![](\"https:\/\/substackcdn.com\/image\/fetch\/$s_!Osie!,w_1200,h_675,c_fill,f_jpg,q_auto:good,fl_progressive:steep,g_auto\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F131d402d-63bf-4895-b5e7-b8990972a14c_1280x720.png\")
<\/p>\n\u6709\u4eba\u628a\u6574\u5957\u62a5\u5173\u6d41\u7a0b\u4ea4\u7ed9\u4e86 Agent\uff0c\u4eba\u53ea\u7b7e\u5b57\uff1b\u800c Flue 2 \u8ba9\u4f60\u50cf\u5199\u524d\u7aef\u4e00\u6837\u5199 Agent\u2014\u2014\u4e0d\u7528\u518d\u62fc\u63a5\u63d0\u793a\u8bcd\u3001\u8c03\u5ea6\u5de5\u5177\u3001\u7ba1\u7406\u72b6\u6001\u3002<\/p>\n
\u258d\u4eca\u65e5\u4e3b\u6253<\/p>\n
<\/p>\n
Flue 2 \u662f\u7531 Astro \u6846\u67b6\u521b\u59cb\u4eba Fred Schott \u5f00\u53d1\u7684\u5168\u65b0 Agent \u5143\u6846\u67b6\uff08meta-harness\uff09\uff0c\u5176\u6838\u5fc3\u521b\u65b0\u5728\u4e8e\u5c06 React \u7684 Hooks \u601d\u60f3\u7cfb\u7edf\u6027\u5f15\u5165 Agent \u6784\u5efa\u5c42\u3002\u5b83\u4e0d\u8bad\u7ec3\u6a21\u578b\uff0c\u4e5f\u4e0d\u5c01\u88c5 LLM API\uff0c\u800c\u662f\u63d0\u4f9b\u4e00\u5957\u58f0\u660e\u5f0f\u72b6\u6001\u7ba1\u7406\u3001\u526f\u4f5c\u7528\u8c03\u5ea6\u4e0e\u751f\u547d\u5468\u671f\u94a9\u5b50\uff08\u5982 useTool\u3001useMemory\u3001useEvent\uff09\u7684\u62bd\u8c61\u5c42\uff0c\u8ba9\u5f00\u53d1\u8005\u7528\u7c7b\u4f3c useState\/useEffect \u7684\u65b9\u5f0f\u5b9a\u4e49 Agent \u884c\u4e3a\u903b\u8f91\u3002\u4f8b\u5982\uff0c\u4e00\u4e2a\u91c7\u8d2d\u5ba1\u6279 Agent \u53ef\u4ee5\u7528 useTool('ERP') \u83b7\u53d6\u5e93\u5b58\u3001\u7528 useEvent('approval_submitted') \u89e6\u53d1\u4e0b\u6e38\u6d41\u7a0b\uff0c\u6240\u6709\u72b6\u6001\u53d8\u66f4\u81ea\u52a8\u540c\u6b65\u5230\u53ef\u89c2\u5bdf\u7684 harness \u4e2d\u3002<\/p>\n
\u8fd9\u5bf9\u60f3\u843d\u5730 Agent \u7684\u4f01\u4e1a\u56e2\u961f\u610f\u5473\u7740\uff1aAgent \u5f00\u53d1\u6b63\u4ece\u2018\u63d0\u793a\u5de5\u7a0b+\u80f6\u6c34\u4ee3\u7801\u2019\u8d70\u5411\u6807\u51c6\u5316\u5de5\u7a0b\u5b9e\u8df5\u3002\u5c0f\u56e2\u961f\u65e0\u9700\u91cd\u5199\u8c03\u5ea6\u5668\uff0c\u5927\u516c\u53f8\u53ef\u57fa\u4e8e Flue 2 \u7edf\u4e00\u5185\u90e8 Agent SDK\uff0c\u5feb\u901f\u590d\u7528\u8ba4\u8bc1\u3001\u5ba1\u8ba1\u3001\u56de\u6eda\u7b49\u4f01\u4e1a\u7ea7\u80fd\u529b\u3002\u76f8\u6bd4 LangChain \u6216 LlamaIndex \u7684\u94fe\u5f0f\u8c03\u7528\uff0cFlue \u66f4\u63a5\u8fd1\u73b0\u4ee3\u524d\u7aef\u5f00\u53d1\u4f53\u9a8c\u2014\u2014\u7ec4\u4ef6\u5316\u3001\u53ef\u8c03\u8bd5\u3001\u6613\u6d4b\u8bd5\u3002<\/p>\n
\u76ee\u524d Flue 2 \u5904\u4e8e\u65e9\u671f\u5f00\u6e90\u9636\u6bb5\uff08MIT \u534f\u8bae\uff09\uff0c\u6682\u672a\u96c6\u6210 MCP \u534f\u8bae\uff0c\u4e5f\u672a\u5185\u7f6e\u591a\u667a\u80fd\u4f53\u7f16\u6392\u3002\u4f46\u5b83\u76f4\u51fb\u5f53\u524d Agent \u5f00\u53d1\u6700\u5927\u75db\u70b9\uff1a\u72b6\u6001\u6563\u843d\u3001\u903b\u8f91\u8026\u5408\u3001\u96be\u4ee5\u7ef4\u62a4\u3002\u9002\u5408\u5df2\u6709\u660e\u786e\u81ea\u52a8\u5316\u573a\u666f\uff08\u5982\u5ba2\u670d\u8def\u7531\u3001\u5355\u636e\u6838\u9a8c\uff09\u4e14\u5177\u5907\u524d\u7aef\/\u5168\u6808\u80fd\u529b\u7684\u56e2\u961f\u8bd5\u6c34\u2014\u2014\u4e0d\u662f\u66ff\u4ee3 LLM\uff0c\u800c\u662f\u8ba9 LLM \u66f4\u597d\u5730\u88ab\u2018\u5de5\u7a0b\u5316\u2019\u5730\u7528\u8d77\u6765\u3002<\/p>\n
\u2014\u2014 \u4ee5\u4e0b\u662f\u4eca\u5929\u7684\u5168\u90e8 15 \u6761\u901f\u89c8 \u2014\u2014<\/p>\n
<\/p>\n
Flue 2 \u662f Astro \u521b\u59cb\u4eba Fred Schott \u65b0\u63a8\u51fa\u7684 Agent \u5143\u6846\u67b6\uff0c\u6838\u5fc3\u662f\u5c06 React Hooks \u8303\u5f0f\u8fc1\u79fb\u81f3 Agent \u6784\u5efa\u5c42\uff0c\u63d0\u4f9b useTool\u3001useMemory \u7b49\u58f0\u660e\u5f0f Hook\u3002<\/p>\n
\u5b83\u4e0d\u66ff\u4ee3 LLM\uff0c\u800c\u662f\u4f5c\u4e3a\u2018harness\u2019\uff08\u8fd0\u884c\u65f6\u5916\u58f3\uff09\u7edf\u4e00\u7ba1\u7406\u72b6\u6001\u3001\u5de5\u5177\u8c03\u7528\u3001\u4e8b\u4ef6\u54cd\u5e94\u4e0e\u751f\u547d\u5468\u671f\uff0c\u4f7f Agent \u884c\u4e3a\u53ef\u9884\u6d4b\u3001\u53ef\u8c03\u8bd5\u3001\u53ef\u7ec4\u5408\u3002<\/p>\n
\u5f00\u53d1\u8005\u80fd\u50cf\u5199\u524d\u7aef\u7ec4\u4ef6\u4e00\u6837\u7f16\u5199 Agent \u903b\u8f91\uff0c\u907f\u514d\u4f20\u7edf\u65b9\u6848\u4e2d\u63d0\u793a\u8bcd\u786c\u7f16\u7801\u3001\u72b6\u6001\u624b\u52a8\u7ef4\u62a4\u3001\u9519\u8bef\u5904\u7406\u788e\u7247\u5316\u7b49\u5de5\u7a0b\u75db\u70b9\u3002<\/p>\n
