eb\u5916\u90e8 LLM API\uff0c\u672c\u5730\u72c0\u614b\u6975\u5c11\uff0c\u8f15\u91cf\u7d1a\u7de8\u6392<\/td>\n 2 vCPU \u5be6\u9ad4\u6838\u5fc3\uff0c4 GB \u8a18\u61b6\u9ad4\uff0c40 GB NVMe SSD<\/td>\n<\/tr>\n 2<\/td>\n 2\u20135 \u500b\u667a\u80fd\u9ad4\u5171\u4eab\u8a18\u61b6\u9ad4\uff0c\u90e8\u7f72\u5411\u91cf\u5eab\uff0c\u983b\u7e41\u9032\u884c\u8cc7\u6599\u5feb\u53d6<\/td>\n 4 vCPU \u5be6\u9ad4\u6838\u5fc3\uff0c8 GB \u8a18\u61b6\u9ad4\uff0c80 GB NVMe SSD<\/td>\n<\/tr>\n 3<\/td>\n \u672c\u5730\u57f7\u884c\u91cf\u5316\u6a21\u578b\u4e26\u9032\u884c\u591a\u667a\u80fd\u9ad4\u7de8\u6392\uff0c\u672c\u5730\u63a8\u7406\u5de5\u4f5c\u8ca0\u8f09<\/td>\n 8 vCPU \u5be6\u9ad4\u6838\u5fc3\uff0c16\u201332 GB \u8a18\u61b6\u9ad4\uff0c160 GB NVMe SSD<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u8981\u6b63\u5f0f\u958b\u901a\u5c08\u7528\u4f3a\u670d\u5668\uff0c\u4f60\u53ef\u4ee5\u4f9d\u7167\u4ee5\u4e0b\u6b65\u9a5f\u64cd\u4f5c\uff1a<\/p>\n \u5728\u53d7\u7ba1\u6a21\u677f\u76ee\u9304\u4e2d\u767c\u4f48\u7cfb\u7d71\u6a21\u677f\uff0c\u4e26\u5c07\u5176\u95dc\u806f\u5230\u9078\u5b9a\u7684\u5c08\u7528\u4f3a\u670d\u5668\u786c\u9ad4\u65b9\u6848\u3002<\/p>\n \u6301\u7e8c\u7dad\u8b77\u9019\u4e9b\u7cfb\u7d71\u6a21\u677f\uff0c\u9032\u884c\u5b89\u5168\u6027\u8fed\u4ee3\u66f4\u65b0\uff0c\u4e26\u79fb\u9664\u904e\u671f\u6216\u4e0d\u518d\u652f\u63f4\u7684\u6a21\u677f\uff0c\u4ee5\u78ba\u4fdd\u4f3a\u670d\u5668\u7a69\u5b9a\u904b\u4f5c\u3002<\/p>\n \u7576\u4f60\u7684 AI \u667a\u80fd\u9ad4\u9700\u8981\u66f4\u5f37\u7b97\u529b\u4f86\u57f7\u884c\u9ad8\u5f37\u5ea6\u672c\u5730\u63a8\u7406\u6216\u6a21\u578b\u8a13\u7df4\u6642\uff0c\u53ef\u5347\u7d1a\u5230\u642d\u8f09 GPU \u7684\u5c08\u7528\u4f3a\u670d\u5668\u65b9\u6848\u3002<\/p>\n \u8a31\u591a\u5165\u9580\u4f7f\u7528\u8005\u6703\u9078\u64c7\u5165\u9580\u7d1a\u5c08\u7528\u4f3a\u670d\u5668\uff0c\u7528\u65bc\u7c21\u55ae AI \u667a\u80fd\u9ad4\u4efb\u52d9\u53ca\u8f15\u91cf\u7d1a API \u547c\u53eb\u5de5\u4f5c\u6d41\u7a0b\u3002\u800c\u9032\u968e\u4f7f\u7528\u8005\u5247\u66f4\u50be\u5411\u65bc\u63a1\u7528\u9ad8\u6548\u80fd\u5c08\u7528\u4f3a\u670d\u5668\uff0c\u4ee5\u540c\u6642\u57f7\u884c\u591a\u500b\u667a\u80fd\u9ad4\u3001\u672c\u5730\u90e8\u7f72\u6a21\u578b\u4e26\u8655\u7406\u5927\u898f\u6a21\u8cc7\u6599\u3002<\/p>\n \u5b89\u88dd\u4f5c\u696d\u7cfb\u7d71<\/h3>\n \u5728\u9078\u5b9a\u4f3a\u670d\u5668\u5f8c\uff0c\u4f60\u9700\u8981\u5b89\u88dd\u4f5c\u696d\u7cfb\u7d71\u3002\u591a\u6578 AI \u667a\u80fd\u9ad4\u5728 Linux \u767c\u884c\u7248\uff08\u5982 Ubuntu \u6216 Debian\uff09\u4e0a\u7686\u53ef\u7a69\u5b9a\u904b\u4f5c\uff0c\u9019\u4e9b\u7cfb\u7d71\u5177\u6709\u7a69\u5b9a\u6027\u4f73\u3001\u5b89\u5168\u6027\u9ad8\u53ca\u793e\u7fa4\u8cc7\u6e90\u8c50\u5bcc\u7b49\u7279\u9ede\u3002<\/p>\n \n \u70ba\u4f3a\u670d\u5668\u9078\u64c7 Ubuntu 22.04 LTS \u6216 Debian 12\u3002<\/li>\n \u4f7f\u7528\u670d\u52d9\u5546\u7684\u63a7\u5236\u53f0\u555f\u52d5\u7cfb\u7d71\u5b89\u88dd\u6d41\u7a0b\u3002<\/li>\n \u8a2d\u5b9a\u5f37\u5bc6\u78bc\u7684 root \u5e33\u865f\uff0c\u6216\u4e0a\u50b3 SSH \u516c\u9470\u4ee5\u9054\u6210\u5b89\u5168\u9023\u7dda\u3002<\/li>\n<\/ul>\n \u4f60\u61c9\u96a8\u6642\u4fdd\u6301\u4f5c\u696d\u7cfb\u7d71\u70ba\u6700\u65b0\u7248\u672c\uff0c\u4ee5\u9632\u79a6\u65b0\u51fa\u73fe\u7684\u5b89\u5168\u5a01\u8105\uff0c\u4e26\u78ba\u4fdd\u8207\u6700\u65b0\u8edf\u9ad4\u7248\u672c\u76f8\u5bb9\u3002<\/p>\n \u63d0\u793a\uff1a<\/strong>Ubuntu LTS \u7248\u672c\u901a\u5e38\u63d0\u4f9b 5 \u5e74\u5b89\u5168\u66f4\u65b0\uff0c\u975e\u5e38\u9069\u5408\u9577\u671f\u57f7\u884c\u7684 AI \u5c08\u6848\u3002<\/p><\/blockquote>\n \u521d\u59cb\u4f3a\u670d\u5668\u914d\u7f6e<\/h3>\n \u7cfb\u7d71\u5b89\u88dd\u5b8c\u6210\u5f8c\uff0c\u4f60\u9700\u8981\u5c0d\u4f3a\u670d\u5668\u9032\u884c\u521d\u59cb\u914d\u7f6e\uff0c\u4ee5\u517c\u9867\u5b89\u5168\u6027\u8207\u6548\u80fd\u3002\u59a5\u5584\u7684\u914d\u7f6e\u53ef\u4ee5\u8b93\u4f60\u7684 AI \u667a\u80fd\u9ad4\u66f4\u5b89\u5168\u3001\u66f4\u7a69\u5b9a\u3002<\/p>\n \n \u5728\u7db2\u8def\u5c64\u8207\u4e3b\u6a5f\u5c64\u540c\u6642\u8a2d\u5b9a\u9632\u706b\u7246\uff0c\u5f62\u6210\u96d9\u91cd\u9632\u8b77\uff0c\u963b\u64cb\u4e0d\u5fc5\u8981\u7684\u6d41\u91cf\u4e26\u964d\u4f4e\u98a8\u96aa\u3002<\/li>\n \u63a1\u7528\u96d9\u5c64\u9632\u706b\u7246\uff0c\u907f\u514d\u55ae\u4e00\u6545\u969c\u9ede\u3002<\/li>\n \u5b89\u88dd fail2ban \u4f86\u9632\u79a6\u91dd\u5c0d SSH \u7684\u66b4\u529b\u7834\u89e3\uff0c\u8a72\u5de5\u5177\u6703\u5c01\u9396\u6709\u7570\u5e38\u91cd\u8907\u767b\u5165\u5617\u8a66\u7684 IP \u4f86\u6e90\u3002<\/li>\n \u5efa\u7acb\u4e00\u500b\u975e root \u4f7f\u7528\u8005\u5e33\u865f\u4f86\u57f7\u884c AI \u667a\u80fd\u9ad4\uff0c\u82e5\u767c\u751f\u5165\u4fb5\uff0c\u53ef\u4ee5\u5927\u5e45\u964d\u4f4e\u6f5b\u5728\u640d\u5bb3\u3002<\/li>\n \u66f4\u65b0\u4f3a\u670d\u5668\u5957\u4ef6\u4e26\u79fb\u9664\u7121\u7528\u8edf\u9ad4\uff0c\u4ee5\u6e1b\u5c11\u6f5b\u5728\u653b\u64ca\u9762\u3002<\/li>\n<\/ul>\n \u6ce8\u610f\uff1a<\/strong>\u52d9\u5fc5\u9075\u5faa\u6700\u5c0f\u6b0a\u9650\u539f\u5247\uff0c\u53ea\u70ba AI \u667a\u80fd\u9ad4\u6388\u8207\u5b8c\u6210\u4efb\u52d9\u6240\u9700\u7684\u6b0a\u9650\u3002<\/p><\/blockquote>\n \u900f\u904e\u4e0a\u8ff0\u6b65\u9a5f\uff0c\u4f60\u53ef\u4ee5\u70ba\u7368\u7acb AI \u667a\u80fd\u9ad4\u5960\u5b9a\u7a69\u56fa\u57fa\u790e\u3002\u7d2e\u5be6\u7684\u4f3a\u670d\u5668\u7ba1\u7406\u80fd\u529b\uff0c\u5c07\u5354\u52a9\u4f60\u5728\u6574\u500b\u5c08\u6848\u9031\u671f\u4e2d\u7dad\u6301\u5c0d\u74b0\u5883\u7684\u638c\u63a7\u8207\u5b89\u5168\u3002<\/p>\n \u5b89\u88dd\u81ea\u8a17\u7ba1 AI \u667a\u80fd\u9ad4<\/strong><\/h2>\n \u5728\u7f8e\u570b\u4f3a\u670d\u5668\u4e0a\u5b89\u88dd\u81ea\u8a17\u7ba1 AI \u667a\u80fd\u9ad4\uff0c\u53ef\u4ee5\u70ba\u4f60\u5e36\u4f86\u81ea\u4e3b\u8207\u5f48\u6027\u3002\u63a5\u4e0b\u4f86\uff0c\u4f60\u5c07\u5f9e\u9078\u64c7\u5408\u9069\u7684\u667a\u80fd\u9ad4\u6846\u67b6\u8457\u624b\uff0c\u4e00\u6b65\u6b65\u5b8c\u6210\u5b89\u88dd\uff0c\u4e26\u6700\u7d42\u4f7f\u7528 FastAPI \u8207 Uvicorn \u5c0d\u5916\u63d0\u4f9b\u670d\u52d9\u3002<\/p>\n \u9078\u64c7 AI \u667a\u80fd\u9ad4\u6846\u67b6<\/h3>\n \u7576\u4f60\u6e96\u5099\u5efa\u7f6e\u81ea\u8a17\u7ba1 AI \u667a\u80fd\u9ad4\u6642\uff0c\u6709\u8a31\u591a\u6846\u67b6\u53ef\u4f9b\u9078\u64c7\uff0c\u5404\u81ea\u5728\u4e0d\u540c\u5834\u666f\u4e2d\u5404\u5177\u512a\u52e2\u3002\u4ee5\u4e0b\u662f\u5e38\u898b\u7684\u4e00\u4e9b\u9078\u9805\uff1a<\/p>\n \n Gumloop \u9069\u5408\u5e0c\u671b\u300c\u96f6\u7a0b\u5f0f\u78bc\u300d\u6253\u9020 AI \u667a\u80fd\u9ad4\u7684\u4f7f\u7528\u8005\u3002<\/li>\n StackAI \u9069\u5408\u5177\u5408\u898f\u8981\u6c42\u7684\u4f01\u696d\u5718\u968a\u3002<\/li>\n CrewAI \u652f\u63f4\u958b\u6e90\u591a\u667a\u80fd\u9ad4\u7de8\u6392\u3002<\/li>\n LangChain \u63d0\u4f9b\u5f48\u6027\u7684\u7a0b\u5f0f\u78bc\u512a\u5148 AI \u958b\u767c\u9ad4\u9a57\u3002<\/li>\n n8n \u7528\u65bc\u81ea\u8a17\u7ba1\u5de5\u4f5c\u6d41\u7a0b\u81ea\u52d5\u5316\u3002<\/li>\n AutoGen \u9069\u5408\u7814\u7a76\u7d1a\u591a\u667a\u80fd\u9ad4\u7cfb\u7d71\u3002<\/li>\n OpenClaw \u5728\u81ea\u8a17\u7ba1\u667a\u80fd\u9ad4\u9818\u57df\u4ee5\u5ee3\u6cdb\u6574\u5408\u80fd\u529b\u898b\u9577\u3002<\/li>\n Agno \u53ef\u7528\u4f86\u5efa\u69cb\u8f15\u91cf\u3001\u9ad8\u6548\u80fd\u4e26\u53ef\u7528\u65bc\u751f\u7522\u74b0\u5883\u7684\u667a\u80fd\u9ad4\u3002<\/li>\n LangGraph \u652f\u63f4\u5177\u72c0\u614b\u7684\u5716\u7d50\u69cb\u667a\u80fd\u9ad4\u5de5\u4f5c\u6d41\u7a0b\u3002<\/li>\n Dify \u63d0\u4f9b\u53ef\u81ea\u8a17\u7ba1\u7684 LLM \u61c9\u7528\u5e73\u53f0\u3002<\/li>\n RAGFlow \u9069\u5408\u6587\u4ef6\u5bc6\u96c6\u7684\u4f01\u696d\u77e5\u8b58\u5eab\u60c5\u5883\u3002<\/li>\n Langflow \u53ef\u7528\u65bc\u300c\u96f6\u7a0b\u5f0f\u78bc\u300d\u539f\u578b\u8a2d\u8a08\u667a\u80fd\u9ad4\u3002<\/li>\n<\/ul>\n \u82e5\u4f60\u60f3\u6253\u9020\u4e00\u500b\u529f\u80fd\u5f37\u5927\u7684 openclaw \u74b0\u5883\uff0c\u53ef\u4ee5\u512a\u5148\u8003\u616e openclaw\uff0c\u5b83\u5728\u81ea\u8a17\u7ba1\u60c5\u5883\u4e0b\u5177\u5099\u512a\u7570\u7684\u6574\u5408\u80fd\u529b\u8207\u6548\u80fd\u8868\u73fe\u3002<\/p>\n \u5b89\u88dd Python \u8207\u865b\u64ec\u74b0\u5883<\/h3>\n \u591a\u6578\u81ea\u8a17\u7ba1 AI \u6846\u67b6\u7686\u4ef0\u8cf4 Python \u57f7\u884c\uff0c\u56e0\u6b64\u4f60\u9700\u8981\u5728\u4f3a\u670d\u5668\u4e0a\u5b89\u88dd Python 3.13 \u6216\u66f4\u9ad8\u7248\u672c\u3002\u4f7f\u7528\u865b\u64ec\u74b0\u5883\u53ef\u4ee5\u9694\u96e2\u76f8\u4f9d\u5957\u4ef6\uff0c\u907f\u514d\u5c08\u6848\u9593\u4e92\u76f8\u5e72\u64fe\u3002\u53ef\u4f9d\u7167\u4ee5\u4e0b\u6b65\u9a5f\u64cd\u4f5c\uff1a<\/p>\n \n \u66f4\u65b0\u5957\u4ef6\u6e05\u55ae\uff1a\n sudo apt update\r\n<\/code><\/pre>\n<\/li>\n \u5b89\u88dd Python \u8207 pip\uff1a\n sudo apt install python3 python3-pip\r\n<\/code><\/pre>\n<\/li>\n \u5efa\u7acb\u865b\u64ec\u74b0\u5883\uff1a\n python3 -m venv ai-agent-env\r\n<\/code><\/pre>\n<\/li>\n \u555f\u7528\u865b\u64ec\u74b0\u5883\uff1a\n source ai-agent-env\/bin\/activate\r\n<\/code><\/pre>\n<\/li>\n<\/ol>\n \u900f\u904e\u9019\u7a2e\u65b9\u5f0f\uff0c\u4f60\u53ef\u4ee5\u8b93\u81ea\u8a17\u7ba1 AI \u667a\u80fd\u9ad4\u7684\u76f8\u4f9d\u74b0\u5883\u66f4\u70ba\u4e7e\u6de8\u3001\u6613\u65bc\u7dad\u8b77\u3002<\/p>\n \u8a2d\u5b9a FastAPI \u8207 Uvicorn<\/h3>\n FastAPI \u8207 Uvicorn \u80fd\u5354\u52a9\u4f60\u5c07\u81ea\u8a17\u7ba1 AI \u667a\u80fd\u9ad4\u4ee5 Web \u670d\u52d9\u5f62\u5f0f\u5c0d\u5916\u63d0\u4f9b\u80fd\u529b\u3002FastAPI \u652f\u63f4\u975e\u540c\u6b65\u7a0b\u5f0f\u78bc\uff0c\u8b93\u667a\u80fd\u9ad4\u80fd\u540c\u6642\u8655\u7406\u5927\u91cf\u8acb\u6c42\uff0c\u4e26\u63d0\u4f9b\u81ea\u52d5\u8cc7\u6599\u9a57\u8b49\u8207\u4e92\u52d5\u5f0f\u6587\u4ef6\uff1bUvicorn \u5247\u4f5c\u70ba\u9ad8\u6548\u80fd ASGI \u4f3a\u670d\u5668\u4f86\u57f7\u884c FastAPI \u61c9\u7528\u3002<\/p>\n \u63d0\u793a\uff1aFastAPI \u63d0\u4f9b\u4e92\u52d5\u5f0f Swagger \u6587\u4ef6\u3001\u4ecb\u9762\u81ea\u6211\u767c\u73fe\u53ca\u8c50\u5bcc\u932f\u8aa4\u8655\u7406\u3002Uvicorn \u5247\u53ef\u4f9d\u5be6\u969b\u60c5\u6cc1\u52d5\u614b\u8abf\u6574\u5b89\u5168\u7b56\u7565\u8207\u6d41\u91cf\u9650\u5236\u3002<\/p><\/blockquote>\n \u5b89\u88dd FastAPI \u8207 Uvicorn\uff1a<\/p>\n pip install fastapi uvicorn\r\n<\/code><\/pre>\n \u5b8c\u6210\u4e0a\u8ff0\u6b65\u9a5f\u5f8c\uff0c\u4f60\u4fbf\u53ef\u4ee5\u958b\u59cb\u5efa\u7f6e\u7368\u7acb AI \u667a\u80fd\u9ad4\uff0c\u4e26\u8b93\u4f60\u7684\u52a9\u624b\u771f\u6b63\u300c\u9023\u7d50\u4e16\u754c\u300d\u3002<\/p>\n \u81ea\u8a17\u7ba1 AI \u667a\u80fd\u9ad4\u7684\u914d\u7f6e<\/strong><\/h2>\n \u7db2\u8def\u8207\u9632\u706b\u7246\u8a2d\u5b9a<\/h3>\n \u5728\u5c07\u81ea\u8a17\u7ba1 AI \u667a\u80fd\u9ad4\u9023\u4e0a\u7db2\u969b\u7db2\u8def\u4e4b\u524d\uff0c\u4f60\u9700\u8981\u5c0d\u7db2\u8def\u8207\u9632\u706b\u7246\u9032\u884c\u7d30\u7dfb\u8a2d\u5b9a\u3002\u5b8c\u5584\u7684\u7db2\u8def\u5b89\u5168\u7b56\u7565\u53ef\u4ee5\u4fdd\u8b77 openclaw \u90e8\u7f72\uff0c\u9632\u6b62\u4f3a\u670d\u5668\u906d\u5230\u653b\u64ca\u3002\u6bcf\u4e00\u500b\u81ea\u8a17\u7ba1 AI \u667a\u80fd\u9ad4\u90fd\u61c9\u5177\u5099\u7368\u7acb\u7684\u52a0\u5bc6\u8eab\u5206\uff0c\u4ee5\u907f\u514d\u5171\u7528\u91d1\u9470\u5e36\u4f86\u7684\u98a8\u96aa\u3002\u4f60\u7121\u9808\u70ba\u81ea\u8a17\u7ba1 AI \u667a\u80fd\u9ad4\u958b\u555f\u5165\u7ad9\u9023\u63a5\u57e0\uff0c\u6240\u6709 openclaw \u5143\u4ef6\u50c5\u9700\u767c\u8d77\u51fa\u7ad9\u9023\u7dda\u5373\u53ef\uff0c\u9019\u6a23\u7684\u8a2d\u8a08\u53ef\u5927\u5e45\u964d\u4f4e\u672a\u7d93\u6388\u6b0a\u5b58\u53d6\u7684\u98a8\u96aa\u3002<\/p>\n \u63d0\u793a\uff1a\u52d9\u5fc5\u5c0d\u81ea\u8a17\u7ba1 AI \u667a\u80fd\u9ad4\u8207\u5176\u4ed6\u670d\u52d9\u4e4b\u9593\u7684\u6240\u6709\u901a\u8a0a\u4f7f\u7528\u7aef\u5230\u7aef\u52a0\u5bc6\uff0c\u4ee5\u9632\u8cc7\u6599\u5728\u50b3\u8f38\u904e\u7a0b\u4e2d\u906d\u7aca\u807d\u6216\u7ac4\u6539\u3002<\/p><\/blockquote>\n \u4e0b\u8868\u5217\u51fa\u81ea\u8a17\u7ba1 AI \u667a\u80fd\u9ad4\u5728\u7db2\u8def\u8207\u9632\u706b\u7246\u65b9\u9762\u7684\u95dc\u9375\u8a2d\u5b9a\uff1a<\/p>\n \n\n\n\n<\/colgroup>\n\n\n\n\n\n\n\n\n \u8a2d\u5b9a\u985e\u578b<\/th>\n \u8aaa\u660e<\/th>\n<\/tr>\n \u52a0\u5bc6\u8eab\u5206<\/td>\n \u6bcf\u500b\u5de5\u4f5c\u8ca0\u8f09\u7686\u64c1\u6709\u552f\u4e00\u52a0\u5bc6\u8eab\u5206\uff0c\u907f\u514d\u4f7f\u7528\u5171\u7528\u91d1\u9470\u3002<\/td>\n<\/tr>\n \u5165\u7ad9\u9023\u63a5\u57e0<\/td>\n \u7121\u9700\u958b\u555f\u4efb\u4f55\u5165\u7ad9\u9023\u63a5\u57e0\uff0c\u5f9e\u6839\u672c\u964d\u4f4e\u672a\u7d93\u6388\u6b0a\u5b58\u53d6\u53ef\u80fd\u6027\u3002<\/td>\n<\/tr>\n \u51fa\u7ad9\u9023\u7dda<\/td>\n \u6240\u6709\u5143\u4ef6\u50c5\u767c\u8d77\u51fa\u7ad9\u9023\u7dda\uff0c\u7121\u9700\u5c0d\u5916\u66b4\u9732\u9023\u63a5\u57e0\u3002<\/td>\n<\/tr>\n \u653f\u7b56\u6cbb\u7406<\/td>\n \u6bcf\u689d\u9023\u7dda\u7686\u4f9d\u5b9a\u7fa9\u4e4b\u653f\u7b56\u6388\u6b0a\uff0c\u78ba\u4fdd\u6700\u5c0f\u6b0a\u9650\u5b58\u53d6\u3002<\/td>\n<\/tr>\n \u7aef\u5230\u7aef\u52a0\u5bc6<\/td>\n \u6240\u6709\u901a\u8a0a\u7686\u52a0\u5bc6\u8655\u7406\uff0c\u964d\u4f4e\u906d\u7aca\u807d\u98a8\u96aa\u3002<\/td>\n<\/tr>\n \u96b1\u5f62\u653b\u64ca\u9762<\/td>\n \u7cfb\u7d71\u5c0d\u7db2\u969b\u7db2\u8def\u76e1\u53ef\u80fd\u7dad\u6301\u300c\u96b1\u5f62\u300d\uff0c\u964d\u4f4e\u88ab\u6383\u63cf\u5075\u6e2c\u98a8\u96aa\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u74b0\u5883\u8b8a\u6578\u8207\u76f8\u4f9d\u5957\u4ef6<\/h3>\n \u70ba\u4e86\u8b93\u81ea\u8a17\u7ba1 AI \u667a\u80fd\u9ad4\u7a69\u5b9a\u57f7\u884c\uff0c\u4f60\u5fc5\u9808\u6b63\u78ba\u8a2d\u5b9a\u74b0\u5883\u8b8a\u6578\u8207\u76f8\u4f9d\u5957\u4ef6\u3002\u6bcf\u500b openclaw \u667a\u80fd\u9ad4\u90fd\u9700\u8981\u7d50\u69cb\u5316\u7684\u57f7\u884c\u8108\u7d61\u3002\u4f60\u61c9\u70ba\u81ea\u8a17\u7ba1 AI \u667a\u80fd\u9ad4\u5b9a\u7fa9\u6e05\u6670\u7684\u6b0a\u9650\u6a21\u578b\uff0c\u9650\u5236 openclaw \u667a\u80fd\u9ad4\u53ef\u57f7\u884c\u7684\u64cd\u4f5c\uff0c\u4ee5\u78ba\u4fdd\u6574\u9ad4\u7cfb\u7d71\u5b89\u5168\u3002\u826f\u597d\u7684\u932f\u8aa4\u8655\u7406\u6a5f\u5236\u53ef\u4ee5\u8b93\u81ea\u8a17\u7ba1 AI \u667a\u80fd\u9ad4\u5728\u906d\u9047\u554f\u984c\u6642\u5e73\u9806\u5fa9\u539f\uff0c\u800c\u975e\u76f4\u63a5\u5d29\u6f70\u3002<\/p>\n Openclaw \u7684 harness \u63a1\u7528\u6c99\u7bb1\u5f0f\u6a94\u6848\u7cfb\u7d71\uff0c\u4e26\u70ba\u6bcf\u500b\u81ea\u8a17\u7ba1 AI \u667a\u80fd\u9ad4\u7ba1\u7406\u8a18\u61b6\u9ad4\u8207\u72c0\u614b\u3002\u7d30\u7dfb\u7684\u6b0a\u9650\u63a7\u7ba1\u53ef\u8b93 openclaw \u667a\u80fd\u9ad4\u50c5\u57f7\u884c\u5fc5\u8981\u64cd\u4f5c\u3002\u9019\u7a2e\u56b4\u683c\u7684\u6700\u5c0f\u6b0a\u9650\u7b56\u7565\u5c0d\u5b89\u5168\u6027\u8207\u53ef\u9760\u6027\u81f3\u95dc\u91cd\u8981\u3002\u5b89\u88dd openclaw \u52a9\u624b\u6642\uff0c\u52d9\u5fc5\u6aa2\u67e5\u6240\u6709\u76f8\u4f9d\u5957\u4ef6\u7248\u672c\u662f\u5426\u7b26\u5408\u81ea\u8a17\u7ba1 AI \u667a\u80fd\u9ad4\u9700\u6c42\uff0c\u4ee5\u907f\u514d\u885d\u7a81\u4e26\u7dad\u6301\u74b0\u5883\u7a69\u5b9a\u3002<\/p>\n \u6ce8\u610f\uff1a\u6bcf\u6b21 openclaw \u5347\u7d1a\u6216\u91cd\u65b0\u5b89\u88dd\u5f8c\uff0c\u90fd\u8981\u91cd\u65b0\u6aa2\u8996\u74b0\u5883\u8b8a\u6578\u8207\u76f8\u4f9d\u5957\u4ef6\u3002\u9019\u500b\u7fd2\u6163\u6709\u52a9\u65bc\u907f\u514d\u81ea\u8a17\u7ba1 AI \u667a\u80fd\u9ad4\u5728\u57f7\u884c\u904e\u7a0b\u4e2d\u51fa\u73fe\u610f\u5916\u554f\u984c\u3002<\/p><\/blockquote>\n \u9023\u63a5\u8cc7\u6599\u8207\u6574\u5408<\/strong><\/h2>\n \u5c07 openclaw AI \u667a\u80fd\u9ad4\u9023\u63a5\u81f3\u8cc7\u6599\u4f86\u6e90\u8207\u5404\u5f0f\u5e73\u53f0\uff0c\u53ef\u4ee5\u5145\u5206\u767c\u63ee\u5176\u6f5b\u529b\u3002\u900f\u904e\u9019\u4e9b\u9023\u7d50\uff0c\u4f60\u53ef\u4ee5\u70ba\u667a\u80fd\u9ad4\u63d0\u4f9b\u5373\u6642\u8cc7\u8a0a\u3001\u81ea\u52d5\u5316\u696d\u52d9\u6d41\u7a0b\uff0c\u4e26\u6253\u9020\u66f4\u8070\u660e\u7684\u89e3\u6c7a\u65b9\u6848\u3002\u9019\u4e00\u74b0\u7bc0\u6c7a\u5b9a AI \u667a\u80fd\u9ad4\u5982\u4f55\u8207\u5916\u90e8\u4e16\u754c\u4e92\u52d5\uff0c\u5f9e\u800c\u5b8c\u6210\u8907\u96dc\u4efb\u52d9\u3002<\/p>\n API \u8207\u8cc7\u6599\u5eab\u9023\u7dda<\/h3>\n \u4f60\u9700\u8981\u70ba openclaw AI \u667a\u80fd\u9ad4\u8a2d\u5b9a API \u8207\u8cc7\u6599\u5eab\u9023\u7dda\uff0c\u4ee5\u4fbf\u5132\u5b58\u3001\u64f7\u53d6\u8207\u8655\u7406\u8cc7\u8a0a\u3002\u8a31\u591a\u81ea\u8a17\u7ba1 AI \u90e8\u7f72\u90fd\u6703\u4f7f\u7528\u5e38\u898b API \u6846\u67b6\u8207\u8cc7\u6599\u5eab\u7cfb\u7d71\u3002\u4f60\u53ef\u4ee5\u5b89\u88dd\u9019\u4e9b\u5143\u4ef6\uff0c\u8b93\u667a\u80fd\u9ad4\u66f4\u6709\u6548\u7387\u5730\u9032\u884c\u8cc7\u6599\u8b80\u5beb\u3002<\/p>\n \n Vercel\u3001Netlify \u8207 Cloudflare \u662f openclaw AI \u667a\u80fd\u9ad4\u5c08\u6848\u4e2d\u5e38\u898b\u7684 API \u6846\u67b6\uff1b\u4f60\u4e5f\u53ef\u4ee5\u9078\u64c7\u7368\u7acb Hono \u4f3a\u670d\u5668\u76f4\u63a5\u7ba1\u7406 API\u3002<\/li>\n PostgreSQL\u3001Redis \u8207 LibSQL \u662f openclaw AI \u667a\u80fd\u9ad4\u90e8\u7f72\u4e2d\u6700\u5e38\u7528\u7684\u8cc7\u6599\u5eab\uff0c\u80fd\u652f\u63f4\u7d50\u69cb\u5316\u8cc7\u6599\u5132\u5b58\u3001\u5de5\u4f5c\u968e\u6bb5\u7ba1\u7406\u8207\u9ad8\u901f\u67e5\u8a62\u3002<\/li>\n<\/ul>\n \u5728\u5b89\u88dd openclaw AI \u667a\u80fd\u9ad4\u6642\uff0c\u52d9\u5fc5\u70ba\u9019\u4e9b\u8cc7\u6599\u5eab\u8a2d\u5b9a\u5b89\u5168\u9023\u7dda\uff0c\u4f7f\u7528\u5f37\u5bc6\u78bc\u8207\u52a0\u5bc6\u901a\u9053\u4fdd\u8b77\u8cc7\u6599\u5b89\u5168\u3002\u7531\u65bc AI \u667a\u80fd\u9ad4\u5e7e\u4e4e\u5728\u6bcf\u6b21\u4efb\u52d9\u4e2d\u90fd\u6703\u8207\u8cc7\u6599\u5eab\u4e92\u52d5\uff0c\u5b89\u88dd\u5b8c\u6210\u5f8c\u52d9\u5fc5\u8981\u5168\u9762\u6e2c\u8a66\u5404\u985e\u9023\u7dda\u3002<\/p>\n \u63d0\u793a\uff1a\u5728\u5b89\u88dd\u6216\u5347\u7d1a openclaw AI \u667a\u80fd\u9ad4\u4e4b\u524d\uff0c\u52d9\u5fc5\u5148\u66f4\u65b0\u8cc7\u6599\u5eab\u9a45\u52d5\u8207 API \u51fd\u5f0f\u5eab\uff0c\u6709\u52a9\u65bc\u63d0\u5347\u7cfb\u7d71\u7a69\u5b9a\u6027\u8207\u5b89\u5168\u6027\u3002<\/p><\/blockquote>\n \u5e73\u53f0\u6574\u5408<\/h3>\n \u900f\u904e\u8207\u5e38\u898b\u5e73\u53f0\u6574\u5408\uff0c\u4f60\u53ef\u4ee5\u64f4\u5145 openclaw AI \u667a\u80fd\u9ad4\u7684\u80fd\u529b\u3002\u9019\u4e9b\u6574\u5408\u6709\u52a9\u65bc\u667a\u80fd\u9ad4\u81ea\u52d5\u5316\u4efb\u52d9\u3001\u540c\u6b65\u8cc7\u6599\uff0c\u4e26\u8207\u5176\u4ed6\u670d\u52d9\u5354\u540c\u904b\u4f5c\u3002\u8a31\u591a\u4f7f\u7528\u8005\u6703\u9078\u64c7\u5b89\u88dd\u9019\u4e9b\u5e73\u53f0\uff0c\u4ee5\u5f37\u5316 openclaw AI \u667a\u80fd\u9ad4\u7684\u6574\u9ad4\u8868\u73fe\u3002<\/p>\n \n Nango \u5354\u52a9 openclaw AI \u667a\u80fd\u9ad4\u9023\u63a5\u773e\u591a SaaS \u61c9\u7528\u3002<\/li>\n Composio \u70ba\u667a\u80fd\u9ad4\u63d0\u4f9b\u5de5\u4f5c\u6d41\u7a0b\u81ea\u52d5\u5316\u80fd\u529b\u3002<\/li>\n Paragon \u652f\u63f4 openclaw AI \u667a\u80fd\u9ad4\u5be6\u73fe\u6df1\u5ea6\u5e73\u53f0\u6574\u5408\u3002<\/li>\n Arcade.dev \u8b93\u667a\u80fd\u9ad4\u80fd\u8207\u73fe\u4ee3 Web \u5de5\u5177\u4e92\u52d5\u3002<\/li>\n<\/ul>\n \u4f60\u53ef\u4ee5\u5728 openclaw AI \u667a\u80fd\u9ad4\u90e8\u7f72\u968e\u6bb5\u4fbf\u5c0e\u5165\u9019\u4e9b\u6574\u5408\u3002\u591a\u6578\u5e73\u53f0\u90fd\u6703\u63d0\u4f9b\u8a73\u7d30\u63a5\u5165\u6307\u5f15\uff0c\u5354\u52a9\u4f60\u5feb\u901f\u5b8c\u6210\u8a2d\u5b9a\u3002\u501f\u52a9\u9019\u4e9b\u5de5\u5177\uff0c\u4f60\u7684 AI \u667a\u80fd\u9ad4\u5c07\u80fd\u627f\u64d4\u66f4\u591a\u5de5\u4f5c\u4e26\u4ea4\u4ed8\u66f4\u4f73\u6210\u6548\u3002<\/p>\n \u6ce8\u610f\uff1a\u5728\u66ff openclaw AI \u667a\u80fd\u9ad4\u5b89\u88dd\u65b0\u6574\u5408\u5f8c\uff0c\u4e00\u5b9a\u8981\u91cd\u65b0\u6aa2\u67e5\u6b0a\u9650\u8a2d\u5b9a\uff0c\u4ee5\u907f\u514d\u904e\u5ea6\u6388\u6b0a\u6216\u672a\u9810\u671f\u7684\u5b58\u53d6\u3002<\/p><\/blockquote>\n \u6e2c\u8a66\u8207\u9a57\u8b49<\/strong><\/h2>\n \u57f7\u884c\u521d\u59cb\u6e2c\u8a66<\/h3>\n \u90e8\u7f72\u5b8c\u6210\u5f8c\uff0c\u4f60\u9700\u8981\u5c0d openclaw AI \u667a\u80fd\u9ad4\u9032\u884c\u6e2c\u8a66\u3002\u6e2c\u8a66\u53ef\u4ee5\u9a57\u8b49\u5b89\u88dd\u662f\u5426\u6210\u529f\uff0c\u4ee5\u53ca\u667a\u80fd\u9ad4\u662f\u5426\u80fd\u4f9d\u9810\u671f\u56de\u61c9\u3002\u9996\u5148\uff0c\u9700\u6e96\u5099\u57f7\u884c\u74b0\u5883\uff1a\u532f\u51fa API \u91d1\u9470\uff0c\u8b93 openclaw AI \u667a\u80fd\u9ad4\u53d6\u5f97\u5fc5\u8981\u8cc7\u6e90\u7684\u5b58\u53d6\u6b0a\uff1b\u555f\u7528\u865b\u64ec\u74b0\u5883\uff0c\u4e26\u4ee5\u958b\u767c\u6a21\u5f0f\u57f7\u884c\u61c9\u7528\u7a0b\u5f0f\uff0c\u9019\u4e9b\u6b65\u9a5f\u70ba\u5f8c\u7e8c\u6e2c\u8a66\u5960\u5b9a\u57fa\u790e\u3002<\/p>\n \u63a5\u8457\uff0c\u5411\u667a\u80fd\u9ad4\u7684 API \u50b3\u9001 POST \u8acb\u6c42\uff0c\u5728\u8acb\u6c42\u4e2d\u5305\u542b\u5177\u9ad4\u4efb\u52d9\u8207\u4f7f\u7528\u8005 ID\u3002openclaw AI \u667a\u80fd\u9ad4\u61c9\u56de\u50b3\u6700\u7d42\u7b54\u6848\uff0c\u540c\u6642\u4f60\u4e5f\u80fd\u770b\u5230\u5176\u57f7\u884c\u52d5\u4f5c\u8207\u63a8\u7406\u6b65\u9a5f\u7684\u8a18\u9304\u3002\u9019\u4e9b\u7d30\u7bc0\u80fd\u5354\u52a9\u4f60\u7406\u89e3\u667a\u80fd\u9ad4\u7684\u5de5\u4f5c\u65b9\u5f0f\u3002<\/p>\n \n \u70ba openclaw AI \u667a\u80fd\u9ad4\u532f\u51fa API \u91d1\u9470\u3002<\/li>\n \u555f\u7528\u865b\u64ec\u74b0\u5883\uff0c\u4e26\u4ee5\u958b\u767c\u6a21\u5f0f\u57f7\u884c\u5df2\u5b89\u88dd\u670d\u52d9\u3002<\/li>\n \u5411 openclaw AI \u667a\u80fd\u9ad4\u50b3\u9001\u5305\u542b\u4efb\u52d9\u8207\u4f7f\u7528\u8005 ID \u7684 POST \u8acb\u6c42\u3002<\/li>\n \u6aa2\u8996\u56de\u61c9\u4e2d\u7684\u6700\u7d42\u7b54\u6848\u3001\u52d5\u4f5c\u8a18\u9304\u8207\u63a8\u7406\u6b65\u9a5f\u3002<\/li>\n<\/ul>\n \u63d0\u793a\uff1a\u6bcf\u6b21\u6e2c\u8a66 openclaw AI \u667a\u80fd\u9ad4\u5f8c\uff0c\u90fd\u8981\u6aa2\u67e5\u8a18\u9304\uff1b\u8a18\u9304\u80fd\u5354\u52a9\u4f60\u5224\u65b7\u4efb\u52d9\u662f\u5426\u6b63\u78ba\u5b8c\u6210\u3002<\/p><\/blockquote>\n \u8a18\u9304\u8207\u6548\u80fd\u76e3\u63a7<\/h3>\n \u70ba\u4e86\u8b93 openclaw AI \u667a\u80fd\u9ad4\u9577\u671f\u7dad\u6301\u5065\u5eb7\u904b\u4f5c\uff0c\u4f60\u5fc5\u9808\u6301\u7e8c\u76e3\u63a7\u8a18\u9304\u8207\u6548\u80fd\u3002\u5e02\u9762\u4e0a\u6709\u8a31\u591a\u5de5\u5177\u53ef\u4ee5\u5354\u52a9\u4f60\u8ffd\u8e64\u667a\u80fd\u9ad4\u6d3b\u52d5\u4e26\u53ca\u65e9\u767c\u73fe\u554f\u984c\u3002Arize AI \u5c08\u6ce8\u6a21\u578b\u6548\u80fd\u8207\u6f02\u79fb\u5075\u6e2c\uff1bFiddler AI \u7528\u65bc\u6aa2\u6e2c\u504f\u5dee\u4e26\u89e3\u91cb\u7d50\u679c\uff1bWhyLabs \u63d0\u4f9b\u958b\u6e90\u7684\u8cc7\u6599\u6f02\u79fb\u8207\u6a21\u578b\u5065\u5eb7\u76e3\u63a7\uff1bDatadog AI Observability \u5c07 AI \u5ef6\u9072\u8207\u932f\u8aa4\u8207\u5e95\u5c64\u7cfb\u7d71\u6307\u6a19\u95dc\u806f\uff1bNew Relic AI Monitoring \u5354\u52a9\u8ffd\u8e64 AI \u9a45\u52d5\u61c9\u7528\uff1bLangSmith \u9069\u7528\u65bc\u9664\u932f\u8207\u8a55\u4f30 LLM \u61c9\u7528\uff1bOpenAI Evals \u8207\u81ea\u8a02\u5de5\u5177\u5247\u8f03\u9069\u5408\u96e2\u7dda\u5be6\u9a57\uff1bAzure AI Monitor \u8207 AWS Bedrock Monitoring \u63d0\u4f9b\u5e73\u53f0\u5c64\u7d1a\u6307\u6a19\uff1bSplunk \u5247\u53ef\u5f59\u6574\u8a18\u9304\uff0c\u4e26\u70ba AI \u76e3\u63a7\u63d0\u4f9b\u5b89\u5168\u5206\u6790\u3002<\/p>\n \u8acb\u9078\u64c7\u6700\u7b26\u5408\u4f60 openclaw AI \u667a\u80fd\u9ad4\u9700\u6c42\u7684\u76e3\u63a7\u5de5\u5177\uff0c\u4e26\u5c07\u5176\u90e8\u7f72\u65bc\u7cfb\u7d71\u4e2d\uff0c\u7528\u4ee5\u8ffd\u8e64\u8a18\u9304\u3001\u6548\u80fd\u8207\u5b89\u5168\u72c0\u614b\u3002\u6301\u7e8c\u76e3\u63a7\u53ef\u5354\u52a9\u4f60\u53ca\u65e9\u767c\u73fe\u554f\u984c\uff0c\u78ba\u4fdd\u667a\u80fd\u9ad4\u5e73\u7a69\u904b\u4f5c\u3002<\/p>\n \u6ce8\u610f\uff1a\u5c0d openclaw AI \u667a\u80fd\u9ad4\u9032\u884c\u7cfb\u7d71\u5316\u76e3\u63a7\uff0c\u53ef\u986f\u8457\u63d0\u5347\u6574\u9ad4\u7a69\u5b9a\u6027\u8207\u5b89\u5168\u6027\u3002<\/p><\/blockquote>\n \u81ea\u8a17\u7ba1 AI \u667a\u80fd\u9ad4\u7684\u5b89\u5168\u8207\u5408\u898f<\/strong><\/h2>\n \u8cc7\u6599\u5b89\u5168\u6700\u4f73\u5be6\u52d9<\/h3>\n \u4f60\u5fc5\u9808\u4fdd\u8b77\u81ea\u8a17\u7ba1 AI \u667a\u80fd\u9ad4\u53ca\u5176\u8655\u7406\u7684\u8cc7\u6599\u3002\u5f9e\u4e00\u958b\u59cb\uff0c\u5c31\u8981\u70ba openclaw \u667a\u80fd\u9ad4\u5efa\u7acb\u53ef\u8ffd\u8e64\u4e14\u9632\u7ac4\u6539\u7684\u6c7a\u7b56\u8a18\u9304\uff0c\u7528\u4ee5\u7d00\u9304\u6bcf\u4e00\u6b21\u64cd\u4f5c\u3002\u5728\u524d 30 \u5929\u5167\u76e4\u9ede\u6240\u6709\u81ea\u8a17\u7ba1 AI \u667a\u80fd\u9ad4\u53ca\u5176\u5b58\u53d6\u7684 API \u8207\u8cc7\u6599\u3002\u5c0d\u6bcf\u4e00\u500b openclaw \u667a\u80fd\u9ad4\u8eab\u5206\u5f37\u5236\u5be6\u65bd\u6700\u5c0f\u6b0a\u9650\u539f\u5247\uff0c\u4e26\u5c07\u975c\u614b\u6191\u8b49\u66ff\u63db\u70ba\u77ed\u6548\u4ee3\u5e63\u3002\u70ba\u6240\u6709\u667a\u80fd\u9ad4\u64cd\u4f5c\u8207\u96f2\u7aef API \u547c\u53eb\u555f\u7528\u7d30\u7dfb\u8a18\u9304\u8207\u9059\u6e2c\u3002\u900f\u904e\u7d71\u4e00\u653f\u7b56\u6846\u67b6\uff0c\u5728 