{"id":28540,"date":"2025-12-29T08:54:31","date_gmt":"2025-12-29T00:54:31","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=28540"},"modified":"2025-12-29T08:54:31","modified_gmt":"2025-12-29T00:54:31","slug":"2025-ai%e5%b7%a5%e7%a8%8b%e6%96%b0%e8%b6%8b%e5%8a%bf%ef%bc%9a%e6%99%ba%e8%83%bd%e4%bd%93%e3%80%81mcp%e4%b8%8evibe%e7%bc%96%e7%a8%8b","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/12\/29\/28540\/","title":{"rendered":"2025 AI\u5de5\u7a0b\u65b0\u8d8b\u52bf\uff1a\u667a\u80fd\u4f53\u3001MCP\u4e0eVibe\u7f16\u7a0b"},"content":{"rendered":"<div 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data-element=\"root\">\n<p>2025\u5e74AI\u5de5\u7a0b\u4e94\u5927\u8d8b\u52bf\uff1a\u4ee3\u7406\u6280\u672f\u5927\u7206\u53d1\uff0c\u201c\u4ee3\u7406\u5f0f\u201d\u6210\u5e74\u5ea6\u8bcd\u6c47\uff1b\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8baeMCP\u666e\u53ca\uff1bAI\u7f16\u7801\u5de5\u5177\u5411\u7f16\u7801\u4ee3\u7406\u6f14\u8fdb\uff1b\u201c\u6c1b\u56f4\u7f16\u7a0b\u8005\u201d\u6d8c\u5165\uff1bDevOps\u548c\u57fa\u7840\u8bbe\u65bdAI\u5316\u3002AI\u5f00\u53d1\u867d\u6709\u8fdb\u6b65\uff0c\u4ecd\u5b58\u6311\u6218\u3002<\/p>\n<blockquote><p>\u8bd1\u81ea\uff1aAI Engineering Trends in 2025: Agents, MCP and Vibe Coding<sup>[1]<\/sup><\/p>\n<p>\u4f5c\u8005\uff1aRichard MacManus<\/p><\/blockquote>\n<p>2023\u5e7410\u6708\uff0c\u5f53\u6211\u53c2\u52a0\u9996\u5c4aAI\u5de5\u7a0b\u5e08\u5cf0\u4f1a<sup>[2]<\/sup>\u65f6\uff0cAI\u4ee3\u7406\u8fd8\u662f\u4e2a\u7b11\u8bdd\u3002\u90a3\u65f6\uff0c\u4ee3\u7406\u751a\u81f3\u65e0\u6cd5\u6301\u7eed\u5b8c\u6210\u57fa\u672c\u4efb\u52a1\u3002\u4f46\u4ec5\u4ec5\u4e24\u5e74\u540e\uff0c\u4ee3\u7406\u5f0f\u6280\u672f\u53d6\u5f97\u4e86\u5de8\u5927\u8fdb\u6b65\u2014\u2014\u5c3d\u7ba1\u4f5c\u4e3a\u5b8c\u5168\u81ea\u4e3b\u7684\u8f6f\u4ef6\uff0c\u5b83\u4ecd\u7136\u76f8\u5bf9\u672a\u7ecf\u8bc1\u5b9e\u3002\u65e0\u8bba\u5982\u4f55\uff0c\u4ee3\u7406\u662f2025\u5e74\u6700\u5927\u7684\u53d1\u5c55\u65b0\u95fb\uff0c\u201c\u4ee3\u7406\u5f0f\u201d\u662f\u5e74\u5ea6\u8bcd\u6c47\uff08\u518d\u6b21<sup>[3]<\/sup>\uff09\u3002<\/p>\n<p>\u5c31\u76ee\u524d\u84ec\u52c3\u53d1\u5c55\u7684AI\u6280\u672f\u800c\u8a00\uff0c\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae\uff08MCP\uff09\u57282025\u5e74\u65e0\u5904\u4e0d\u5728\u2014\u2014\u8fd0\u884cMCP\u670d\u52a1\u5668\u5df2\u53d8\u5f97\u51e0\u4e4e\u548c\u8fd0\u884cWeb\u670d\u52a1\u5668\u4e00\u