\u53f7\u54e5\u8bf4\uff1a\u8fd9\u662f\u5c11\u6709\u7684\u3001\u771f\u6b63\u4ece\u8f6f\u4ef6\u5de5\u7a0b\u89c6\u89d2\u91cd\u6784 Agent \u5f00\u53d1\u4f53\u9a8c\u7684\u6846\u67b6\u2014\u2014\u4e0d\u662f\u5806\u529f\u80fd\uff0c\u800c\u662f\u964d\u5fc3\u667a\u8d1f\u62c5\u3002\u5b83\u4e0d\u89e3\u51b3\u2018Agent \u80fd\u4e0d\u80fd\u5e72\u2019\uff0c\u800c\u89e3\u51b3\u2018\u600e\u4e48\u8ba9\u5de5\u7a0b\u5e08\u613f\u610f\u957f\u671f\u7ef4\u62a4\u5b83\u2019\u3002\u5bf9\u5df2\u8dd1\u901a PoC\u3001\u6b63\u5361\u5728\u89c4\u6a21\u5316\u843d\u5730\u7684\u4f01\u4e1a\u6781\u5177\u53c2\u8003\u4ef7\u503c\u3002<\/p>\n
\u843d\u5730\u63d0\u70b9\uff1a\u522b\u6025\u7740\u5b66\u65b0\u6a21\u578b\uff0c\u5148\u770b\u770b Flue 2 \u7684 useTool \u5199\u6cd5\u2014\u2014\u5982\u679c\u4f60\u56e2\u961f\u6709 React \u5de5\u7a0b\u5e08\uff0c\u4e0b\u5468\u5c31\u80fd\u7528\u5b83\u628a\u73b0\u6709\u5ba2\u670d\u8bdd\u672f\u903b\u8f91\u6539\u9020\u6210\u53ef\u5ba1\u8ba1\u7684 Agent\u3002<\/p>\n
Latent Space \u00b7 \u9605\u8bfb\u539f\u6587<\/a><\/p>\n MarkTechPost \u53d1\u5e03\u5b8c\u6574\u6559\u7a0b\uff0c\u6f14\u793a\u5982\u4f55\u4f7f\u7528 Qwen3 \u548c\u81ea\u7814 XYZ-Aquila-SFT \u5de5\u5177\uff0c\u5bf9\u5f00\u6e90 LLM \u8fdb\u884c\u5de5\u5177\u8c03\u7528\u80fd\u529b\u5fae\u8c03\u3002<\/p>\n \u6d41\u7a0b\u6db5\u76d6\u8f68\u8ff9\u89e3\u6790\u3001\u7ed3\u6784\u5316\u5de5\u5177\u8c03\u7528\u63d0\u53d6\u3001Qwen \u517c\u5bb9\u7684 ChatML \u683c\u5f0f\u6e32\u67d3\uff0c\u4ee5\u53ca\u57fa\u4e8e PyTorch \u7684 LoRA \u9ad8\u6548\u9002\u914d\u3002<\/p>\n \u8be5\u65b9\u6848\u652f\u6301\u5728\u6d88\u8d39\u7ea7\u663e\u5361\uff08\u5982 RTX 4090\uff09\u4e0a\u5b8c\u6210\u5fae\u8c03\uff0c\u663e\u8457\u964d\u4f4e\u4f01\u4e1a\u5b9a\u5236\u5de5\u5177\u578b Agent \u7684\u6280\u672f\u95e8\u69db\u3002<\/p>\n \u53f7\u54e5\u8bf4\uff1a\u591a\u6570\u4f01\u4e1a\u5361\u5728\u2018LLM \u80fd\u8c03\u5de5\u5177\u4f46\u4e0d\u4f1a\u81ea\u5df1\u9020\u2019\u2014\u2014\u8fd9\u7bc7\u6559\u7a0b\u628a\u9ed1\u76d2\u62c6\u6210\u53ef\u590d\u7528\u7684 pipeline\uff1a\u4ece\u539f\u59cb\u5bf9\u8bdd\u65e5\u5fd7\u4e2d\u81ea\u52a8\u62bd\u53d6 tool-call \u8f68\u8ff9\uff0c\u518d\u6ce8\u5165 Qwen3 \u8bad\u7ec3\u3002\u5b83\u4e0d\u662f\u7406\u8bba\uff0c\u800c\u662f\u5e26\u4ee3\u7801\u3001\u5e26\u6570\u636e\u683c\u5f0f\u3001\u5e26\u786c\u4ef6\u5efa\u8bae\u7684\u5b9e\u64cd\u624b\u518c\u3002<\/p>\n \u843d\u5730\u63d0\u70b9\uff1a\u60f3\u8ba9 Agent \u771f\u6b63\u5bf9\u63a5\u4f60\u5bb6 ERP\uff1f\u522b\u53ea\u8c03 API\uff0c\u6309\u8fd9\u7bc7\u6559\u7a0b\u5fae\u8c03\u4e00\u4e2a\u4e13\u5c5e Qwen3\uff0c\u5b83\u4f1a\u6bd4\u901a\u7528\u6a21\u578b\u66f4\u61c2\u4f60\u5b57\u6bb5\u540d\u548c\u4e1a\u52a1\u89c4\u5219\u3002<\/p>\n MarkTechPost \u00b7 \u9605\u8bfb\u539f\u6587<\/a><\/p>\n AI \u5148\u9a71\u674e\u98de\u98de\u521b\u529e\u7684 World Labs \u63a8\u51fa R2S2R\uff08Real-to-Sim-to-Real\uff09\u5f15\u64ce\uff0c\u5c06\u4e00\u4e2a\u771f\u5b9e\u4e16\u754c\u673a\u5668\u4eba\u64cd\u4f5c\uff08\u5982\u62e7\u87ba\u4e1d\uff09\u81ea\u52a8\u6cdb\u5316\u4e3a\u6570\u4e07\u79cd\u5149\u7167\u3001\u6750\u8d28\u3001\u906e\u6321\u3001\u8bef\u5dee\u6761\u4ef6\u4e0b\u7684\u4eff\u771f\u573a\u666f\u3002<\/p>\n \u8be5\u5f15\u64ce\u4e0d\u4f9d\u8d56\u4eba\u5de5\u6807\u6ce8\uff0c\u800c\u662f\u901a\u8fc7\u7269\u7406\u5f15\u64ce+\u795e\u7ecf\u6e32\u67d3\u751f\u6210\u9ad8\u4fdd\u771f\u5408\u6210\u6570\u636e\uff0c\u7528\u4e8e\u8bad\u7ec3\u9c81\u68d2\u7684\u673a\u5668\u4eba\u63a7\u5236\u5668\u3002<\/p>\n \u5df2\u5728\u4ed3\u50a8\u5206\u62e3\u3001\u5de5\u4e1a\u8d28\u68c0\u7b49\u573a\u666f\u9a8c\u8bc1\uff0c\u4f7f\u673a\u5668\u4eba\u90e8\u7f72\u5468\u671f\u4ece\u6570\u6708\u7f29\u77ed\u81f3 2 \u5468\u5185\u3002<\/p>\n \u53f7\u54e5\u8bf4\uff1a\u8fd9\u4e0d\u662f\u7eaf\u7b97\u6cd5\u7a81\u7834\uff0c\u800c\u662f\u628a\u2018\u73b0\u5b9e\u4e16\u754c\u4e0d\u786e\u5b9a\u6027\u2019\u53d8\u6210\u53ef\u91cf\u4ea7\u7684\u6570\u636e\u71c3\u6599\u3002\u5bf9\u5236\u9020\u4e1a\u5ba2\u6237\u800c\u8a00\uff0c\u8fd9\u610f\u5473\u7740\uff1a\u4e0d\u5fc5\u518d\u4e3a\u6bcf\u6761\u4ea7\u7ebf\u5355\u72ec\u91c7\u96c6\u6d77\u91cf\u771f\u5b9e\u6570\u636e\uff0c\u4e00\u5957\u4eff\u771f\u5f15\u64ce\u5c31\u80fd\u5582\u9971\u591a\u4e2a Agent \u63a7\u5236\u5668\u3002<\/p>\n \u843d\u5730\u63d0\u70b9\uff1a\u5de5\u5382\u60f3\u4e0a AI \u673a\u5668\u4eba\uff1f\u5148\u522b\u4e70\u786c\u4ef6\uff0c\u8bd5\u8bd5\u7528 World Labs \u8fd9\u5957\u4eff\u771f\u5f15\u64ce\u751f\u6210\u4f60\u4ea7\u7ebf\u7684\u2018\u6570\u5b57\u5b6a\u751f\u6545\u969c\u5e93\u2019\uff0c\u518d\u5582\u7ed9\u4f60\u7684\u63a7\u5236 Agent\u3002<\/p>\n The Decoder \u00b7 \u9605\u8bfb\u539f\u6587<\/a><\/p>\n ThoughtDAG \u662f\u4e00\u4e2a\u5f00\u6e90\u5de5\u5177\uff0c\u5c06 LLM \u5bf9\u8bdd\u5386\u53f2\u8f6c\u5316\u4e3a\u8282\u70b9\uff08thought\uff09\u4e0e\u8fb9\uff08reasoning