CI\/CD \u6d41\u7a0b\u8207 Kubernetes \u53e2\u96c6\u4e2d\u57f7\u884c\u6e96\u5165\u63a7\u5236\u3002\u91dd\u5c0d\u9ad8\u98a8\u96aa\u64cd\u4f5c\u52a0\u5165\u4eba\u5de5\u5be9\u6838\u6a5f\u5236\u3002\u8a66\u884c\u90e8\u7f72 AISPM \u80fd\u529b\uff0c\u5c07\u667a\u80fd\u9ad4\u8eab\u5206\u8207\u8cc7\u6599\u654f\u611f\u5ea6\u95dc\u806f\uff0c\u4ee5\u5229\u512a\u5148\u8655\u7406\u98a8\u96aa\u3002Admission Controller \u53ef\u5728 Kubernetes \u90e8\u7f72\u6642\u5f37\u5236\u57f7\u884c\u5b89\u5168\u653f\u7b56\u3002\u900f\u904e\u767c\u653e\u77ed\u671f\u6191\u8b49\u8207\u5373\u6642\u5b58\u53d6\uff0c\u70ba openclaw \u667a\u80fd\u9ad4\u63d0\u4f9b\u6309\u9700\u6b0a\u9650\u3002\u81ea\u52d5\u5316\u653f\u7b56\u9a57\u8b49\u53ef\u6aa2\u67e5 openclaw \u667a\u80fd\u9ad4\u8b8a\u66f4\u7684\u8cc7\u6e90\u662f\u5426\u7b26\u5408\u5b89\u5168\u57fa\u6e96\u3002<\/p>\n \n \u70ba\u6bcf\u500b\u81ea\u8a17\u7ba1 AI \u667a\u80fd\u9ad4\u4fdd\u7559\u53ef\u9632\u7ac4\u6539\u7684\u8a18\u9304\u3002<\/li>\n \u5728\u524d 30 \u5929\u76e4\u9ede\u6240\u6709 openclaw \u667a\u80fd\u9ad4\u53ca\u5176\u5b58\u53d6\u7684 API\u3002<\/li>\n \u70ba\u6bcf\u500b\u667a\u80fd\u9ad4\u4f7f\u7528\u6700\u5c0f\u6b0a\u9650\u8207\u77ed\u6548\u6191\u8b49\u3002<\/li>\n \u70ba\u6240\u6709\u64cd\u4f5c\u555f\u7528\u8a18\u9304\u8207\u9059\u6e2c\u3002<\/li>\n \u5c07\u653f\u7b56\u9a57\u8b49\u8207\u9ad8\u98a8\u96aa\u64cd\u4f5c\u7684\u4eba\u5de5\u5be9\u6838\u6d41\u7a0b\u81ea\u52d5\u5316\u3002<\/li>\n<\/ul>\n \u63d0\u793a\uff1a\u5f37\u800c\u6709\u529b\u7684\u8cc7\u6599\u5b89\u5168\u63aa\u65bd\u4e0d\u50c5\u80fd\u4fdd\u8b77\u81ea\u8a17\u7ba1 AI \u667a\u80fd\u9ad4\uff0c\u4e5f\u80fd\u63d0\u5347\u6574\u9ad4\u96b1\u79c1\u4fdd\u969c\u6c34\u6e96\u3002<\/p><\/blockquote>\n \u4f7f\u7528\u8005\u8a8d\u8b49\u8207\u5b58\u53d6\u63a7\u5236<\/h3>\n \u4f60\u9700\u8981\u70ba\u81ea\u8a17\u7ba1 AI \u667a\u80fd\u9ad4\u90e8\u7f72\u7a69\u5065\u7684\u8eab\u5206\u8a8d\u8b49\u8207\u5b58\u53d6\u63a7\u5236\u6a5f\u5236\u3002\u8a31\u591a openclaw \u90e8\u7f72\u6703\u63a1\u7528\u73fe\u4ee3\u8eab\u5206\u8a8d\u8b49\u65b9\u6848\u4f86\u4fdd\u8b77\u4f7f\u7528\u8005\u8207\u8cc7\u6599\u3002\u4e0b\u5217\u8868\u683c\u5217\u51fa\u5e38\u898b\u4f5c\u6cd5\uff1a<\/p>\n \n\n\n\n<\/colgroup>\n\n\n\n\n\n\n\n\n\n\n \u65b9\u6cd5<\/th>\n \u8aaa\u660e<\/th>\n<\/tr>\n OAuth 2.1<\/td>\n \u5141\u8a31\u81ea\u8a17\u7ba1 AI \u667a\u80fd\u9ad4\u5728\u4f7f\u7528\u8005\u6388\u6b0a\u4e0b\u5b58\u53d6\u8cc7\u6e90\u3002<\/td>\n<\/tr>\n OpenID Connect (OIDC)<\/td>\n \u70ba\u81ea\u8a17\u7ba1 AI \u667a\u80fd\u9ad4\u5e73\u53f0\u63d0\u4f9b\u806f\u5408\u767b\u5165\u80fd\u529b\u3002<\/td>\n<\/tr>\n SAML<\/td>\n \u7528\u65bc\u4f01\u696d\u7d1a\u81ea\u8a17\u7ba1 AI \u667a\u80fd\u9ad4\u74b0\u5883\u4e2d\u7684\u55ae\u4e00\u767b\u5165\u3002<\/td>\n<\/tr>\n Kerberos<\/td>\n \u4fdd\u8b77\u4f01\u696d\u7db2\u8def\u4e2d\u81ea\u8a17\u7ba1 AI \u667a\u80fd\u9ad4\u7684\u8a8d\u8b49\u5b89\u5168\u3002<\/td>\n<\/tr>\n LDAP<\/td>\n \u70ba openclaw \u667a\u80fd\u9ad4\u63d0\u4f9b\u4f7f\u7528\u8005\u5c6c\u6027\u8207\u7fa4\u7d44\u8cc7\u8a0a\u3002<\/td>\n<\/tr>\n \u53bb\u4e2d\u5fc3\u5316\u8eab\u5206 (DIDs)<\/td>\n \u8b93\u81ea\u8a17\u7ba1 AI \u667a\u80fd\u9ad4\u80fd\u7dad\u6301\u81ea\u6211\u4e3b\u6b0a\u8eab\u5206\u3002<\/td>\n<\/tr>\n \u53ef\u9a57\u8b49\u6191\u8b49 (VCs)<\/td>\n \u652f\u63f4\u5c0d openclaw \u667a\u80fd\u9ad4\u8eab\u5206\u9032\u884c\u5bc6\u78bc\u5b78\u7b49\u7d1a\u9a57\u8b49\u3002<\/td>\n<\/tr>\n \u57fa\u65bc\u653f\u7b56\u7684\u5b58\u53d6\u63a7\u5236 (PBAC)<\/td>\n \u900f\u904e\u5373\u6642\u653f\u7b56\u8a55\u4f30\uff0c\u70ba\u81ea\u8a17\u7ba1 AI \u667a\u80fd\u9ad4\u63d0\u4f9b\u52d5\u614b\u5b58\u53d6\u63a7\u5236\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u6ce8\u610f\uff1a\u6bcf\u7576\u4f60\u70ba openclaw \u5c0e\u5165\u65b0\u6574\u5408\u6642\uff0c\u90fd\u8981\u91cd\u65b0\u6aa2\u8996\u5b58\u53d6\u63a7\u5236\u8a2d\u5b9a\u3002<\/p><\/blockquote>\n \u7f8e\u570b\u8cc7\u6599\u96b1\u79c1\u5408\u898f\u91cd\u9ede<\/h3>\n \u7576\u4f60\u5728\u4f3a\u670d\u5668\u4e0a\u90e8\u7f72\u81ea\u8a17\u7ba1 AI \u667a\u80fd\u9ad4\u6642\uff0c\u5fc5\u9808\u9075\u5b88\u7f8e\u570b\u76f8\u95dc\u8cc7\u6599\u96b1\u79c1\u6cd5\u898f\u3002openclaw \u90e8\u7f72\u8981\u6c42\u4f60\u78ba\u4fdd\u654f\u611f\u8cc7\u8a0a\u59cb\u7d42\u5728\u4f60\u7684\u638c\u63a7\u4e4b\u4e2d\u4e26\u53d7\u5230\u59a5\u5584\u4fdd\u8b77\u3002\u8acb\u78ba\u8a8d\u81ea\u8a17\u7ba1 AI \u667a\u80fd\u9ad4\u9075\u5faa HIPAA\u3001CCPA \u7b49\u76f8\u95dc\u6cd5\u898f\u3002\u5118\u91cf\u6e1b\u5c11\u8cc7\u6599\u8490\u96c6\u8207\u5132\u5b58\uff0c\u53ea\u4fdd\u7559 openclaw \u667a\u80fd\u9ad4\u5be6\u969b\u6240\u9700\u8cc7\u8a0a\u3002\u5c0d\u6240\u6709\u50b3\u8f38\u8207\u5132\u5b58\u8cc7\u6599\u4f7f\u7528\u52a0\u5bc6\u6280\u8853\u3002\u70ba\u4f7f\u7528\u8005\u63d0\u4f9b\u6e05\u695a\u7684\u96b1\u79c1\u9078\u9805\uff0c\u8b93\u4ed6\u5011\u4e86\u89e3\u81ea\u8a17\u7ba1 AI \u667a\u80fd\u9ad4\u5982\u4f55\u4f7f\u7528\u5176\u8cc7\u6599\u3002\u5b9a\u671f\u6aa2\u8996\u96b1\u79c1\u653f\u7b56\u4e26\u66f4\u65b0 openclaw \u74b0\u5883\uff0c\u4ee5\u7dad\u6301\u6301\u7e8c\u5408\u898f\u3002<\/p>\n \u63d0\u793a\uff1a\u9075\u5faa\u7f8e\u570b\u8cc7\u6599\u96b1\u79c1\u6cd5\u898f\uff0c\u4e0d\u50c5\u80fd\u4fdd\u8b77\u4f7f\u7528\u8005\uff0c\u4e5f\u6709\u52a9\u65bc\u4f60\u5728\u81ea\u8a17\u7ba1 AI \u667a\u80fd\u9ad4\u4e0a\u5efa\u7acb\u9577\u671f\u4fe1\u4efb\u3002<\/p><\/blockquote>\n \u6700\u4f73\u5316\u8207\u7dad\u904b<\/strong><\/h2>\n \u6548\u80fd\u8abf\u6821<\/h3>\n \u4f60\u5e0c\u671b\u81ea\u8a17\u7ba1 AI \u667a\u80fd\u9ad4\u904b\u4f5c\u5feb\u901f\u4e14\u9ad8\u6548\u3002\u6548\u80fd\u6700\u4f73\u5316\u53ef\u4ee5\u5f9e\u91d0\u6e05\u61c9\u7528\u9700\u6c42\u8457\u624b\uff1a\u5148\u5efa\u7acb\u7c21\u55ae\u539f\u578b\uff0c\u8a2d\u8a08\u57fa\u790e\u63d0\u793a\u8207\u67b6\u69cb\uff1b\u63a5\u8457\u6536\u96c6\u8a55\u4f30\u8cc7\u6599\uff0c\u5305\u62ec\u6e2c\u8a66\u6848\u4f8b\u8207\u4f7f\u7528\u8005\u56de\u994b\u3002\u7136\u5f8c\uff0c\u4f7f\u7528 GEPA\u3001\u5143\u63d0\u793a\uff08meta-prompting\uff09\u3001HAPO \u7b49\u6f14\u7b97\u6cd5\u5efa\u69cb\u4e26\u57f7\u884c\u6700\u4f73\u5316\u8ff4\u5708\u3002\u4f60\u53ef\u4ee5\u900f\u904e\u5f35\u91cf\u5e73\u884c\u5206\u914d\u5de5\u4f5c\u8ca0\u8f09\uff1b\u4f7f\u7528 speculative decoding \u8207\u89e3\u8026\u9810\u586b\uff08disaggregated prefilling\uff09\u7ba1\u7406\u5ef6\u9072\u8207\u6548\u80fd\u3002\u4e0a\u7dda\u524d\u9700\u4ee5\u7559\u51fa\u6e2c\u8a66\u96c6\u9a57\u8b49\u7d50\u679c\uff0c\u4e0a\u7dda\u5f8c\u5247\u4f9d\u771f\u5be6\u4f7f\u7528\u8005\u8cc7\u6599\u6301\u7e8c\u512a\u5316\u3002\u9019\u500b\u6d41\u7a0b\u80fd\u8b93\u4f60\u7262\u7262\u638c\u63a7 openclaw \u90e8\u7f72\uff0c\u78ba\u4fdd\u81ea\u8a17\u7ba1 AI \u667a\u80fd\u9ad4\u9577\u671f\u7dad\u6301\u826f\u597d\u56de\u61c9\u3002<\/p>\n \u76e3\u63a7\u8207\u544a\u8b66<\/h3>\n \u70ba\u4e86\u7dad\u6301\u81ea\u8a17\u7ba1 AI \u667a\u80fd\u9ad4\u7684\u53ef\u9760\u6027\uff0c\u4f60\u9700\u8981\u6301\u7e8c\u76e3\u63a7\u5176\u72c0\u614b\u3002\u5373\u6642\u95dc\u6ce8\u7cfb\u7d71\u5065\u5eb7\u3001\u6548\u80fd\u8207\u884c\u70ba\u6307\u6a19\u3002\u900f\u904e\u91d1\u7d72\u96c0\u767c\u4f48\uff08canary deployment\uff09\u6e2c\u8a66\u65b0\u6a21\u578b\u7248\u672c\uff0c\u53ea\u5c07\u5c11\u90e8\u5206\u6d41\u91cf\u5c0e\u5165\u65b0\u7248\u672c\uff0c\u78ba\u8a8d\u7a69\u5b9a\u5f8c\u518d\u5168\u9762\u5207\u63db\u3002\u5c07\u544a\u8b66\u6574\u5408\u81f3\u73fe\u6709\u4e8b\u4ef6\u56de\u61c9\u6d41\u7a0b\uff0c\u4f8b\u5982\u900f\u904e Slack\u3001Microsoft Teams \u6216 PagerDuty \u63a8\u9001\u901a\u77e5\u3002\u8996\u89ba\u5316\u5100\u8868\u677f\u6709\u52a9\u65bc\u4f60\u5feb\u901f\u8b58\u5225\u8da8\u52e2\u8207\u7570\u5e38\u3002\u5c0d openclaw \u81ea\u8a17\u7ba1 AI \u667a\u80fd\u9ad4\u9032\u884c\u6301\u7e8c\u76e3\u63a7\uff0c\u53ef\u8b93\u4f60\u53ca\u65e9\u767c\u73fe\u554f\u984c\uff0c\u78ba\u4fdd\u7cfb\u7d71\u53ef\u7528\u6027\u3002<\/p>\n \u63d0\u793a\uff1a\u5c0d\u81ea\u8a17\u7ba1 AI \u667a\u80fd\u9ad4\u9032\u884c\u7cfb\u7d71\u5316\u76e3\u63a7\uff0c\u662f\u7dad\u6301 openclaw \u90e8\u7f72\u9577\u671f\u7a69\u5b9a\u8207\u5b89\u5168\u7684\u95dc\u9375\u3002<\/p><\/blockquote>\n \u66f4\u65b0\u8207\u5099\u4efd<\/h3>\n \u4f60\u5fc5\u9808\u5b9a\u671f\u70ba\u81ea\u8a17\u7ba1 AI \u667a\u80fd\u9ad4\u9032\u884c\u66f4\u65b0\u8207\u5099\u4efd\u3002Mattermost Agents \u7ba1\u7406\u6307\u5357\u7279\u5225\u5f37\u8abf\u5099\u4efd\u8207\u707d\u96e3\u5fa9\u539f\u7684\u6700\u4f73\u5be6\u52d9\u3002\u5b9a\u671f\u5099\u4efd\u53ef\u4ee5\u9632\u6b62\u8cc7\u6599\u907a\u5931\uff0c\u4e26\u5728\u4f3a\u670d\u5668\u6545\u969c\u6642\u5feb\u901f\u5fa9\u539f\u3002\u66ff openclaw \u81ea\u8a17\u7ba1 AI \u667a\u80fd\u9ad4\u898f\u5283\u66f4\u65b0\u6392\u7a0b\uff0c\u4ee5\u7dad\u6301\u74b0\u5883\u5b89\u5168\u4e26\u8207\u76f8\u4f9d\u751f\u614b\u7cfb\u7d71\u4fdd\u6301\u76f8\u5bb9\u3002\u6bcf\u6b21\u5b89\u88dd\u65b0\u7248\u672c\u524d\uff0c\u90fd\u61c9\u5148\u5728\u9694\u96e2\u74b0\u5883\u4e2d\u6e2c\u8a66\uff0c\u4e26\u65bc\u91cd\u5927\u5347\u7d1a\u524d\u5b8c\u6210\u5b8c\u6574\u5099\u4efd\u3002\u6b64\u6d41\u7a0b\u80fd\u6700\u5927\u9650\u5ea6\u4fdd\u8b77\u81ea\u8a17\u7ba1 AI \u667a\u80fd\u9ad4\u53ca\u4f3a\u670d\u5668\u4e2d\u7684\u95dc\u9375\u8cc7\u6599\u3002<\/p>\n \u63d0\u793a\uff1a\u5099\u4efd\u8207\u66f4\u65b0\u662f\u6bcf\u500b\u81ea\u8a17\u7ba1 AI \u667a\u80fd\u9ad4\u90e8\u7f72\u4e0d\u53ef\u6216\u7f3a\u7684\u4e00\u74b0\uff0c\u662f\u7dad\u6301 openclaw \u74b0\u5883\u53ef\u9760\u6027\u8207\u5b89\u5168\u6027\u7684\u57fa\u77f3\u3002<\/p><\/blockquote>\n \u6392\u9664\u81ea\u8a17\u7ba1 AI \u667a\u80fd\u9ad4\u554f\u984c<\/strong><\/h2>\n \u5728\u57f7\u884c\u81ea\u8a17\u7ba1 AI \u74b0\u5883\u6642\uff0c\u4f60\u53ef\u80fd\u6703\u9047\u5230\u4e00\u4e9b\u5e38\u898b\u554f\u984c\u3002\u53ea\u8981\u65b9\u6cd5\u5f97\u5b9c\u4e26\u642d\u914d\u9069\u7576\u5de5\u5177\uff0c\u591a\u6578\u554f\u984c\u90fd\u80fd\u8fc5\u901f\u5b9a\u4f4d\u8207\u89e3\u6c7a\u3002\u672c\u7bc0\u5c07\u5354\u52a9\u4f60\u8655\u7406 