6837\u6d41\u884c\u30022025\u5e74\u5176\u4ed6\u7684AI\u53d1\u5c55\u5305\u62ecAI\u7f16\u7801\u5de5\u5177\u7684\u5174\u8d77\uff08\u662f\u7684\uff0c\u201c\u7f16\u7801\u4ee3\u7406\u201d\u73b0\u5728\u4e5f\u662f\u4e00\u4e2a\u8d8b\u52bf\uff09\uff0c\u5f97\u76ca\u4e8e\u6c1b\u56f4\u7f16\u7a0b\u5e26\u6765\u7684\u5927\u91cf\u5f00\u53d1\u8005\u6d8c\u5165\uff0c\u4ee5\u53caAI\u57fa\u7840\u8bbe\u65bd\u53d8\u5f97\u5bf9\u5f00\u53d1\u8005\u53cb\u597d\u3002<\/p>\n<p>\u8ba9\u6211\u4eec\u4ed4\u7ec6\u770b\u770b2025\u5e74\u4e94\u5927AI\u53d1\u5c55\u8d8b\u52bf\u3002<\/p>\n<h2>1. 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Lu\u89e3\u91ca\u8bf4\uff0cLAM\u5c06\u201c\u52a8\u4f5c\u201d\u4f5c\u4e3a\u8f93\u5165\u2014\u2014\u4f8b\u5982\u5e94\u7528\u7a0b\u5e8f\u622a\u56fe\u3001\u7f51\u9875HTML\u5185\u5bb9\u3001\u7528\u6237\u4ea4\u4e92\uff08\u5982\u9f20\u6807\u70b9\u51fb\u548c\u952e\u76d8\u8f93\u5165\uff09\u3002\u4ed6\u544a\u8bc9\u6211\uff0cOrby\u7684LAM\u53ef\u4ee5\u5229\u7528\u8fd9\u79cd\u4e0a\u4e0b\u6587\u6765\u81ea\u52a8\u5316\u590d\u6742\u7684\u4f01\u4e1a\u5de5\u4f5c\u6d41\u7a0b\u3002<\/p>\n<p>\u7136\u800c\uff0c\u4f01\u4e1a\u5728\u90e8\u7f72\u4ee3\u7406\u5f0f\u7cfb\u7edf\u65b9\u9762\u6301\u8c28\u614e\u6001\u5ea6\u3002GitLab\u73b0\u573a\u9996\u5e2d\u6280\u672f\u5b98\u56e2\u961f\u8d1f\u8d23\u4ebaBrian 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SDK<sup>[9]<\/sup>\u3001Anthropic\u7684Claude Agent SDK<sup>[10]<\/sup>\u3001Google\u7684Agent Development Kit<sup>[11]<\/sup>\uff08ADK\uff09\u548cVertex AI Agent Builder<sup>[12]<\/sup>\u3002\u6211\u4eec\u8fd8\u770b\u5230\u4e86\u5206\u53d1\u65b9\u9762\u7684\u5b9e\u9a8c\u2014\u2014\u4f8b\u5982MIT\u7684\u53bb\u4e2d\u5fc3\u5316Project NANDA<sup>[13]<\/sup>\u548c\u5fae\u8f6f\u7684Magentic\u5e02\u573a<sup>[14]<\/sup>\u3002<\/p>\n<h2>2. MCP\u6210\u4e3aLLM\u548cAPI\u96c6\u6210\u7684\u6807\u51c6<\/h2>\n<p>\u53bb\u5e7411\u6708\uff0cAnthropic\u63a8\u51fa\u4e86\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae\uff08MCP\uff09<sup>[15]<\/sup>\uff0c\u8fd9\u662f\u4e00\u4e2a\u5f00\u6e90\u534f\u8bae\uff0c\u65e8\u5728\u7b80\u5316AI\u6a21\u578b\u8bbf\u95ee\u6570\u636e\u3001\u5de5\u5177\u548c\u670d\u52a1\u7684\u65b9\u5f0f\u3002\u76ee\u6807\u662f\u4f7fMCP\u6210\u4e3aAI\u4ee3\u7406\u89e6\u53d1\u5916\u90e8\u52a8\u4f5c\u7684\u901a\u7528\u65b9\u6cd5\u2014\u2014\u8fd9\u57fa\u672c\u4e0a\u662f2025\u5e74\u53d1\u751f\u7684\u4e8b\u60c5\uff0c\u51e0\u4e4e\u