\u4eca\u5e74\u4e94\u6708\u7684AI\u5708\u683c\u5916\u70ed\u95f9\u3002Qualcomm CEO Cristiano Amon\u521a\u653e\u8bdd\u2014\u2014\u300c2026\u5e74\u662fAI Agent\u8d70\u5411\u4e3b\u6d41\u7684\u4e00\u5e74\uff0c\u667a\u80fd\u624b\u673a\u4f5c\u4e3a\u4f60\u4e3b\u8981\u8bbe\u5907\u7684\u65f6\u4ee3\u6b63\u5728\u7ec8\u7ed3\u300d\u3002\u540c\u4e00\u5929\uff0cMicrosoft\u53d1\u5e03\u4e86Agent\u6cbb\u7406\u65b0\u65b9\u6848\uff0cAnthropic\u63a8\u51fa\u4e86\u91d1\u878d\u670d\u52a1Agent\u65b9\u6848\uff0c\u8fdeSoundHound\u90fd\u5728\u63a8\u8bed\u97f3AI Agent\u5e73\u53f0\u3002<\/p>\n
\u8fd9\u4e0d\u662f\u6982\u5ff5\u9884\u70ed\u4e86\uff0c\u662f\u5168\u9762\u94fa\u8d27\u3002<\/p>\n
\u8fc7\u53bb\u4e24\u4e2a\u6708\u6211\u5bc6\u96c6\u8bd5\u4e86\u5e02\u9762\u4e0a\u4e3b\u6d41\u7684Agent\u6846\u67b6\u548c\u5de5\u5177\uff0c\u8dd1\u4e86\u5341\u51e0\u4e2a\u771f\u5b9e\u573a\u666f\uff0c\u4ece\u5199\u5468\u62a5\u5230\u81ea\u52a8\u8fd0\u7ef4\u3002\u4eca\u5929\u628a\u770b\u5230\u7684\u771f\u5b9e\u60c5\u51b5\u3001\u8e29\u7684\u5751\u548c\u4e00\u4e9b\u5224\u65ad\u5199\u4e0b\u6765\u3002<\/p>\n
## Agent\u4e0d\u518d\u53ea\u662f\u300c\u8c03API\u73a9\u4e00\u4e0b\u300d<\/p>\n
\u53bb\u5e74\u804aAgent\uff0c\u5927\u5bb6\u8fd8\u5728\u6298\u817eDemo\u2014\u2014\u8ba9LLM\u8c03\u4e2a\u641c\u7d22\u3001\u53d1\u4e2a\u90ae\u4ef6\u5c31\u89c9\u5f97\u5f88\u9177\u4e86\u30022026\u5e74\u7684\u53d8\u5316\u662f\uff1a**Agent\u5f00\u59cb\u771f\u6b63\u8fdb\u5165\u751f\u4ea7\u73af\u5883\u4e86**\u3002<\/p>\n
\u51e0\u4e2a\u6807\u5fd7\u6027\u4e8b\u4ef6\uff1a<\/p>\n
– **Microsoft** \u4e0a\u4e2a\u6708\u53d1\u5e03\u7684Agent\u6cbb\u7406\u6846\u67b6\uff0c\u91cd\u70b9\u4e0d\u662f\u300c\u600e\u4e48\u8ba9Agent\u66f4\u806a\u660e\u300d\uff0c\u800c\u662f\u300c\u600e\u4e48\u8ba9Agent\u522b\u4e71\u6765\u300d\u2014\u2014\u6743\u9650\u7ba1\u63a7\u3001\u5ba1\u8ba1\u65e5\u5fd7\u3001\u4eba\u5de5\u5ba1\u6838\u8282\u70b9\uff0c\u8bf4\u660e\u5927\u5382\u5df2\u7ecf\u5728\u60f3\u4f01\u4e1a\u7ea7\u843d\u5730\u7684\u4e8b\u4e86
\n– **Anthropic** \u4e13\u95e8\u7ed9\u91d1\u878d\u884c\u4e1a\u51fa\u4e86Agent\u65b9\u6848\uff0c\u8fd9\u9886\u57df\u5bf9\u5408\u89c4\u8981\u6c42\u6781\u9ad8\uff0c\u6562\u8fdb\u573a\u8bf4\u660e\u6280\u672f\u6210\u719f\u5ea6\u5230\u4e86