openclaw \u74b0\u5883\u4e2d\u5e38\u898b\u7684\u9023\u7dda\u3001\u76f8\u4f9d\u8207\u8cc7\u6e90\u554f\u984c\u3002<\/p>\n \u9023\u7dda\u554f\u984c<\/h3>\n \u6709\u6642\u4f60\u6703\u767c\u73fe openclaw \u667a\u80fd\u9ad4\u7121\u6cd5\u9023\u7dda\u81f3 API \u6216\u8cc7\u6599\u5eab\u3002\u9996\u5148\u8981\u6aa2\u67e5\u9632\u706b\u7246\u8207\u7db2\u8def\u8a2d\u5b9a\uff0c\u78ba\u8a8d\u81ea\u8a17\u7ba1 AI \u667a\u80fd\u9ad4\u50c5\u4f7f\u7528\u51fa\u7ad9\u9023\u7dda\uff1b\u82e5\u8aa4\u5c01\u9396\u51fa\u7ad9\u6d41\u91cf\uff0c\u667a\u80fd\u9ad4\u5c31\u7121\u6cd5\u5b58\u53d6\u96f2\u7aef API \u6216\u5176\u4ed6\u670d\u52d9\u3002\u63a5\u8457\u6aa2\u67e5\u52a0\u5bc6\u8eab\u5206\u8a2d\u5b9a\uff0c\u6bcf\u500b openclaw \u667a\u80fd\u9ad4\u90fd\u61c9\u5177\u5099\u7368\u7acb\u8eab\u5206\uff0c\u82e5\u5171\u7528\u91d1\u9470\uff0c\u53ef\u80fd\u5f15\u767c\u9023\u7dda\u932f\u8aa4\u3002\u4f60\u53ef\u4ee5\u4f7f\u7528 ping<\/code> \u6216 curl<\/code> \u7b49\u7c21\u55ae\u5de5\u5177\u6e2c\u8a66\u7db2\u8def\uff0c\u4ee5\u78ba\u8a8d\u6545\u969c\u9ede\u3002\u82e5\u4f60\u4f7f\u7528\u7684\u662f\u7368\u7acb AI \u667a\u80fd\u9ad4\u90e8\u7f72\uff0c\u4e5f\u8981\u78ba\u8a8d\u4f3a\u670d\u5668\u6240\u5728\u5730\u662f\u5426\u7b26\u5408\u5408\u898f\u9700\u6c42\u3002<\/p>\n \u63d0\u793a\uff1a\u4fdd\u7559\u5b8c\u6574\u7684 openclaw \u5b89\u88dd\u8a18\u9304\uff0c\u8a18\u9304\u4e2d\u5f80\u5f80\u6703\u6307\u51fa\u9023\u7dda\u5728\u54ea\u500b\u74b0\u7bc0\u4e2d\u65b7\u3002<\/p><\/blockquote>\n \u76f8\u4f9d\u5957\u4ef6\u885d\u7a81<\/h3>\n \u76f8\u4f9d\u5957\u4ef6\u885d\u7a81\u53ef\u80fd\u5c0e\u81f4\u81ea\u8a17\u7ba1 AI \u667a\u80fd\u9ad4\u7121\u6cd5\u6b63\u5e38\u904b\u4f5c\u3002\u7576\u4f60\u5b89\u88dd\u6216\u5347\u7d1a openclaw \u6216\u5176\u4ed6 AI \u6846\u67b6\u6642\uff0c\u82e5\u4e0d\u540c\u5c08\u6848\u9700\u8981\u4e0d\u540c\u7248\u672c\u7684\u540c\u4e00\u5957\u4ef6\uff0c\u5c31\u5bb9\u6613\u51fa\u73fe\u932f\u8aa4\u3002\u4f8b\u5982\uff0cLangChain \u6216 LlamaIndex \u5347\u7d1a\u5f8c\u53ef\u80fd\u8abf\u6574\u6a21\u7d44\u8def\u5f91\uff0c\u5c0e\u81f4\u532f\u5165\u5931\u6557\uff1bPython \u7248\u672c\u5347\u7d1a\u4e5f\u53ef\u80fd\u8207 Pydantic \u6216\u578b\u5225\u7cfb\u7d71\u4e0d\u76f8\u5bb9\uff0c\u7834\u58de\u9a57\u8b49\u908f\u8f2f\u3002\u4f60\u53ef\u4ee5\u900f\u904e\u9396\u5b9a\u5957\u4ef6\u7248\u672c\u4e26\u7d71\u4e00\u578b\u5225\u7cfb\u7d71\u4f86\u89e3\u6c7a\u9019\u4e9b\u554f\u984c\u3002\u4e0b\u8868\u5217\u51fa\u5e38\u898b\u76f8\u4f9d\u885d\u7a81\u8207\u5c0d\u61c9\u89e3\u6cd5\uff1a<\/p>\n \n\n\n\n\n<\/colgroup>\n\n\n\n\n \u76f8\u4f9d\u885d\u7a81<\/th>\n \u554f\u984c\u63cf\u8ff0<\/th>\n \u89e3\u6c7a\u65b9\u6848<\/th>\n<\/tr>\n LangChain\/LlamaIndex \u7248\u672c\u6f02\u79fb<\/td>\n API \u8207\u6a21\u7d44\u8def\u5f91\u8b8a\u66f4\uff0c\u5c0e\u81f4\u532f\u5165\u932f\u8aa4<\/td>\n \u9396\u5b9a\u7248\u672c\u4e26\u7d71\u4e00\u89e3\u6c7a\u76f8\u4f9d\u5957\u4ef6<\/td>\n<\/tr>\n Python \u8207 Pydantic\/typing \u4e0d\u76f8\u5bb9<\/td>\n \u5347\u7d1a\u5f8c\u7834\u58de\u9a57\u8b49\u5668\u8207\u6a21\u578b\u5b9a\u7fa9<\/td>\n \u5c0d\u9f4a\u578b\u5225\u7cfb\u7d71\u8207\u5e8f\u5217\u5316\u65b9\u5f0f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u4f60\u4e5f\u53ef\u4ee5\u900f\u904e\u5bb9\u5668\u5316\u65b9\u5f0f\uff0c\u5728\u5efa\u7f6e\u968e\u6bb5\u6253\u5305\u6240\u6709\u76f8\u4f9d\u5957\u4ef6\uff0c\u907f\u514d\u8207\u4f3a\u670d\u5668\u4e0a\u5176\u4ed6\u5c08\u6848\u767c\u751f\u7248\u672c\u885d\u7a81\u3002\u76e1\u91cf\u907f\u514d\u5728\u57f7\u884c\u6642\u81e8\u6642\u89e3\u6790\u76f8\u4f9d\u5957\u4ef6\uff0c\u4ee5\u63d0\u5347\u81ea\u8a17\u7ba1 AI \u667a\u80fd\u9ad4\u7684\u7a69\u5b9a\u6027\u3002<\/p>\n \u8cc7\u6e90\u9650\u5236<\/h3>\n \u8cc7\u6e90\u9650\u5236\u53ef\u80fd\u5c0e\u81f4 openclaw \u667a\u80fd\u9ad4\u56de\u61c9\u8b8a\u6162\uff0c\u751a\u81f3\u76f4\u63a5\u7576\u6a5f\u3002\u5927\u578b AI \u6a21\u578b\u6703\u4f54\u7528\u5927\u91cf\u8a18\u61b6\u9ad4\u8207\u904b\u7b97\u8cc7\u6e90\uff1b\u800c\u904e\u5c0f\u6216\u9ad8\u5ea6\u91cf\u5316\u7684\u6a21\u578b\u53ef\u80fd\u55aa\u5931\u63a8\u7406\u80fd\u529b\uff0c\u96e3\u4ee5\u5b8c\u6210\u8907\u96dc\u4efb\u52d9\u3002\u5c0d\u908a\u7de3\u88dd\u7f6e\u800c\u8a00\uff0c\u9084\u5fc5\u9808\u8003\u91cf\u80fd\u6e90\u6d88\u8017\u3002\u4e0b\u8868\u5217\u51fa\u5e38\u898b\u8cc7\u6e90\u554f\u984c\u8207\u5c0d\u61c9\u7de9\u89e3\u7b56\u7565\uff1a<\/p>\n \n\n\n\n<\/colgroup>\n\n\n\n\n\n \u8cc7\u6e90\u9650\u5236<\/th>\n \u7de9\u89e3\u7b56\u7565<\/th>\n<\/tr>\n \u6a21\u578b\u904e\u5c0f\u6216\u904e\u5ea6\u91cf\u5316<\/td>\n \u63a1\u7528\u5c08\u9580\u8a13\u7df4\u7b56\u7565\u8207\u52d5\u614b\u904b\u7b97\u8cc7\u6e90\u5206\u914d<\/td>\n<\/tr>\n \u8a18\u61b6\u9ad4\u4e0d\u8db3<\/td>\n \u5f37\u5316\u6458\u8981\u8207\u6b78\u7d0d\u80fd\u529b\uff0c\u64f4\u5145\u4e0a\u4e0b\u6587\u8996\u7a97<\/td>\n<\/tr>\n \u80fd\u8017\u554f\u984c<\/td>\n 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