6bcf\u5bb6\u516c\u53f8\u90fd\u91c7\u7528\u4e86\u8be5\u534f\u8bae\u3002<\/p>\n<p>\u7531\u4e8e\u83b7\u5f97\u4e86\u5982\u6b64\u5e7f\u6cdb\u7684\u652f\u6301\uff0cAnthropic\u672c\u6708\u5c06MCP\u79fb\u4ea4\u7ed9\u4e86Linux\u57fa\u91d1\u4f1a\u65d7\u4e0b\u65b0\u6210\u7acb\u7684\u5f00\u6e90\u57fa\u91d1\u4f1a\uff1a\u4ee3\u7406\u5f0fAI\u57fa\u91d1\u4f1a\uff08AAIF\uff09<sup>[16]<\/sup>\u3002<\/p>\n<p>3\u6708\uff0c\u6211\u91c7\u8bbf\u4e86Speakeasy\u9996\u5e2d\u6267\u884c\u5b98Sagar Batchu<sup>[17]<\/sup>\uff0c\u4ed6\u7684\u516c\u53f8\u63d0\u4f9b\u4e00\u4e2a\u540d\u4e3aMCP Server Generation<sup>[18]<\/sup>\u7684\u5de5\u5177\uff0c\u7528\u4e8e\u81ea\u52a8\u5316\u521b\u5efaMCP\u517c\u5bb9\u670d\u52a1\u5668\u3002\u4ed6\u6307\u51fa\uff0c\u5728MCP\u51fa\u73b0\u4e4b\u524d\uff0c\u5c06API\u4e0eAI\u6a21\u578b\u96c6\u6210\u4e00\u76f4\u662f\u4e00\u4e2a\u6311\u6218\u3002\u4ed6\u8bf4\uff0c\u8bb8\u591a\u57fa\u4e8eAI\u7684API\u96c6\u6210\u5931\u8d25\uff0c\u56e0\u4e3a\u6a21\u578b\u7f3a\u4e4f\u5fc5\u8981\u7684schema\u4fe1\u606f\u6765\u7406\u89e3API\u54cd\u5e94\u3002MCP\u901a\u8fc7\u4ee5AI\u53ef\u4ee5\u7406\u89e3\u7684\u65b9\u5f0f\u6784\u5efaAPI\u4ea4\u4e92\u6765\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u4f7f\u96c6\u6210\u66f4\u52a0\u53ef\u9760\u3002<\/p>\n<p>\u8bdd\u867d\u5982\u6b64\uff0c\u6211\u4eec\u4e5f\u5fc5\u987b\u8ba4\u8bc6\u5230MCP\u7684\u5b89\u5168\u98ce\u9669\u3002\u636e\u4ee3\u7406\u5de5\u5177\u63d0\u4f9b\u5546Merge<sup>[19]<\/sup>\u7684\u9996\u5e2d\u6280\u672f\u5b98Gil Feig\u79f0\uff0c\u201c\u5f00\u53d1\u8005\u4eec\u901a\u8fc7\u8840\u7684\u6559\u8bad\u8ba4\u8bc6\u5230\uff0c\u5feb\u901f\u91c7\u7528\u4f1a\u5e26\u6765\u4e25\u91cd\u7684\u5b89\u5168\u548c\u53ef\u9760\u6027\u6311\u6218\uff0c\u800c\u6ca1\u6709\u4efb\u4f55\u8d8b\u52bf\u6bd4MCP\u670d\u52a1\u5668\u7684\u666e\u53ca\u66f4\u80fd\u4f53\u73b0\u8fd9\u4e00\u70b9\u3002\u201d\u4ed6\u8865\u5145\u8bf4\uff0c\u201cMCP\u7075\u6d3b\u7684\u67b6\u6784\u521b\u9020\u4e86\u4e00\u4e2a\u6f5c\u5728\u4e0d\u53ef\u4fe1\u4ee3\u7801\u7684\u72c2\u91ce\u897f\u90e8\uff0c\u793e\u533a\u53d1\u5e03\u7684\u670d\u52a1\u5668\u53ef\u80fd\u5b58\u5728\u540e\u95e8\u6216\u88ab\u9057\u5f03\uff0c\u5e76\u4e14\u5bf9\u7535\u5b50\u90ae\u4ef6\u548cCRM\u7b49\u654f\u611f\u670d\u52a1\u7684\u5168\u9762\u8bbf\u95ee\u53d8\u5f97\u666e\u904d\u3002\u201d<\/p>\n<h2>3. AI\u7f16\u7801\u5de5\u5177\u5411\u7f16\u7801\u4ee3\u7406\u7684\u6f14\u8fdb<\/h2>\n<p>\u968f\u7740\u