\n– **Qualcomm** \u62bc\u6ce8Agent\u8dd1\u5728\u7ec8\u7aef\u8bbe\u5907\u4e0a\uff0c\u800c\u4e0d\u662f\u5168\u4e22\u4e91\u7aef\u2014\u2014\u8fd9\u5bf9\u5ef6\u8fdf\u548c\u9690\u79c1\u90fd\u662f\u8d28\u53d8<\/p>\n
## \u6211\u8bd5\u4e8620\u4e2a\u6846\u67b6\u7684\u5b9e\u9645\u7ed3\u8bba<\/p>\n
\u4e0d\u5217\u6e05\u5355\u4e86\uff0c\u76f4\u63a5\u8bf4\u6700\u8fc7\u786c\u7684\u51e0\u4e2a\uff1a<\/p>\n
### \u751f\u4ea7\u5c31\u7eea\uff1aLangGraph + Claude<\/p>\n
\u76ee\u524d\u6700\u7a33\u7684\u7ec4\u5408\u3002LangGraph\u7684\u6709\u72b6\u6001\u56fe\u7f16\u6392\u914d\u5408Claude\u7684tool calling\uff0c\u5728\u590d\u6742\u4efb\u52a1\u94fe\u4e0a\u7684\u6210\u529f\u7387\u6700\u9ad8\u3002\u6211\u8dd1\u4e86\u4e00\u4e2a\u300c\u722c\u53d6\u7ade\u54c1\u5b98\u7f51 -> \u5bf9\u6bd4\u529f\u80fd\u5dee\u5f02 -> \u751f\u6210\u62a5\u544a -> \u90ae\u4ef6\u53d1\u9001\u300d\u7684\u56db\u6b65\u6d41\u7a0b\uff0cLangGraph\u7684checkpoint\u673a\u5236\u80fd\u4f18\u96c5\u5904\u7406\u4e2d\u95f4\u5931\u8d25\u91cd\u8bd5\u3002<\/p>\n
### \u5feb\u901f\u539f\u578b\uff1aDeepSeek + \u624b\u5199\u5faa\u73af<\/p>\n
\u5982\u679c\u4f60\u53ea\u662f\u60f3\u9a8c\u8bc1\u4e00\u4e2a\u60f3\u6cd5\uff0cDeepSeek\u7684API\u4ef7\u683c\u53ea\u6709OpenAI\u7684\u5341\u5206\u4e4b\u4e00\uff0ctool calling\u683c\u5f0f\u51e0\u4e4e\u4e00\u6837\u3002\u6211\u82b120\u5206\u949f\u5c31\u80fd\u642d\u4e00\u4e2a\u80fd\u641c\u7d22\u3001\u603b\u7ed3\u3001\u5b58\u6587\u4ef6\u7684Agent\u3002\u9002\u5408\u505aPoC\u3002<\/p>\n
### \u591aAgent\u534f\u4f5c\uff1aCrewAI 2.0<\/p>\n
CrewAI\u6700\u8fd1\u7684\u66f4\u65b0\u8ba9\u591aAgent\u534f\u4f5c\u771f\u6b63\u53ef\u7528\u3002\u4e4b\u524d\u7248\u672c\u6700\u5927\u7684\u95ee\u9898\u662fAgent\u4e4b\u95f4\u8e22\u76ae\u7403\u2014\u2014A\u7b49B\u7684\u7ed3\u679c\uff0cB\u7b49A\u7684\u6307\u4ee4\uff0c\u6b7b\u9501\u4e86\u30022.0\u52a0\u4e86\u660e\u786e\u7684\u300c\u4efb\u52a1\u59d4\u6d3e\u300d\u673a\u5236\uff0cA\u53ef\u4ee5\u6307\u5b9a\u300c\u4f60\u53bb\u505aX\uff0c\u7ed3\u679c\u653e\u5728Y\u300d\uff0c\u800c\u4e0d\u662f\u6cdb\u6cdb\u5730\u8bf4\u300c\u5e2e\u4e2a\u5fd9\u300d\u3002<\/p>\n
## \u6700\u5927\u7684\u5751\uff1aAgent\u8bb0\u4e0d\u4f4f\u4e8b<\/p>\n
The New Stack\u4e0a\u5468\u6709\u7bc7\u6587\u7ae0\u6807\u9898\u5f88\u76f4\u767d\u2014\u2014\u300aWhy Your AI Agent Doesn’t Actually Remember Anything\u300b\u3002\u8fd9\u4e0d\u662f\u6807\u9898\u515a\u3002<\/p>\n