link\uff09\u6784\u6210\u7684\u6709\u5411\u65e0\u73af\u56fe\uff08DAG\uff09\u3002<\/p>\n \u7528\u6237\u53ef\u624b\u52a8\u70b9\u51fb\u8282\u70b9\u7f16\u8f91\u3001\u6298\u53e0\u5206\u652f\u3001\u91cd\u8fde\u63a8\u7406\u8def\u5f84\uff0c\u7cfb\u7edf\u5b9e\u65f6\u66f4\u65b0\u540e\u7eed\u751f\u6210\uff0c\u652f\u6301\u5bfc\u51fa\u4e3a Mermaid \u6216 JSON\u3002<\/p>\n \u5b83\u89e3\u51b3\u4e86\u957f\u5bf9\u8bdd\u4e2d\u4e0a\u4e0b\u6587\u6f02\u79fb\u3001\u903b\u8f91\u65ad\u5c42\u95ee\u9898\uff0c\u7279\u522b\u9002\u7528\u4e8e\u6cd5\u5f8b\u6587\u4e66\u8d77\u8349\u3001\u591a\u6b65\u9aa4\u6280\u672f\u65b9\u6848\u8bbe\u8ba1\u7b49\u5f3a\u7ed3\u6784\u5316\u573a\u666f\u3002<\/p>\n \u53f7\u54e5\u8bf4\uff1a\u5f53\u524d Agent \u7f3a\u4e4f\u2018\u53ef\u5e72\u9884\u7684\u63a8\u7406\u8fc7\u7a0b\u2019\u2014\u2014ThoughtDAG \u628a\u9ed1\u7bb1\u63a8\u7406\u53d8\u6210\u767d\u677f\u534f\u4f5c\u3002\u5b83\u4e0d\u63d0\u5347\u6a21\u578b\u80fd\u529b\uff0c\u4f46\u8d4b\u4e88\u4eba\u7c7b\u5bf9 Agent \u601d\u7ef4\u8def\u5f84\u7684\u7f16\u8f91\u6743\uff0c\u662f\u8fc8\u5411\u2018\u4eba\u5728\u73af\u8def\u2019\uff08human-in-the-loop\uff09Agent \u7684\u5173\u952e\u4e2d\u95f4\u4ef6\u3002<\/p>\n \u843d\u5730\u63d0\u70b9\uff1a\u5f8b\u5e08\/\u54a8\u8be2\u987e\u95ee\u522b\u518d\u590d\u5236\u7c98\u8d34\u804a\u5929\u8bb0\u5f55\u4e86\uff0c\u7528 ThoughtDAG \u628a\u6bcf\u6b21\u5ba2\u6237\u95ee\u7b54\u8f6c\u6210\u53ef\u8ffd\u6eaf\u3001\u53ef\u4fee\u8ba2\u7684\u903b\u8f91\u56fe\uff0c\u4e0b\u6b21\u7eed\u804a\u81ea\u52a8\u52a0\u8f7d\u4e0a\u4e0b\u6587\u3002<\/p>\n Hacker News \u00b7 \u9605\u8bfb\u539f\u6587<\/a><\/p>\n Anthropic \u6b63\u5f0f\u63a8\u51fa Claude \u6c34\u5370\u68c0\u6d4b API\uff0c\u5141\u8bb8\u7b2c\u4e09\u65b9\u670d\u52a1\uff08\u5982\u5a92\u4f53\u5e73\u53f0\u3001\u6559\u80b2\u7cfb\u7edf\uff09\u4e0a\u4f20\u6587\u672c\uff0c\u8fd4\u56de\u662f\u5426\u7531 Claude \u751f\u6210\u53ca\u7f6e\u4fe1\u5ea6\u3002<\/p>\n \u8be5\u6280\u672f\u57fa\u4e8e Google SynthID \u65b9\u6cd5\u6f14\u8fdb\uff0c\u5bf9\u6587\u672c\u8fdb\u884c\u8f7b\u91cf\u7ea7\u6270\u52a8\u5d4c\u5165\uff0c\u6297\u526a\u5207\u3001\u6297\u7ffb\u8bd1\u3001\u6297\u540c\u4e49\u66ff\u6362\uff0c\u8bef\u68c0\u7387\u4f4e\u4e8e 0.1%\u3002<\/p>\n API \u652f\u6301\u6279\u91cf\u68c0\u6d4b\uff0c\u5df2\u63a5\u5165\u591a\u5bb6\u5b66\u672f\u671f\u520a\u6295\u7a3f\u7cfb\u7edf\u4e0e\u5728\u7ebf\u8003\u8bd5\u5e73\u53f0\uff0c\u7528\u4e8e\u5185\u5bb9\u6eaf\u6e90\u4e0e\u9632\u4f5c\u5f0a\u3002<\/p>\n \u53f7\u54e5\u8bf4\uff1a\u6c34\u5370\u68c0\u6d4b\u6b63\u4ece\u2018\u5b9e\u9a8c\u5ba4\u529f\u80fd\u2019\u8d70\u5411\u751f\u4ea7\u73af\u5883\u521a\u9700\u3002\u5bf9\u505a\u5185\u5bb9\u5ba1\u6838\u3001\u5408\u89c4\u5ba1\u67e5\u7684\u56e2\u961f\u6765\u8bf4\uff0c\u8fd9\u4e0d\u662f\u9526\u4e0a\u6dfb\u82b1\u2014\u2014\u5f53\u5ba2\u6237\u63d0\u4ea4\u7684\u5408\u540c\/\u62a5\u544a\/\u4f5c\u4e1a\u53ef\u80fd\u6765\u81ea AI\uff0c\u4f60\u9700\u8981\u786e\u5b9a\u6027\u8bc1\u636e\u800c\u975e\u731c\u6d4b\u3002<\/p>\n \u843d\u5730\u63d0\u70b9\uff1aHR \u90e8\u95e8\u62db\u4eba\u65f6\uff0c\u522b\u53ea\u770b\u7b80\u5386\uff0c\u7528\u8fd9\u4e2a API \u626b\u4e00\u904d\u9644\u4ef6PDF\u2014\u2014\u4e0d\u662f\u9632\u4f5c\u5f0a\uff0c\u800c\u662f\u5feb\u901f\u8bc6\u522b\u54ea\u4e9b\u5019\u9009\u4eba\u5df2\u719f\u7ec3\u9a7e\u9a6d AI \u534f\u4f5c\u3002<\/p>\n The Decoder \u00b7 \u9605\u8bfb\u539f\u6587<\/a><\/p>\n ByHand.ai \u662f\u4e00\u4e2a\u514d\u4ee3\u7801 Agent \u6784\u5efa\u5e73\u53f0\uff0c\u7528\u6237\u901a\u8fc7\u62d6\u62fd\u2018\u52a8\u4f5c\u5757\u2019\uff08\u5982\u2018\u8bfb\u90ae\u4ef6\u2019\u2018\u67e5\u6570\u636e\u5e93\u2019\u2018\u53d1Slack\u901a\u77e5\u2019\uff09\u8fde\u63a5\u6210\u5de5\u4f5c\u6d41\uff0c\u65e0\u9700\u5199\u63d0\u793a\u8bcd\u6216 Python\u3002<\/p>\n \u5185\u7f6e 50+ \u4f01\u4e1a\u5e38\u7528\u8fde\u63a5\u5668\uff08Salesforce\u3001Notion\u3001Zapier\u3001Gmail\uff09\uff0c\u652f\u6301\u6761\u4ef6\u5206\u652f\u3001\u5faa\u73af\u3001\u4eba\u5de5\u5ba1\u6279\u8282\u70b9\uff0c\u5e76\u81ea\u52a8\u751f\u6210\u6267\u884c\u65e5\u5fd7\u4e0e\u5931\u8d25\u544a\u8b66\u3002<\/p>\n \u5df2\u83b7 300+ \u4e2d\u5c0f\u4f01\u4e1a\u91c7\u7528\uff0c\u5178\u578b\u7528\u4f8b\u5305\u62ec\u9500\u552e\u7ebf\u7d22\u81ea\u52a8\u5206\u914d\u3001\u5165\u804c\u6d41\u7a0b\u81ea\u52a8\u5316\u3001\u5468\u62a5\u6570\u636e\u805a\u5408\u3002<\/p>\n \u53f7\u54e5\u8bf4\uff1a\u5b83\u586b\u8865\u4e86\u2018\u4f4e\u4ee3\u7801\u81ea\u52a8\u5316\u2019\u4e0e\u2018\u4e13\u4e1a Agent \u5f00\u53d1\u2019\u4e4b\u95f4\u7684\u7a7a\u767d\u5730\u5e26\uff1a\u6bd4 Zapier \u66f4\u61c2\u8bed\u4e49\u7406\u89e3\uff08\u80fd\u89e3\u6790\u90ae\u4ef6\u6b63\u6587\u610f\u56fe\uff09\uff0c\u6bd4 LangChain \u66f4\u6613\u4e0a\u624b\uff08\u96f6\u4ee3\u7801\uff09\u3002\u9002\u5408\u884c\u653f\u3001\u8fd0\u8425\u3001\u9500\u552e\u7b49\u975e\u6280\u672f\u5c97\u4f4d\u76f4\u63a5\u642d\u5efa\u6d41\u7a0b Agent\u3002<\/p>\n \u843d\u5730\u63d0\u70b9\uff1a\u884c\u653f\u4e3b\u7ba1\u4eca\u5929\u5c31\u80fd\u7528 ByHand.ai \u628a\u2018\u65b0\u5458\u5de5\u5165\u804c\u6750\u6599\u6536\u96c6\u2019\u505a\u6210\u5168\u81ea\u52a8\u6d41\u7a0b\u2014\u2014\u4e0d\u7528\u7b49 IT \u6392\u671f\uff0c\u4e5f\u4e0d\u7528\u5b66 Python\u3002<\/p>\n Hacker News \u00b7 \u9605\u8bfb\u539f\u6587<\/a><\/p>\n MixedBread \u63a8\u51fa Toast 1\uff0c\u4e00\u4e2a\u4ec5 120KB \u7684 Rust \u7f16\u5199\u7684\u5411\u91cf\u68c0\u7d22\u5e93\uff0c\u652f\u6301\u5728\u6811\u8393\u6d3e\u3001\u624b\u673a\u7b49\u8d44\u6e90\u53d7\u9650\u8bbe\u5907\u4e0a\u5b9e\u65f6\u8fd0\u884c\u8bed\u4e49\u641c\u7d22\u3002<\/p>\n \u5b83\u653e\u5f03\u4f20\u7edf ANN \u7b97\u6cd5\uff0c\u91c7\u7528\u65b0\u578b\u2018\u5206\u5c42\u54c8\u5e0c\u7d22\u5f15\u2019\uff0c\u5728 10 \u4e07\u5411\u91cf\u89c4\u6a21\u4e0b QPS \u8fbe 2300\uff0c\u5185\u5b58\u5360\u7528\u4ec5\u4e3a FAISS \u7684 1\/8\u3002<\/p>\n \u63d0\u4f9b Python\/JS \u7ed1\u5b9a\uff0c\u5f00\u7bb1\u5373\u7528\uff0c\u5df2\u96c6\u6210\u8fdb\u591a\u4e2a\u79bb\u7ebf\u77e5\u8bc6\u5e93 Agent \u548c\u8f66\u8f7d\u8bed\u97f3\u52a9\u624b\u9879\u76ee\u3002<\/p>\n \u53f7\u54e5\u8bf4\uff1a\u8fb9\u7f18 AI \u4e0d\u518d\u53ea\u662f\u2018\u6a21\u578b\u538b\u7f29\u2019\uff0c\u66f4\u662f\u2018\u68c0\u7d22\u7626\u8eab\u2019\u3002Toast 1 \u8ba9\u672c\u5730\u5316 Agent \u6210\u4e3a\u53ef\u80fd\u2014\u2014\u6bd4\u5982\u533b\u7597\u8bbe\u5907\u4e0a\u7684\u79bb\u7ebf\u836f\u54c1\u77e5\u8bc6 Agent\uff0c\u65e0\u9700\u8054\u7f51\u5373\u53ef\u79d2\u7ea7\u54cd\u5e94\u533b\u751f\u67e5\u8be2\u3002<\/p>\n \u843d\u5730\u63d0\u70b9\uff1a\u505a\u786c\u4ef6+AI \u7684\u56e2\u961f\u6ce8\u610f\uff1a\u522b\u518d\u786c\u585e FAISS \u5230\u5d4c\u5165\u5f0f\u8bbe\u5907\u91cc\u4e86\uff0cToast 1 \u7684 120KB \u4f53\u79ef\u548c 2300 QPS\uff0c\u624d\u662f\u771f\u6b63\u7684\u8fb9\u7f18\u53cb\u597d\u3002<\/p>\n Hacker News \u00b7 \u9605\u8bfb\u539f\u6587<\/a><\/p>\n Claude \u5b98\u65b9\u535a\u5ba2\u53d1\u5e03\u300a\u6700\u5927\u5316 Claude Code Sessions \u4ef7\u503c\u300b\u6307\u5357\uff0c\u8be6\u89e3\u5982\u4f55\u8bbe\u7f6e\u4e0a\u4e0b\u6587\u7a97\u53e3\u3001\u7ba1\u7406\u8bb0\u5fc6\u7247\u6bb5\u3001\u5229\u7528 \u2018\/think\u2019 \u6307\u4ee4\u89e6\u53d1\u5206\u6b65\u63a8\u7406\u3002<\/p>\n \u5f3a\u8c03\u2018Session-aware\u2019 \u63d0\u793a\u8bbe\u8ba1\uff1a\u5c06\u9879\u76ee\u7ed3\u6784\u3001\u7ea6\u675f\u6761\u4ef6\u3001\u8fc7\u5f80\u4fee\u6539\u8bb0\u5f55\u4f5c\u4e3a\u5143\u4fe1\u606f\u6ce8\u5165\uff0c\u4f7f Agent \u80fd\u6301\u7eed\u7406\u89e3\u5f00\u53d1\u610f\u56fe\u800c\u975e\u5355\u6b21\u95ee\u7b54\u3002<\/p>\n \u5b9e\u6d4b\u663e\u793a\uff0c\u89c4\u8303\u4f7f\u7528 Session \u540e\uff0c\u4ee3\u7801\u8865\u5168\u51c6\u786e\u7387\u63d0\u5347 37%\uff0c\u91cd\u590d\u89e3\u91ca\u9700\u6c42\u6b21\u6570\u4e0b\u964d 62%\u3002<\/p>\n \u53f7\u54e5\u8bf4\uff1a\u8fd9\u4e0d\u662f\u529f\u80fd\u66f4\u65b0\uff0c\u800c\u662f\u65b9\u6cd5\u8bba\u6c89\u6dc0\u2014\u2014\u5b83\u63ed\u793a\u4e86\u5f53\u524d\u4ee3\u7801\u7c7b Agent \u6700\u5927\u74f6\u9888\u4e0d\u5728\u6a21\u578b\uff0c\u800c\u5728\u2018\u5982\u4f55\u8ba9 AI \u8bb0\u4f4f\u4f60\u662f\u8c01\u3001\u4f60\u5728\u5e72\u4ec0\u4e48\u2019\u3002\u8fd9\u4efd\u6307\u5357\u662f\u7ed9\u6240\u6709\u60f3\u7528 AI \u5199\u4ee3\u7801\u7684\u4eba\u7684\u5fc5\u4fee\u8bfe\u3002<\/p>\n \u843d\u5730\u63d0\u70b9\uff1a\u7a0b\u5e8f\u5458\u522b\u518d\u628a Claude \u5f53\u641c\u7d22\u5f15\u64ce\u7528\u4e86\uff01\u6309\u8fd9\u7bc7\u6307\u5357\u5efa\u597d Session \u4e0a\u4e0b\u6587\uff0c\u4f60\u7684\u4ee3\u7801 Agent \u5c31\u80fd\u8bb0\u4f4f\u4e0a\u5468\u6539\u7684\u63a5\u53e3\u3001\u8fd9\u5468\u8981\u52a0\u7684\u5b57\u6bb5\u3002<\/p>\n Hacker News \u00b7 \u9605\u8bfb\u539f\u6587<\/a><\/p>\n LuaCAD \u662f\u4e00\u6b3e\u5f00\u6e90\u53c2\u6570\u5316 CAD \u5de5\u5177\uff0c\u7528 Lua \u8bed\u8a00\u66ff\u4ee3 OpenSCAD \u7684 DSL\uff0c\u652f\u6301\u8fd0\u7b97\u7b26\u91cd\u8f7d\uff08a + b \u8868\u793a\u5e76\u96c6\uff09\u3001\u51fd\u6570\u5f0f\u5efa\u6a21\u4e0e\u5b9e\u65f6\u9884\u89c8\u3002<\/p>\n \u63d0\u4f9b CLI \u4e0e\u684c\u9762 App\uff0c\u5185\u7f6e\u6587\u672c\u7f16\u8f91\u5668\u4e0e 3D \u9884\u89c8\u533a\uff0c\u6a21\u578b\u53ef\u5bfc\u51fa\u4e3a STL\/STEP\uff0c\u517c\u5bb9\u4e3b\u6d41 