4ee3\u7406\u548cMCP\u6210\u4e3a\u4eca\u5e74\u7684\u70ed\u95e8\u6280\u672f\uff0c\u5f00\u53d1\u8005\u5de5\u5177\u8fc5\u901f\u9002\u5e94\u3002\u5230\u5e74\u5e95\uff0c\u7f16\u7801\u5de5\u5177\u5df2\u4ece\u201c\u5355\u7eaf\u7684\u201d\u81ea\u52a8\u5b8c\u6210\u529f\u80fd\u53d1\u5c55\u5230\u5168\u9762\u7684\u4ee3\u7406\u5f0f\u7f16\u7801\u3002\u5c3d\u7ba1\uff0c\u6b63\u5982\u6211\u7684\u540c\u4e8bDavid Eastman\u5728\u4ed62025\u5e74AI\u7f16\u7801\u5de5\u5177\u7684\u8bc4\u8bba<sup>[20]<\/sup>\u4e2d\u6307\u51fa\u7684\uff0c\u201c\u6211\u4eec\u4ecd\u7136\u5e0c\u671b\u9650\u5236\u4ee3\u7406\u80fd\u505a\u4ec0\u4e48\uff08\u5c24\u5176\u662f\u5728\u60a8\u7684\u673a\u5668\u4e0a\uff09\u4ee5\u53ca\u5b83\u4eec\u5728\u54ea\u91cc\u53ef\u4ee5\u505a\u3002\u201d\u56e0\u6b64\uff0c\u4ee3\u7406\u5f0f\u7f16\u7801\u8f6f\u4ef6\u76ee\u524d\u5e76\u672a\u5b8c\u5168\u83b7\u5f97\u4fe1\u4efb\u3002<\/p>\n<p>\u5c3d\u7ba1\u5982\u6b64\uff0cWarp<sup>[21]<\/sup>\u3001Gemini CLI<sup>[22]<\/sup>\u548cVerdent<sup>[23]<\/sup>\uff08\u7531TikTok\u524d\u7b97\u6cd5\u4e3b\u7ba1\u521b\u5efa\uff09\u7b49\u5de5\u5177\u4eca\u5e74\u90fd\u65e8\u5728\u5c06\u5f00\u53d1\u8005\u8f6c\u5411\u4ee3\u7406\u5f0f\u7cfb\u7edf\u3002\u4f46\u5373\u4f7f\u662f\u8fd9\u4e9b\u516c\u53f8\u7684\u8fd0\u8425\u8005\u4e5f\u627f\u8ba4\uff0c\u5b83\u4eec\u5728\u77ed\u671f\u5185\u4e0d\u4f1a\u53d6\u4ee3\u5f00\u53d1\u8005\u3002<\/p>\n<p>Warp\u9996\u5e2d\u6267\u884c\u5b98Zach Lloyd\u544a\u8bc9The New Stack\uff1a\u201c\u672c\u8be5\u662fAI\u53d6\u4ee3\u5f00\u53d1\u8005\u7684\u4e00\u5e74\uff0c\u4f46\u5b83\u751a\u81f3\u90fd\u8fd8\u6ca1\u6709\u63a5\u8fd1\u3002\u201d\u201c\u5b9e\u9645\u53d1\u751f\u7684\u662f\uff0c\u5f00\u53d1\u8005\u6210\u4e3a\u4e86AI\u4ee3\u7406\u7684\u534f\u8c03\u8005\u2014\u2014\u8fd9\u4e2a\u89d2\u8272\u9700\u8981\u4ed6\u4eec\u4e00\u8d2f\u5177\u5907\u7684\u6280\u672f\u5224\u65ad\u529b\u3001\u6279\u5224\u6027\u601d\u7ef4\u548c\u9002\u5e94\u80fd\u529b\u3002\u63d0\u793a\u5de5\u7a0b\u8fd8\u8fdc\u8fdc\u4e0d\u591f\u3002\u201d<\/p>\n<p>Octopus Deploy<sup>[24]<\/sup>\u7684\u73b0\u573a\u9996\u5e2d\u6280\u672f\u5b98Bob