\u5927\u90e8\u5206Agent\u6846\u67b6\u7684\u300c\u8bb0\u5fc6\u300d\u5176\u5b9e\u5c31\u662f\u628a\u6574\u4e2a\u5bf9\u8bdd\u5386\u53f2\u585e\u8fdb\u4e0a\u4e0b\u6587\u7a97\u53e3\u3002\u7a97\u53e3\u4e00\u6ee1\uff0c\u6700\u65e9\u7684\u5185\u5bb9\u5c31\u88ab\u6324\u6389\u4e86\u3002\u5982\u679c\u4f60\u7684Agent\u4efb\u52a1\u8d85\u8fc720\u6b65\u4ea4\u4e92\uff0c\u57fa\u672c\u5c31\u5931\u5fc6\u4e86\u3002<\/p>\n
\u6211\u7684\u505a\u6cd5\u662f\u4e09\u5c42\u8bb0\u5fc6\uff1a<\/p>\n
“`
\n\u77ed\u671f\u8bb0\u5fc6\uff08\u5f53\u524d\u4f1a\u8bdd\uff09 -> \u4e0a\u4e0b\u6587\u7a97\u53e3
\n\u4e2d\u671f\u8bb0\u5fc6\uff08\u6700\u8fd1N\u8f6e\u6458\u8981\uff09 -> \u6bcf\u6b21\u7f29\u7565\u524d\u4e00\u8f6e\u7ed3\u679c
\n\u957f\u671f\u8bb0\u5fc6\uff08\u5173\u952e\u4fe1\u606f\u6301\u4e45\u5316\uff09 -> \u5199\u5165\u5411\u91cf\u6570\u636e\u5e93
\n“`<\/p>\n
\u8fd9\u4e2a\u7ed3\u6784\u53c2\u8003\u4e86MemGPT\uff08\u73b0\u5728\u53ebLetta\uff09\u7684\u601d\u8def\uff0c\u6548\u679c\u5f88\u660e\u663e\u2014\u2014\u4e00\u4e2a50\u6b65\u7684\u81ea\u52a8\u5316\u6d4b\u8bd5\u6d41\u7a0b\uff0c\u7528\u5355\u5c42\u7a97\u53e3\u5728\u7b2c28\u6b65\u5f00\u59cb\u51fa\u9519\uff0c\u6362\u6210\u4e09\u5c42\u8bb0\u5fc6\u540e\u5168\u7a0b\u8dd1\u901a\u3002<\/p>\n
## \u7ec8\u7aefAgent\u624d\u662f\u771f\u6b63\u7684\u6218\u573a<\/p>\n
Qualcomm\u90a3\u756a\u8bdd\u7684\u6838\u5fc3\u6d1e\u5bdf\u6211\u540c\u610f\u2014\u2014Agent\u7684\u672a\u6765\u4e0d\u5728\u4e91\u7aef\uff0c\u5728\u7ec8\u7aef\u3002<\/p>\n
\u8bd5\u60f3\u4e00\u4e0b\uff1a\u4f60\u73b0\u5728\u8981\u8ba9Agent\u5e2e\u4f60\u6574\u7406\u624b\u673a\u91cc\u7684\u7167\u7247\uff0c\u6bcf\u6b21\u90fd\u8981\u628a\u7167\u7247\u4f20\u5230\u4e91\u7aef\u3001\u8ba9LLM\u5206\u6790\u3001\u518d\u4f20\u56de\u6765\u3002\u5ef6\u8fdf\u9ad8\u3001\u9690\u79c1\u5dee\u3001\u8fd8\u8d39\u6d41\u91cf\u3002<\/p>\n
\u5982\u679cAgent\u76f4\u63a5\u5728\u9a81\u9f99\u82af\u7247\u4e0a\u8dd1\u4e00\u4e2a\u5c0f\u53c2\u6570\u91cf\u6a21\u578b\uff0c\u672c\u5730\u5b8c\u6210\u56fe\u50cf\u8bc6\u522b\u548c\u5206\u7c7b\uff0c\u53ea\u6709\u6700\u7ec8\u7ed3\u679c\u540c\u6b65\u5230\u4e91\u7aef\u2014\u2014\u8fd9\u624d\u662f\u5408\u7406\u7684\u67b6\u6784\u3002<\/p>\n