CNC \u4e0e 3D \u6253\u5370\u6d41\u7a0b\u3002<\/p>\n \u76ee\u6807\u7528\u6237\u662f\u673a\u68b0\u5de5\u7a0b\u5e08\u4e0e\u786c\u4ef6\u521b\u5ba2\uff0c\u5c24\u5176\u9002\u5408\u9700\u9891\u7e41\u8fed\u4ee3\u7ed3\u6784\u8bbe\u8ba1\u3001\u4e14\u4e60\u60ef\u7f16\u7a0b\u800c\u975e GUI \u62d6\u62fd\u7684\u56e2\u961f\u3002<\/p>\n \u53f7\u54e5\u8bf4\uff1a\u5b83\u628a CAD \u4ece\u2018\u7ed8\u56fe\u5de5\u5177\u2019\u62c9\u56de\u2018\u7f16\u7a0b\u8bed\u8a00\u2019\u672c\u8d28\u2014\u2014\u5f53\u4f60\u9700\u8981 100 \u4e2a\u5c3a\u5bf8\u5fae\u8c03\u7684\u652f\u67b6\u53d8\u4f53\uff0c\u5199\u4e2a for \u5faa\u73af\u6bd4\u624b\u52a8\u62d6\u6ed1\u5757\u5feb\u5341\u500d\u3002\u5bf9\u5236\u9020\u7c7b\u4f01\u4e1a\u505a\u5b9a\u5236\u5316\u96f6\u90e8\u4ef6 Agent\uff0c\u8fd9\u662f\u6781\u4f73\u7684\u5e95\u5c42\u5efa\u6a21\u5f15\u64ce\u3002<\/p>\n \u843d\u5730\u63d0\u70b9\uff1a\u505a\u975e\u6807\u8bbe\u5907\u7684\u5de5\u7a0b\u5e08\uff0c\u522b\u518d\u7528 SolidWorks \u624b\u52a8\u6539\u5c3a\u5bf8\u4e86\uff0c\u7528 LuaCAD \u5199\u4e2a\u811a\u672c\uff0c\u4e00\u952e\u751f\u6210 50 \u79cd\u5b89\u88c5\u5b54\u4f4d\u7ec4\u5408\u3002<\/p>\n Hacker News \u00b7 \u9605\u8bfb\u539f\u6587<\/a><\/p>\n \u2018Your AI Slop Bores Me\u2019 \u662f\u4e00\u4e2a\u53cc\u9762\u677f\u7f51\u9875\u5de5\u5177\uff1a\u5de6\u4fa7\u8f93\u5165\u4eba\u7c7b\u8bf7\u6c42\uff08\u5982\u2018\u5199\u5c01\u8f9e\u804c\u4fe1\u2019\uff09\uff0c\u53f3\u4fa7\u7531\u771f\u4eba\u626e\u6f14 AI \u6a21\u62df\u54cd\u5e94\uff0c\u5f3a\u5236\u66b4\u9732\u6a21\u7cca\u6307\u4ee4\u7684\u540e\u679c\u3002<\/p>\n \u5b83\u4e0d\u8bad\u7ec3\u6a21\u578b\uff0c\u800c\u662f\u8bad\u7ec3\u4eba\u2014\u2014\u901a\u8fc7\u5373\u65f6\u53cd\u9988\uff08\u5982\u2018\u4f60\u6ca1\u8bf4\u8bed\u6c14\u8981\u6b63\u5f0f\u8fd8\u662f\u5e7d\u9ed8\u2019\uff09\uff0c\u5012\u903c\u7528\u6237\u5199\u51fa\u5177\u4f53\u3001\u53ef\u6267\u884c\u3001\u5e26\u7ea6\u675f\u7684\u63d0\u793a\u3002<\/p>\n \u5df2\u88ab\u591a\u6240\u9ad8\u6821 AI \u8bfe\u7a0b\u7528\u4f5c\u6559\u5b66\u5de5\u5177\uff0c\u6570\u636e\u663e\u793a\u5b66\u751f\u63d0\u793a\u8d28\u91cf\u5e73\u5747\u63d0\u5347 2.3 \u500d\u3002<\/p>\n \u53f7\u54e5\u8bf4\uff1a\u6240\u6709 Agent \u843d\u5730\u5931\u8d25\uff0c\u6839\u6e90\u5e38\u4e0d\u5728\u6280\u672f\u800c\u5728\u2018\u4eba\u4e0d\u4f1a\u63d0\u9700\u6c42\u2019\u3002\u8fd9\u4e2a\u5de5\u5177\u7528\u6e38\u620f\u5316\u65b9\u5f0f\u76f4\u51fb\u75db\u70b9\uff1a\u8ba9\u4f60\u4eb2\u8eab\u4f53\u9a8c\u7cdf\u7cd5\u63d0\u793a\u5e26\u6765\u7684\u707e\u96be\u6027\u8f93\u51fa\uff0c\u6bd4\u4efb\u4f55\u6559\u7a0b\u90fd\u7ba1\u7528\u3002<\/p>\n \u843d\u5730\u63d0\u70b9\uff1a\u8ba9\u5ba2\u670d\u4e3b\u7ba1\u73a9 10 \u5206\u949f\u8fd9\u4e2a\u5de5\u5177\uff0c\u5979\u9a6c\u4e0a\u660e\u767d\u4e3a\u4ec0\u4e48\u2018\u5e2e\u6211\u5904\u7406\u5ba2\u6237\u6295\u8bc9\u2019\u4e0d\u5982\u2018\u7528\u6e29\u548c\u4f46\u575a\u5b9a\u8bed\u6c14\uff0c\u8865\u507f 50 \u5143\u5238\uff0c2 \u5c0f\u65f6\u5185\u56de\u590d\u2019\u597d\u3002<\/p>\n The Verge AI \u00b7 \u9605\u8bfb\u539f\u6587<\/a><\/p>\n The Decoder \u62a5\u9053\uff0c\u8d85 20 \u4e07\u672c AI \u751f\u6210\u56fe\u4e66\u6d8c\u5165 Kindle \u5546\u5e97\uff0c\u591a\u4e3a\u2018\u5173\u952e\u8bcd\u5806\u780c+\u6a21\u677f\u586b\u5145\u2019\uff0c\u8986\u76d6\u2018\u51a5\u60f3\u5f15\u5bfc\u2019\u2018\u7f16\u7a0b\u5165\u95e8\u2019\u7b49\u9ad8\u9891\u5782\u7c7b\u3002<\/p>\n \u4eba\u5de5\u4f5c\u8005\u53cd\u9988\uff0c\u540c\u7c7b\u4e66\u7c4d\u9500\u91cf\u5e73\u5747\u4e0b\u964d 47%\uff0c\u90e8\u5206\u4f5c\u8005\u88ab\u8feb\u8f6c\u5411 Patreon \u6216\u7ebf\u4e0b\u51fa\u7248\u4ee5\u7ef4\u6301\u6536\u5165\u3002<\/p>\n \u4e9a\u9a6c\u900a\u5df2\u542f\u52a8\u2018AI \u5185\u5bb9\u6807\u8bc6\u8ba1\u5212\u2019\uff0c\u4f46\u4ec5\u9760\u5143\u6570\u636e\u6807\u8bb0\uff0c\u65e0\u6cd5\u963b\u6b62\u7b97\u6cd5\u63a8\u8350\u7cfb\u7edf\u6301\u7eed\u5206\u53d1\u4f4e\u8d28\u5185\u5bb9\u3002<\/p>\n \u53f7\u54e5\u8bf4\uff1a\u8fd9\u4e0d\u662f\u5185\u5bb9\u5371\u673a\uff0c\u800c\u662f\u6e20\u9053\u4fe1\u4efb\u5371\u673a\u3002\u5bf9\u51fa\u7248\u3001\u6559\u80b2\u3001\u77e5\u8bc6\u4ed8\u8d39\u884c\u4e1a\u6572\u54cd\u8b66\u949f\uff1a\u5f53 AI \u80fd\u65e0\u9650\u91cf\u4ea7\u2018\u591f\u7528\u2019\u5185\u5bb9\uff0c\u7528\u6237\u5c06\u66f4\u4f9d\u8d56\u53ef\u4fe1\u54c1\u724c\u4e0e\u4eba\u5de5\u80cc\u4e66\u2014\u2014\u673a\u6784\u9700\u52a0\u901f\u6784\u5efa\u2018\u4eba\u673a\u534f\u540c\u2019\u7684\u5185\u5bb9\u62a4\u57ce\u6cb3\u3002<\/p>\n \u843d\u5730\u63d0\u70b9\uff1a\u51fa\u7248\u793e\u522b\u518d\u7ea0\u7ed3\u8981\u4e0d\u8981\u7528 AI \u5199\u7a3f\u4e86\uff0c\u8d76\u7d27\u7ed9\u7f16\u8f91\u914d Agent \u67e5\u91cd+\u98ce\u683c\u6821\u9a8c\uff0c\u5b88\u4f4f\u2018\u4eba\u5de5\u7ec8\u5ba1\u2019\u8fd9\u4e00\u6700\u540e\u9632\u7ebf\u3002<\/p>\n The Decoder \u00b7 \u9605\u8bfb\u539f\u6587<\/a><\/p>\n \u7f8e\u56fd\u67d0\u6c11\u4e8b\u6848\u4ef6\u4e2d\uff0c\u539f\u544a\u5728 PDF \u6cd5\u5f8b\u6587\u4e66\u4e2d\u5d4c\u5165\u4e0d\u53ef\u89c1 Unicode \u5b57\u7b26\u4e0e\u7279\u6b8a\u7a7a\u683c\uff0c\u6784\u6210\u2018\u9690\u5f62 prompt\u2019\uff0c\u8bf1\u5bfc\u6cd5\u9662 AI \u5ba1\u67e5\u7cfb\u7edf\u9519\u8bef\u5f52\u7c7b\u5173\u952e\u8bc1\u636e\u3002<\/p>\n \u8be5\u624b\u6cd5\u5229\u7528\u6a21\u578b\u5bf9\u7a7a\u767d\u5b57\u7b26\u7684\u654f\u611f\u6027\uff0c\u7ed5\u8fc7\u5e38\u89c4\u6587\u672c\u6e05\u6d17\uff0c\u88ab\u5b89\u5168\u7814\u7a76\u5458\u79f0\u4e3a\u2018\u53f8\u6cd5\u9886\u57df\u7684 prompt \u6ce8\u5165\u653b\u51fb\u2019\u3002<\/p>\n \u6cd5\u9662\u5df2\u7d27\u6025\u6682\u505c\u76f8\u5173 AI \u5ba1\u67e5\u6a21\u5757\uff0c\u5e76\u8981\u6c42\u6240\u6709\u7535\u5b50\u63d0\u4ea4\u6587\u4ef6\u589e\u52a0\u2018AI \u5e72\u6270\u68c0\u6d4b\u2019\u524d\u7f6e\u626b\u63cf\u3002<\/p>\n \u53f7\u54e5\u8bf4\uff1a\u8fd9\u662f\u9996\u4e2a\u516c\u5f00\u7684\u3001\u9488\u5bf9\u53f8\u6cd5 AI \u7684\u5bf9\u6297\u6027\u653b\u51fb\u6848\u4f8b\u3002\u5b83\u66b4\u9732\u4e86\u653f\u52a1\/\u6cd5\u5f8b\u9886\u57df\u81ea\u52a8\u5316\u843d\u5730\u7684\u6700\u5927\u8f6f\u808b\uff1a\u6d41\u7a0b\u6570\u5b57\u5316 \u2260 \u5b89\u5168\u6570\u5b57\u5316\u3002\u6240\u6709\u7528 AI \u5904\u7406\u516c\u6587\u7684\u5355\u4f4d\uff0c\u5fc5\u987b\u628a\u2018\u6297\u6ce8\u5165\u2019\u5199\u8fdb\u91c7\u8d2d\u5408\u540c\u3002<\/p>\n \u843d\u5730\u63d0\u70b9\uff1a\u6cd5\u52a1\u90e8\u4e0a\u7ebf AI \u5408\u540c\u5ba1\u67e5\u524d\uff0c\u5148\u8ba9\u7ea2\u961f\u7528\u8fd9\u79cd\u9690\u5f62\u5b57\u7b26\u6d4b\u4e00\u904d\u2014\u2014\u522b\u7b49\u88ab\u544a\u7528\u540c\u6837\u624b\u6cd5\u53cd\u6740\u4f60\u3002<\/p>\n The Decoder \u00b7 \u9605\u8bfb\u539f\u6587<\/a><\/p>\n \u963f\u5c14\u8328\u6d77\u9ed8\u75c5\u534f\u4f1a\u671f\u520a\u53d1\u8868\u7814\u7a76\uff0c\u57fa\u4e8e 12 \u4e07\u4efd\u7535\u5b50\u5065\u5eb7\u8bb0\u5f55\u7684 AI \u5173\u8054\u5206\u6790\u53d1\u73b0\uff0c\u4f7f\u7528 Semaglutide \u7684\u7cd6\u5c3f\u75c5\u60a3\u8005\uff0c5 \u5e74\u540e\u75f4\u5446\u9884\u6d4b\u98ce\u9669\u964d\u4f4e 22%\u3002<\/p>\n \u7814\u7a76\u5168\u7a0b\u7531 AI \u5b8c\u6210\u6df7\u6742\u56e0\u7d20\u6821\u6b63\u3001\u4e9a\u7ec4\u5212\u5206\u4e0e\u56e0\u679c\u63a8\u65ad\u6a21\u62df\uff0c\u8017\u65f6\u4ec5 11 \u5929\uff0c\u8fdc\u5feb\u4e8e\u4f20\u7edf\u961f\u5217\u7814\u7a76\u7684\u5e73\u5747 3.2 \u5e74\u3002<\/p>\n \u8be5\u6210\u679c\u5df2\u63a8\u52a8 FDA \u542f\u52a8 II \u671f\u4e34\u5e8a\u8bd5\u9a8c\uff0c\u9a8c\u8bc1\u5176\u795e\u7ecf\u4fdd\u62a4\u6f5c\u529b\u3002<\/p>\n \u53f7\u54e5\u8bf4\uff1a\u8fd9\u4e0d\u662f\u836f\u6548\u7a81\u7834\uff0c\u800c\u662f AI \u52a0\u901f\u533b\u5b66\u53d1\u73b0\u7684\u8303\u672c\uff1a\u5b83\u8df3\u8fc7\u2018\u5047\u8bbe\u2192\u5b9e\u9a8c\u2019\u6f2b\u957f\u5faa\u73af\uff0c\u76f4\u63a5\u4ece\u771f\u5b9e\u4e16\u754c\u6570\u636e\u4e2d\u6316\u6398\u9690\u85cf\u5173\u8054\u3002\u5bf9\u836f\u4f01\u3001\u533b\u9662\u79d1\u7814\u90e8\u95e8\uff0c\u8fd9\u662f\u53ef\u590d\u7528\u7684 RWD\uff08\u771f\u5b9e\u4e16\u754c\u6570\u636e\uff09\u5206\u6790 Agent \u6a21\u677f\u3002<\/p>\n \u843d\u5730\u63d0\u70b9\uff1a\u4e09\u7532\u533b\u9662\u4fe1\u606f\u79d1\u522b\u53ea\u76ef\u7740 AI \u5f71\u50cf\u4e86\uff0c\u7528\u8fd9\u5957 RWD \u5206\u6790 Agent \u6316\u6398\u4f60\u9662 HIS \u6570\u636e\uff0c\u4e0b\u4e00\u4e2a\u2018Semaglutide \u5f0f\u53d1\u73b0\u2019\u53ef\u80fd\u5c31\u5728\u4f60\u624b\u91cc\u3002<\/p>\n Hacker News \u00b7 \u9605\u8bfb\u539f\u6587<\/a><\/p>\n TechCrunch \u786e\u8ba4 SpaceX \u5b8c\u6210\u5bf9 Cursor \u7684\u6536\u8d2d\uff0c\u540e\u8005\u5c06\u6df1\u5ea6\u6574\u5408\u8fdb\u661f\u8230\uff08Starship\uff09\u8f6f\u4ef6\u5f00\u53d1\u6d41\u7a0b\uff0c\u652f\u6301\u81ea\u52a8\u4ee3\u7801\u5ba1\u67e5\u3001\u822a\u5929\u5668\u56fa\u4ef6\u751f\u6210\u4e0e\u5f02\u5e38\u65e5\u5fd7\u5f52\u56e0\u3002<\/p>\n Cursor \u7684 AI \u7f16\u7a0b\u80fd\u529b\u5c06\u4e0e SpaceX \u81ea\u7814\u7684\u98de\u884c\u63a7\u5236\u4eff\u771f\u73af\u5883\u6253\u901a\uff0c\u5b9e\u73b0\u2018\u5199\u4ee3\u7801\u2192\u81ea\u52a8\u4eff\u771f\u2192\u751f\u6210\u6d4b\u8bd5\u7528\u4f8b\u2192\u90e8\u7f72\u9a8c\u8bc1\u2019\u5168\u94fe\u8def\u81ea\u52a8\u5316\u3002<\/p>\n \u6b64\u4e3e\u6807\u5fd7\u822a\u5929\u4e1a\u8fdb\u5165\u2018AI \u539f\u751f\u5f00\u53d1\u2019\u65f6\u4ee3\uff0c\u8f6f\u4ef6\u4ea4\u4ed8\u5468\u671f\u9884\u8ba1\u7f29\u77ed 40%\uff0c\u5173\u952e\u8def\u5f84\u4ee3\u7801\u7f3a\u9677\u7387\u4e0b\u964d 65%\u3002<\/p>\n \u53f7\u54e5\u8bf4\uff1a\u8fd9\u4e0d\u662f\u79d1\u6280\u5de8\u5934\u4e70\u5de5\u5177\uff0c\u800c\u662f\u786c\u79d1\u6280\u516c\u53f8\u7528 AI \u91cd\u6784\u6838\u5fc3\u7814\u53d1\u6d41\u7a0b\u3002\u5bf9\u9ad8\u7aef\u5236\u9020\u3001\u80fd\u6e90\u3001\u8f68\u9053\u4ea4\u901a\u7b49\u884c\u4e1a\uff0c\u5b83\u8bc1\u660e\uff1a\u6700\u4e25\u82db\u7684\u5de5\u7a0b\u573a\u666f\uff0c\u6070\u6070\u662f AI \u81ea\u52a8\u5316 ROI \u6700\u9ad8\u7684\u6218\u573a\u3002<\/p>\n \u843d\u5730\u63d0\u70b9\uff1a\u91cd\u5de5\u4f01\u4e1a\u522b\u53ea\u7fa1\u6155 SpaceX\uff0c\u5148\u628a\u4f60\u4eec\u7684 PLC \u7f16\u7a0b\u73af\u5883\u548c MES \u65e5\u5fd7\u8fde\u8d77\u6765\uff0c\u7528 Cursor \u7c7b\u5de5\u5177\u505a\u4e2a\u2018\u6545\u969c\u4ee3\u7801\u81ea\u4fee\u590d\u2019Agent\uff0c\u6bd4\u4e70\u65b0\u4ea7\u7ebf\u66f4\u7701\u94b1\u3002<\/p>\n TechCrunch AI \u00b7 \u9605\u8bfb\u539f\u6587<\/a><\/p>\n \u53f2\u5bc6\u68ee\u5b66\u4f1a\u62a5\u9053\uff0c\u9996\u6b3e FDA \u6279\u51c6\u7684\u5bb6\u7528\u8731\u866b\u611f\u67d3\u68c0\u6d4b\u8bd5\u5242\u76d2\u4e0a\u5e02\uff0c\u7528\u6237\u91c7\u6837\u540e\u62cd\u7167\uff0cAI \u56fe\u50cf\u8bc6\u522b\u6a21\u578b 3 \u5206\u949f\u5185\u5224\u65ad\u662f\u5426\u643a\u5e26\u83b1\u59c6\u75c5\u75c5\u539f\u4f53\u3002<\/p>\n \u8be5 AI \u6a21\u578b\u7ecf 17 \u4e07\u5f20\u8731\u866b\u663e\u5fae\u56fe\u50cf\u8bad\u7ec3\uff0c\u5728\u91ce\u5916\u590d\u6742\u5149\u7167\u4e0e\u89d2\u5ea6\u4e0b\u51c6\u786e\u7387\u8fbe 94.2%\uff0c\u8fdc\u8d85\u4eba\u7c7b\u4e13\u5bb6\u5e73\u5747 78%\u3002<\/p>\n \u5df2\u63a5\u5165\u7f8e\u56fd CDC \u516c\u5171\u536b\u751f\u9884\u8b66\u7cfb\u7edf\uff0c\u9633\u6027\u7ed3\u679c\u81ea\u52a8\u89e6\u53d1\u533a\u57df\u8731\u866b\u5bc6\u5ea6\u70ed\u529b\u56fe\u66f4\u65b0\u3002<\/p>\n \u53f7\u54e5\u8bf4\uff1a\u8fd9\u662f AI \u843d\u5730\u516c\u5171\u536b\u751f\u7684\u6807\u6746\u6848\u4f8b\uff1a\u4e0d\u53d6\u4ee3\u533b\u751f\uff0c\u800c\u662f\u628a\u4e13\u4e1a\u80fd\u529b\u2018\u5c01\u88c5\u2019\u6210\u6d88\u8d39\u54c1\u3002\u5bf9\u533b\u7597\u8bbe\u5907\u5546\u3001\u57fa\u5c42\u536b\u751f\u673a\u6784\uff0c\u5b83\u5c55\u793a\u4e86\u2018AI+\u5feb\u68c0\u2019\u5982\u4f55\u4e0b\u6c89\u5230\u6700\u540e\u4e00\u516c\u91cc\u3002<\/p>\n \u843d\u5730\u63d0\u70b9\uff1a\u793e\u533a\u533b\u9662\u68c0\u9a8c\u79d1\u660e\u5929\u5c31\u80fd\u4e0a\u7ebf\u8fd9\u4e2a\u6a21\u5f0f\u2014\u2014\u7528\u624b\u673a\u62cd\u8840\u5e38\u89c4\u62a5\u544a\u5355\uff0cAI \u81ea\u52a8\u5708\u51fa\u5f02\u5e38\u9879\u5e76\u63a8\u9001\u5904\u7f6e\u5efa\u8bae\u3002<\/p>\n Hacker News \u00b7 \u9605\u8bfb\u539f\u6587<\/a><\/p>\n \u2014\u2014\u2014\u2014 \u5173\u4e8e\u6211\u4eec \u2014\u2014\u2014\u2014<\/p>\n \u300c\u53f7\u54e5\u804aAI\u300d\u4e13\u6ce8 AI \u843d\u5730\uff1a\u5e2e\u4f01\u4e1a\u628a\u91cd\u590d\u3001\u8de8\u7cfb\u7edf\u7684\u6d41\u7a0b\u505a\u6210 AI Agent\uff08\u91c7\u8d2d\u3001\u5ba2\u670d\u3001\u5355\u636e\u3001\u62a5\u8868\u2026\u2026\uff09\u3002<\/p>\n \u00b7 \u60f3\u8ba9\u516c\u53f8\u67d0\u4e2a\u6d41\u7a0b\u81ea\u52a8\u5316 \u2014\u2014 \u5728\u672c\u53f7\u3010\u53d1\u6d88\u606f\u56de\u590d\u300c\u81ea\u52a8\u5316\u300d\u3011\uff0c\u6211\u4eec\u5e2e\u4f60\u770b\u770b\u80fd\u600e\u4e48\u843d\u5730\uff1b<\/p>\n \u00b7 \u60f3\u5b66 Agent \u5f00\u53d1 \/ AI \u5de5\u5177 \u2014\u2014 \u5173\u6ce8\u672c\u53f7\uff0c\u6bcf\u5929\u66f4\u65b0\u3002<\/p>\n \u672c\u6587\u4e3a \u56fd\u5916\u6700\u65b0\u7684AI\u8d44\u8baf\u6458\u8981\u4e0e\u70b9\u8bc4\uff0c\u975e\u539f\u6587\u8f6c\u8f7d\uff1b\u7248\u6743\u5f52\u539f\u4f5c\u8005\u6240\u6709\uff0c\u70b9\u51fb\u94fe\u63a5\u53ef\u8bfb\u539f\u6587\u3002<\/p>\n \ud83d\udcda \u5f80\u671f\u56de\u987e<\/p>\n \u6709\u4eba\u628a\u6574\u5957\u62a5\u5173\u6d41\u7a0b\u4ea4\u7ed9\u4e86 Agent\uff0c\u4eba\u53ea\u7b7e\u5b57\uff1b\u800c Flue 2 \u8ba9\u4f60\u50cf\u5199\u524d\u7aef\u4e00\u6837\u5199 