Walker\u8865\u5145\u8bf4\uff0cAI\u7f16\u7801\u5de5\u5177\u4e0d\u80fd\u6210\u4e3a\u7f3a\u4e4f\u5f00\u53d1\u4e13\u4e1a\u77e5\u8bc6\u7684\u501f\u53e3\u3002\u201c\u57f9\u517b\u6279\u5224\u6027\u601d\u7ef4\u80fd\u529b\u6bd4\u4ee5\u5f80\u4efb\u4f55\u65f6\u5019\u90fd\u66f4\u52a0\u91cd\u8981\uff0c\u201d\u4ed6\u544a\u8bc9\u6211\u4eec\u3002\u201c\u7406\u89e3\u6240\u9009\u8bed\u8a00\u6216\u6846\u67b6\u57fa\u672c\u5de5\u4f5c\u539f\u7406\u4e5f\u540c\u6837\u5982\u6b64\u3002\u201d<\/p>\n<h2>4. \u88ab\u79f0\u4e3a\u201c\u6c1b\u56f4\u7f16\u7a0b\u8005\u201d\u7684\u65b0\u5f00\u53d1\u8005\u7684\u6d8c\u5165<\/h2>\n<p>\u7b2c\u56db\u4e2a\u8d8b\u52bf\u5728\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u524a\u5f31\u4e86Lloyd\u548cWalker\u7684\u89c2\u70b9\u3002\u6c1b\u56f4\u7f16\u7a0b\u8005\u4e0d\u4e00\u5b9a\u662f\u719f\u7ec3\u7684\u7a0b\u5e8f\u5458\u2014\u2014\u4e8b\u5b9e\u4e0a\uff0c\u6c1b\u56f4\u7f16\u7a0b\u7684\u6574\u4e2a\u7406\u5ff5\u5c31\u662f\u8ba9AI\u7cfb\u7edf\u4e3a\u60a8\u5b8c\u6210\u7f16\u7801\u3002<\/p>\n<p>\u7136\u800c\uff0cVercel<sup>[25]<\/sup>\u548cNetlify<sup>[26]<\/sup>\uff08\u4e24\u4e2a\u9886\u5148\u7684Web\u5f00\u53d1\u8005\u5e73\u53f0\uff09\u90fd\u8868\u793a\uff0c\u4ed6\u4eec\u7684\u7528\u6237\u7fa4\u4eca\u5e74\u5927\u5e45\u589e\u957f<sup>[27]<\/sup>\u3002\u8fd9\u90fd\u5f52\u56e0\u4e8e\u6c1b\u56f4\u7f16\u7a0b\u8005\u30022025\u5e74\u53d1\u751f\u7684\u53d8\u5316\u662f\uff0c\u201c\u5f00\u53d1\u8005\u201d\u7684\u5b9a\u4e49\u5df2\u7ecf\u6269\u5c55\u5230\u5305\u62ec\u90a3\u4e9b\u4f9d\u8d56\u63d0\u793a\u800c\u4e0d\u662f\u7f16\u7a0b\u7684\u4eba\u3002<\/p>\n<p>\u6c1b\u56f4\u7f16\u7a0b\u7684\u4e00\u4e2a\u4e3b\u8981\u95ee\u9898\u662f\u751f\u6210\u7684\u4ee3\u7801\u4e0d\u4e00\u5b9a\u53ef\u9760\u3002\u5f53OpenAI\u57288\u6708\u63a8\u51faGPT-5<sup>[28]<\/sup>\u65f6\uff0c\u8be5\u516c\u53f8\u58f0\u79f0\u5b83\u201c\u64c5\u957f\u524d\u7aef\u7f16\u7801\u201d\u3002\u4f46GPT-5\u5e76\u672a\u5b8c\u5168\u8fbe\u5230\u5f00\u53d1\u8005\u5bf9\u5b83\u7684\u671f\u671b\u3002\u5728\u5176\u5173\u4e8eLLM\u4e2a\u6027\u5316\u4ee3\u7801\u62a5\u544a\u7684\u66f4\u65b0<sup>[29]<\/sup>\u4e2d\uff0c\u4ee3\u7801\u5b89\u5168\u516c\u53f8Sonar<sup>[30]<\/sup>\u5f97\u51fa\u7ed3\u8bba\uff0c\u6839\u636e\u5176\u6d4b\u8bd5\uff0cGPT-5\u5e76\u975e\u7f16\u7801\u6027\u80fd\u7684\u9886\u5bfc\u8005\u3002\u5b83\u6307\u51fa\uff0cGPT-5\u751f\u6210\u7684\u201c\u4ee3\u7801\u91cf\u6bd4\u4efb\u4f55\u5176\u4ed6\u6a21\u578b\u90fd\u66f4\u5927\u3001\u66f4\u590d\u6742\u201d\uff0c\u8fd9\u4f7f\u5176\u201c\u5728\u5ba1\u67e5\u548c\u7ef4\u62a4\u65b9\u9762\u9762\u4e34\u4e25\u91cd\u6311\u6218\u201d\u3002<\/p>\n<p>GPT-5\u51f8\u663e\u7684\u53e6\u4e00\u4e2a\u95ee\u9898\u662f\u5b83\u503e\u5411\u4e8e\u9ed8\u8ba4\u751f\u6210React\u4ee3\u7801<sup>[31]<\/sup>\uff0c\u