\u82f9\u679c\u5176\u5b9e\u5df2\u7ecf\u5728\u8d70\u8fd9\u6761\u8def\u4e86\u3002Apple Intelligence\u7684On-Device + Private Cloud Compute\u6a21\u5f0f\uff0c\u672c\u8d28\u4e0a\u5c31\u662fAgent\u7684\u7ec8\u7aef\u90e8\u7f72\u67b6\u6784\u3002\u53ea\u662f\u82f9\u679c\u4e0d\u53eb\u5b83Agent\u3002<\/p>\n
## \u73b0\u5728\u7684Agent\u80fd\u505a\u4ec0\u4e48\uff08\u5b9e\u6d4b\uff09<\/p>\n
\u5217\u51e0\u4e2a\u6211\u5b9e\u9645\u8dd1\u901a\u5e76\u4e14\u771f\u5728\u7528\u7684\u573a\u666f\uff1a<\/p>\n
– **GitHub PR\u81ea\u52a8Reviewer**\uff1a\u76d1\u542c\u65b0PR\uff0c\u62c9diff\uff0c\u6309\u9879\u76ee\u89c4\u8303\u505aCode Review\uff0c\u8d34\u8bc4\u8bba\u3002\u51c6\u786e\u7387\u5927\u698285%\uff0c\u660e\u663e\u9519\u8bef\u6ca1\u6709\uff0c\u98ce\u683c\u5efa\u8bae\u5076\u5c14\u8fc7\u4e8e\u6559\u6761
\n– **\u5468\u62a5\u81ea\u52a8\u751f\u6210**\uff1a\u4eceJira\u62c9\u6211\u7684\u4efb\u52a1 -> \u4eceGit log\u62c9\u63d0\u4ea4\u8bb0\u5f55 -> \u4eceSlack\u62c9\u6d88\u606f -> \u5408\u6210\u5468\u62a5\u3002\u6bcf\u5468\u7701\u621140\u5206\u949f
\n– **\u7ade\u54c1\u76d1\u63a7**\uff1a\u6bcf\u5929\u65e98\u70b9\u722c\u6307\u5b9a\u7ade\u54c1\u7684\u66f4\u65b0\uff08\u535a\u5ba2\u3001Release Notes\u3001\u793e\u4ea4\u5a92\u4f53\uff09\uff0c\u5bf9\u6bd4\u53d8\u5316\uff0c\u751f\u6210\u6458\u8981\u63a8\u5230\u6211\u90ae\u7bb1
\n– **\u672c\u5730\u6587\u4ef6\u6574\u7406**\uff1a\u626b\u63cfDownloads\u76ee\u5f55\uff0c\u6839\u636e\u6587\u4ef6\u7c7b\u578b\u548c\u5185\u5bb9\u81ea\u52a8\u5206\u7c7b\u5f52\u6863\uff0c\u6267\u884c\u524d\u4f1a\u95ee\u6211\u8981\u4e0d\u8981\u786e\u8ba4<\/p>\n
\u7b2c\u56db\u6761\u6700\u80fd\u8bf4\u660eAgent\u7684\u73b0\u72b6\u2014\u2014\u5b83\u80fd\u5e72\u4e86\uff0c\u4f46\u4f60\u8fd8\u4e0d\u6562\u5b8c\u5168\u653e\u624b\u3002\u8fd9\u5f88\u6b63\u5e38\u3002<\/p>\n
## Agent\u5b89\u5168\u662f\u4e2a\u65b0\u76f2\u533a<\/p>\n
Security Boulevard\u4e0a\u5468\u7684\u62a5\u9053\u63d0\u5230\u4e86\u4e00\u4e2a\u91cd\u8981\u95ee\u9898\uff1a**Agent\u521b\u5efa\u4e86\u4e00\u4e2a\u5168\u65b0\u7684\u7f51\u7edc\u5b89\u5168\u76f2\u533a**\u3002<\/p>\n