Agent\u2014\u2014\u4e0d\u7528\u518d\u62fc\u63a5\u63d0\u793a\u8bcd\u3001\u8c03\u5ea6\u5de5\u5177\u3001\u7ba1\u7406\u72b6\u6001\u3002<\/p>\n","protected":false},"author":1,"featured_media":440,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"_kad_post_classname":"","footnotes":""},"categories":[2],"tags":[],"class_list":["post-441","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-daily"],"_links":{"self":[{"href":"https:\/\/www.idolool.com\/ai\/wp-json\/wp\/v2\/posts\/441","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.idolool.com\/ai\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.idolool.com\/ai\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.idolool.com\/ai\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.idolool.com\/ai\/wp-json\/wp\/v2\/comments?post=441"}],"version-history":[{"count":0,"href":"https:\/\/www.idolool.com\/ai\/wp-json\/wp\/v2\/posts\/441\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.idolool.com\/ai\/wp-json\/wp\/v2\/media\/440"}],"wp:attachment":[{"href":"https:\/\/www.idolool.com\/ai\/wp-json\/wp\/v2\/media?parent=441"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.idolool.com\/ai\/wp-json\/wp\/v2\/categories?post=441"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.idolool.com\/ai\/wp-json\/wp\/v2\/tags?post=441"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
\n2. Qwen3 + XYZ-Aquila-SFT \u5b9e\u73b0\u5de5\u5177\u8c03\u7528LLM\u7aef\u5230\u7aef\u5fae\u8c03<\/h2>\n
![](\"https:\/\/www.marktechpost.com\/wp-content\/uploads\/2026\/08\/high-level-description-a-technical-blog-_5AG3Iyc0VjSdIZeicRyigA_2cowwTLwQFCPuQ3W-T8BlA-1024x768.png\")
<\/p>\n
\n3. World Labs\u7528\u5355\u4e2a\u771f\u5b9e\u673a\u5668\u4eba\u4efb\u52a1\u751f\u6210\u6570\u5343\u79cd\u4eff\u771f\u53d8\u4f53<\/h2>\n
![](\"https:\/\/the-decoder.com\/wp-content\/uploads\/2026\/08\/worldlabs-r2s2r-06-scenix-brand.jpg\")
<\/p>\n
\n4. ThoughtDAG\uff1a\u4e3aLLM\u5bf9\u8bdd\u6784\u5efa\u53ef\u7f16\u8f91\u7684\u4e0a\u4e0b\u6587\u56fe\u8c31<\/h2>\n
![](\"https:\/\/chenxiachan.github.io\/thoughtdag\/assets\/thoughtdag-story-poster-en-horizontal.jpg\")
<\/p>\n
\n5. Anthropic\u4e0a\u7ebfClaude\u6c34\u5370\u68c0\u6d4bAPI\uff0c\u7b2c\u4e09\u65b9\u53ef\u9a8c\u8bc1AI\u6587\u672c\u6765\u6e90<\/h2>\n
![](\"https:\/\/the-decoder.com\/wp-content\/uploads\/2026\/08\/anthropic_claude.png\")
<\/p>\n
\nAI \u5de5\u5177 \u00b7 \u5b9e\u6d4b\u4e0a\u65b0<\/h2>\n
1. ByHand.ai\uff1a\u9762\u5411\u975e\u7a0b\u5e8f\u5458\u7684\u53ef\u89c6\u5316Agent\u6784\u5efa\u5e73\u53f0<\/h2>\n
![](\"https:\/\/substackcdn.com\/image\/fetch\/$s_!uug6!,f_auto,q_auto:best,fl_progressive:steep\/https%3A%2F%2Faibyhand.substack.com%2Ftwitter%2Fsubscribe-card.jpg%3Fv%3D-636237388%26version%3D9\")
<\/p>\n
\n2. Toast 1\u53d1\u5e03\uff1a\u8f7b\u91cf\u7ea7\u5411\u91cf\u68c0\u7d22\u5e93\uff0c\u4e13\u4e3a\u8fb9\u7f18\u8bbe\u5907\u4f18\u5316<\/h2>\n
![](\"https:\/\/www.mixedbread.com\/images\/blog\/toast-1\/intro-toast-1.jpg\")
<\/p>\n
\n3. Claude Code Sessions\u4f18\u5316\u6307\u5357\uff1a\u63d0\u5347\u4ee3\u7801Agent\u534f\u4f5c\u6548\u7387<\/h2>\n
\n4. LuaCAD\uff1a\u7528 Lua \u811a\u672c\u7f16\u5199\u53c2\u6570\u5316CAD\u6a21\u578b<\/h2>\n
![](\"https:\/\/luacad.ad-si.com\/images\/luacad-studio-screenshot.png\")
<\/p>\n
\n5. Your AI Slop Bores Me\uff1a\u7528\u89d2\u8272\u626e\u6f14\u53cd\u5411\u8bad\u7ec3\u4eba\u7c7b\u63d0\u793a\u80fd\u529b<\/h2>\n
![](\"https:\/\/platform.theverge.com\/wp-content\/uploads\/sites\/2\/2026\/08\/Screenshot-2026-08-15-at-4.40.53-PM.png?quality=90&strip=all&crop=8.7465986394558%2C0%2C82.506802721088%2C100&w=1200\")
<\/p>\n
\n\u884c\u4e1a AI \u843d\u5730<\/h2>\n
1. \u4e9a\u9a6c\u900aKindle\u906dAI\u751f\u6210\u4e66\u6d77\u5578\u51b2\u51fb\uff0c\u4eba\u5de5\u4f5c\u8005\u9500\u91cf\u8170\u65a9<\/h2>\n
![](\"https:\/\/the-decoder.com\/wp-content\/uploads\/2026\/08\/AI-generated-books-dilute-Amazon-Kindle-Nano-Banana-Pro.jpg\")
<\/p>\n
\n2. \u539f\u544a\u5728\u6cd5\u9662\u6587\u4ef6\u4e2d\u9690\u85cf\u9690\u5f62AI\u6307\u4ee4\uff0c\u5e72\u6270\u81ea\u52a8\u5316\u5ba1\u67e5\u7cfb\u7edf<\/h2>\n
![](\"https:\/\/the-decoder.com\/wp-content\/uploads\/2026\/08\/trojanisches-pferd-prompt-injection-1200x670.png\")
<\/p>\n
\n3. Semaglutide\u836f\u7269\u5173\u8054\u66f4\u4f4e\u9884\u6d4b\u75f4\u5446\u98ce\u9669\uff0cAI\u8f85\u52a9\u4e34\u5e8a\u7814\u7a76\u63d0\u901f<\/h2>\n
\n4. SpaceX\u6b63\u5f0f\u6536\u8d2dAI\u7f16\u7a0b\u5de5\u5177Cursor\uff0c\u5f3a\u5316\u661f\u8230\u8f6f\u4ef6\u5de5\u7a0b\u95ed\u73af<\/h2>\n
![](\"https:\/\/techcrunch.com\/wp-content\/uploads\/2026\/07\/cursor.jpg?resize=1200,800\")
<\/p>\n
\n5. \u9996\u6b3e\u5bb6\u7528\u8731\u866b\u611f\u67d3\u68c0\u6d4b\u8bd5\u5242\u76d2\u95ee\u4e16\uff0cAI\u56fe\u50cf\u8bc6\u522b\u8f85\u52a9\u5224\u8bfb<\/h2>\n
![](\"https:\/\/th-thumbnailer.cdn-si-edu.com\/zHvX_MeCmgyz7Mfc3JnZBzfRUgU=\/fit-in\/1600x0\/filters:focal(1061x707:1062x708)\/https:\/\/tf-cmsv2-smithsonianmag-media.s3.amazonaws.com\/filer_public\/44\/ad\/44ad8f8b-e8c6-4c3b-9d22-10eececf06c3\/gettyimages-1602304607.jpg\")
<\/p>\n
\n\n