4ec5\u4ec5\u56e0\u4e3a\u5b83\u6700\u53d7\u6b22\u8fce\u7684\u524d\u7aef\u6846\u67b6\u3002\u4f46React\u4ee3\u7801\u51fa\u4e86\u540d\u7684\u81c3\u80bf\u548c\u590d\u6742<sup>[32]<\/sup>\u2014\u2014\u8fd9\u610f\u5473\u7740\u6c1b\u56f4\u7f16\u7a0b\u8005\u66f4\u4e0d\u53ef\u80fd\u7406\u89e3\u5b83\u3002<\/p>\n<h2>5. DevOps\u548c\u5f00\u53d1\u8005\u57fa\u7840\u8bbe\u65bd\u7684AI\u5316<\/h2>\n<p>DevOps\u5de5\u5177\u4eca\u5e74\u4e5f\u5f88\u597d\u5730\u9002\u5e94\u4e86AI\u65f6\u4ee3\uff0c\u63a8\u51fa\u4e86\u65b0\u7684AI\u65e0\u670d\u52a1\u5668\u4ea7\u54c1<sup>[33]<\/sup>\u3001\u5bb9\u5668\u6280\u672f\u4ee5\u53ca\u5176\u4ed6\u201cAIOps\u201d\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<p>1\u6708\uff0c\u6211\u64b0\u5199\u4e86\u4e00\u7bc7\u5173\u4e8eReplicate\u516c\u53f8\u7684\u6587\u7ae0\uff0c\u8be5\u516c\u53f8\u9500\u552e\u4e00\u79cd\u5c06AI\u6a21\u578b\u5c01\u88c5\u5230\u5bb9\u5668\u4e2d<sup>[34]<\/sup>\u7684\u89e3\u51b3\u65b9\u6848\u3002\u5176\u4e2d\u4e00\u4f4d\u521b\u59cb\u4ebaBen Firshman\u66fe\u662fDocker Compose\u7684\u521b\u5efa\u8005\u3002Replicate\u7684\u4e00\u4e2a\u4e3b\u8981\u4f18\u52bf\u662f\u5b83\u5141\u8bb8\u5f00\u53d1\u8005\u81ea\u5b9a\u4e49\u3001\u5fae\u8c03\u548c\u4fee\u8865\u5f00\u6e90LLM\u6a21\u578b\u3002\u6b63\u5982Firshman\u5728Latent Space\u64ad\u5ba2<sup>[35]<\/sup>\u4e0a\u89e3\u91ca\u7684\u90a3\u6837\uff0c\u201c\u5f00\u6e90\u7684\u5168\u90e8\u610f\u4e49\u5728\u4e8e\u4f60\u53ef\u4ee5\u4fee\u8865\u5b83\u3001\u5b9a\u5236\u5b83\u3001\u5fae\u8c03\u5b83\uff0c\u5e76\u5c06\u5176\u4e0e\u5176\u4ed6\u6a21\u578b\u7ed3\u5408\u3002\u201d<\/p>\n<p>11\u6708\uff0cReplicate\u88abCloudflare\u6536\u8d2d\u3002\u56e0\u6b64\uff0cAI DevOps\u5de5\u5177\u7684\u6574\u5408\u5df2\u7ecf\u5f00\u59cb\u53d1\u751f\u3002<\/p>\n<p>\u6211\u4eec\u8fd8\u770b\u5230\u4ee3\u7406\u4e2d\u95f4\u4ef6\u4f01\u4e1a\u89e3\u51b3\u65b9\u6848\u7684\u51fa\u73b0\u30028\u6708\uff0c\u6211\u91c7\u8bbf\u4e86\u65b0AI\u516c\u53f8Barndoor\u7684\u9996\u5e2d\u6267\u884c\u5b98Oren Michels\u3002Michels\u7684\u8d4c\u6ce8\u662f\u7ba1\u7406AI\u4ee3\u7406\u662f\u65b0\u7684API\u7ba1\u7406<sup>[36]<\/sup>\u2014\u2014\u4ed6\u5e94\u8be5\u5f88\u6e05\u695a\u8fd9\u4e00\u70b9\uff0c\u56e0\u4e3a\u4ed6\u66fe\u662fWeb 