\u4f20\u7edf\u5b89\u5168\u6a21\u578b\u5047\u8bbe\u300c\u4eba\u5728\u56de\u8def\u4e2d\u300d\u2014\u2014\u4f60\u70b9\u94fe\u63a5\u3001\u4f60\u6388\u6743\u64cd\u4f5c\u3002Agent\u6253\u7834\u4e86\u8fd9\u4e00\u70b9\uff1a\u5b83\u81ea\u4e3b\u8c03\u7528API\u3001\u8bbf\u95ee\u6570\u636e\u3001\u6267\u884c\u64cd\u4f5c\u3002\u5982\u679c\u4f60\u7684Agent\u88abprompt injection\u653b\u51fb\uff0c\u653b\u51fb\u8005\u80fd\u901a\u8fc7Agent\u62ff\u5230\u4f60\u7ed1\u5b9a\u7684\u6240\u6709\u670d\u52a1\u7684\u8bbf\u95ee\u6743\u9650\u3002<\/p>\n
\u76ee\u524d\u6700\u597d\u7684\u9632\u62a4\u65b9\u6848\u662f**\u6700\u5c0f\u6743\u9650\u539f\u5219**\uff1a\u7ed9Agent\u7684API Token\u53ea\u6388\u6743\u5b83\u9700\u8981\u7684\u6700\u5c0f\u6743\u9650\uff0c\u5e76\u4e14\u6240\u6709\u5199\u64cd\u4f5c\u548c\u654f\u611f\u8bfb\u64cd\u4f5c\u90fd\u9700\u8981\u4eba\u5de5\u786e\u8ba4\u3002<\/p>\n
Microsoft\u7684Agent\u6cbb\u7406\u6846\u67b6\u91cc\u63d0\u5230\u7684\u65b9\u6848\u2014\u2014\u6309Agent\u573a\u666f\u5212\u5206\u6743\u9650\u57df\u3001\u64cd\u4f5c\u5ba1\u8ba1\u65e5\u5fd7\u3001\u5f02\u5e38\u884c\u4e3a\u68c0\u6d4b\u2014\u2014\u57fa\u672c\u4e0a\u662f\u6284\u4e86\u5fae\u670d\u52a1\u7684\u6cbb\u7406\u601d\u8def\u3002\u8bf4\u660e\u884c\u4e1a\u8fd8\u6ca1\u627e\u5230Agent\u539f\u751f\u7684\u5b89\u5168\u65b9\u6848\u3002<\/p>\n
## \u8981\u4e0d\u8981\u73b0\u5728\u5165\u573a<\/p>\n
\u5982\u679c\u4f60\u5728\u7b49\u4e00\u4e2a\u300c\u5b8c\u7f8e\u7684\u65f6\u673a\u300d\u2014\u2014\u5df2\u7ecf\u8fc7\u4e86\u3002\u5982\u679c\u4f60\u5728\u7b49\u6280\u672f\u7a33\u5b9a\u4e0b\u6765\u518d\u53bb\u5b66\u2014\u2014\u4e5f\u7b49\u4e0d\u4e86\u3002Agent\u7684\u53d1\u5c55\u901f\u5ea6\u548c2022\u5e74\u5e95\u7684LLM\u4e00\u6837\u5feb\uff0c\u534a\u5e74\u5c31\u662f\u4e00\u4e2a\u4e16\u4ee3\u3002<\/p>\n
\u6211\u7684\u5efa\u8bae\uff1a<\/p>\n
1. **\u5148\u624b\u6413\u4e00\u4e2a**\uff1a\u4e0d\u7528\u6846\u67b6\uff0c\u7eaf\u8c03API\u5b9e\u73b0ReAct\u5faa\u73af\uff0c\u628a\u539f\u7406\u8dd1\u901a\u3002\u534a\u5929\u5c31\u591f\u4e86
\n2. **\u4e0a\u6846\u67b6\u8bd5\u751f\u4ea7**\uff1aLangGraph\u6216CrewAI\u9009\u4e00\u4e2a\uff0c\u8dd1\u4e00\u4e2a\u5bf9\u4f60\u771f\u6709\u4ef7\u503c\u7684\u573a\u666f\uff08\u4e0d\u662fDemo\uff09
\n3. **\u5173\u6ce8\u7ec8\u7aefAgent**\uff1a\u5982\u679c\u4f60\u505a\u79fb\u52a8\u7aef\u6216IoT\uff0c\u73b0\u5728\u5c31\u5f97\u5f00\u59cb\u7814\u7a76\u672c\u5730\u5c0f\u6a21\u578b+Agent\u7684\u67b6\u6784<\/p>\n
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