2.0\u65f6\u4ee3API\u7ba1\u7406\u516c\u53f8Mashery\u7684\u521b\u59cb\u4eba\u3002<\/p>\n<h2>\u7ed3\u8bba<\/h2>\n<p>2025\u5e74\uff0cAI\u5de5\u7a0b\u8fd9\u4e2a\u76f8\u5bf9\u8f83\u65b0\u7684\u9886\u57df\u53d1\u751f\u4e86\u8bb8\u591a\u4e8b\u60c5\uff0c\u4f46\u4e5f\u6709\u4eba\u89c9\u5f97\u8fd9\u4e9b\u5de5\u5177\u548c\u5f00\u53d1\u5b9e\u8df5\u6709\u4e9b\u8106\u5f31\u548c\u4e0d\u6210\u719f\u3002\u4eceMCP\u7684\u5b89\u5168\u98ce\u9669\u5230\u5173\u4e8e\u5168\u81ea\u4e3b\u4ee3\u7406\u5373\u5c06\u95ee\u4e16\u7684\u4e0d\u5b8c\u5168\u53ef\u4fe1\u7684\u8bf4\u6cd5\uff0cAI\u5f00\u53d1\u4ecd\u6709\u5f88\u591a\u9700\u8981\u8bc1\u660e\u7684\u5730\u65b9\u3002<\/p>\n<p>\u76ee\u524d\u8fd8\u4e0d\u6e05\u695a\u201c\u6c1b\u56f4\u7f16\u7a0b\u201d\u7684\u957f\u671f\u53ef\u884c\u6027\u5982\u4f55\uff0c\u4ee3\u7801\u8d28\u91cf\u548c\u53ef\u7ef4\u62a4\u6027\u95ee\u9898\u7559\u4e0b\u4e86\u5f88\u5927\u7684\u8d28\u7591\u7a7a\u95f4\u3002<\/p>\n<p>\u8bdd\u867d\u5982\u6b64\uff0cAI\u663e\u7136\u6210\u4e3a2025\u5e74\u8f6f\u4ef6\u5de5\u7a0b\u9886\u57df\u6700\u5927\u7684\u98a0\u8986\u8005\u2014\u2014\u8fd9\u79cd\u52a8\u8361\u5c06\u6301\u7eed\u52302026\u5e74\u3002<\/p>\n<h4>\u5f15\u7528\u94fe\u63a5<\/h4>\n<p><code>[1]<\/code>\u00a0AI Engineering Trends in 2025: Agents, MCP and Vibe Coding:https:\/\/thenewstack.io\/ai-engineering-trends-in-2025-agents-mcp-and-vibe-coding\/<br \/>\n<code>[2]<\/code>\u9996\u5c4aAI\u5de5\u7a0b\u5e08\u5cf0\u4f1a:https:\/\/thenewstack.io\/ai-engineer-summit-wrap-up-and-interview-with-co-founder-swyx\/<br \/>\n<code>[3]<\/code>\u518d\u6b21:https:\/\/thenewstack.io\/top-5-ai-engineering-trends-of-2024\/<br \/>\n<code>[4]<\/code>OpenAI\u4e8e2025\u5e741\u670823\u65e5\u63a8\u51faOperator:https:\/\/openai.com\/index\/introducing-operator\/<br \/>\n<code>[5]<\/code>ChatGPT\u4ee3\u7406:https:\/\/openai.com\/index\/introducing-chatgpt-agent\/<br \/>\n<code>[6]<\/code>\u6211\u4ecb\u7ecd\u4e86\u4e00\u5bb6\u540d\u4e3aOrby\u7684\u516c\u53f8:https:\/\/thenewstack.io\/how-ai-agents-are-starting-to-automate-the-enterprise\/<br \/>\n<code>[7]<\/code>\u4e13\u6ce8\u4e8e\u4ee3\u7406\u7684\u7ed3\u6784\u5316\u5b9e\u65bd:https:\/\/thenewstack.io\/the-field-cto-view-ai-vibe-coding-and-developer-skillsets\/<br \/>\n<code>[8]<\/code>AgentKit:https:\/\/openai.com\/index\/introducing-agentkit\/<br \/>\n<code>[9]<\/code>Agents SDK:https:\/\/thenewstack.io\/introduction-to-the-openai-agents-sdk-and-responses-api\/<br \/>\n<code>[10]<\/code>Claude Agent SDK:https:\/\/docs.claude.com\/en\/api\/agent-sdk\/overview\/<br \/>\n<code>[11]<\/code>Agent Development Kit:https:\/\/developers.googleblog.com\/en\/agent-development-kit-easy-to-build-multi-agent-applications\/<br \/>\n<code>[12]<\/code>Vertex AI Agent Builder:https:\/\/cloud.google.com\/products\/agent-builder\/<br \/>\n<code>[13]<\/code>MIT\u7684\u53bb\u4e2d\u5fc3\u5316Project NANDA:https:\/\/thenewstack.io\/how-mits-project-nanda-aims-to-decentralize-ai-agents\/<br \/>\n<code>[14]<\/code>Magentic\u5e02\u573a:https:\/\/thenewstack.io\/microsoft-launches-magentic-marketplace-for-ai-agents\/<br \/>\n<code>[15]<\/code>\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae\uff08MCP\uff09:https:\/\/thenewstack.io\/model-context-protocol-a-primer-for-the-developers<br \/>\n<code>[16]<\/code>\u4ee3\u7406\u5f0fAI\u57fa\u91d1\u4f1a\uff08AAIF\uff09:https:\/\/thenewstack.io\/anthropic-donates-the-mcp-protocol-to-the-agentic-ai-foundation\/<br \/>\n<code>[17]<\/code>\u6211\u91c7\u8bbf\u4e86Speakeasy\u9996\u5e2d\u6267\u884c\u5b98Sagar Batchu:https:\/\/thenewstack.io\/mcp-the-missing-link-between-ai-agents-and-apis\/<br \/>\n<code>[18]<\/code>MCP Server Generation:https:\/\/www.speakeasy.com\/post\/release-model-context-protocol<br \/>\n<code>[19]<\/code>Merge:https:\/\/www.merge.dev\/<br \/>\n<code>[20]<\/code>\u4ed62025\u5e74AI\u7f16\u7801\u5de5\u5177\u7684\u8bc4\u8bba:https:\/\/thenewstack.io\/ai-coding-tools-in-2025-welcome-to-the-agentic-cli-era\/<br \/>\n<code>[21]<\/code>Warp:https:\/\/thenewstack.io\/warp-launches-ai-first-native-terminal-app-for-windows\/<br \/>\n<code>[22]<\/code>Gemini CLI:https:\/\/thenewstack.io\/gemini-cli-googles-challenge-to-ai-terminal-apps-like-warp\/<br \/>\n<code>[23]<\/code>Verdent:https:\/\/thenewstack.io\/tiktoks-ex-algorithm-chief-launches-verdent-ai-coding-tool\/<br \/>\n<code>[24]<\/code>Octopus Deploy:https:\/\/octopus.com?utm_content=inline+mention<br \/>\n<code>[25]<\/code>Vercel:https:\/\/thenewstack.io\/vercels-next-big-thing-ai-sdk-and-accelerator-for-devs\/<br \/>\n<code>[26]<\/code>Netlify:https:\/\/thenewstack.io\/beyond-dx-developers-must-now-learn-agent-experience-ax\/<br \/>\n<code>[27]<\/code>\u7684\u7528\u6237\u7fa4\u4eca\u5e74\u5927\u5e45\u589e\u957f:https:\/\/webtechnology.news\/when-everyones-a-developer-how-do-we-promote-the-web-platform-over-react\/<br \/>\n<code>[28]<\/code>OpenAI\u57288\u6708\u63a8\u51faGPT-5:https:\/\/thenewstack.io\/gpt-5-a-choose-your-own-adventure-for-frontend-developers\/<br 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