{ "version": "https://jsonfeed.org/version/1", "title": "\u7a0b\u5e8f\u5458", "description": "While code monkeys are not eating bananas, they're coding.", "home_page_url": "https://www.v2ex.com/go/programmer", "feed_url": "https://www.v2ex.com/feed/programmer.json", "icon": "https://cdn.v2ex.com/navatar/94f6/d7e0/300_large.png?m=1733731195", "favicon": "https://cdn.v2ex.com/navatar/94f6/d7e0/300_normal.png?m=1733731195", "items": [ { "author": { "url": "https://www.v2ex.com/member/shyrock2026", "name": "shyrock2026", "avatar": "https://cdn.v2ex.com/gravatar/04c71681b01226abac7c5771925c3a63?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1206385", "date_modified": "2026-04-16T08:41:58+00:00", "content_html": "

rt

\n

\u6211\u53cd\u6b63\u611f\u89c9\u5fc3\u4e2d\u4e00\u4e07\u5339\u8349\u6ce5\u9a6c\u5954\u8fc7\u3002\u3002\u3002

\n", "date_published": "2026-04-16T08:41:43+00:00", "title": "\u5982\u679c\u4e1a\u52a1\u90e8\u95e8\u9886\u5bfc\u4e0d\u8981\u4f60\u5f00\u53d1\u529f\u80fd\uff0c\u800c\u662f\u8981\u6c42\u4f60\u6559\u4f1a\u5b83\u7528 claude code \u5f00\u53d1\u529f\u80fd\uff0c\u4f60\u4f1a\u600e\u4e48\u505a\uff1f", "id": "https://www.v2ex.com/t/1206385" }, { "author": { "url": "https://www.v2ex.com/member/waldentree", "name": "waldentree", "avatar": "https://cdn.v2ex.com/avatar/f8b8/3b78/347584_large.png?m=1747388806" }, "url": "https://www.v2ex.com/t/1206379", "title": "\u5b57\u8282\u4e3a\u5565\u4e0d\u51fa\u4e2a\u56fd\u5185\u7248 Vercel\uff1f", "id": "https://www.v2ex.com/t/1206379", "date_published": "2026-04-16T08:20:31+00:00", "content_html": "

\u5b57\u8282/\u706b\u5c71\u5f15\u64ce\u4e3a\u5565\u4e0d\u51fa\u4e2a\u56fd\u5185\u7248 Vercel \u5462\uff1f\u7ed3\u5408 Trae \u5f00\u53d1\u540e\u76f4\u63a5\u5feb\u901f\u90e8\u7f72\uff0c\u65e2\u80fd\u5438\u5f15\u66f4\u591a\u5165\u95e8\u5f00\u53d1\u8005\uff0c\u8fd8\u80fd\u5356\u670d\u52a1\u5668\u3002

\n" }, { "author": { "url": "https://www.v2ex.com/member/Hermitist", "name": "Hermitist", "avatar": "https://cdn.v2ex.com/gravatar/da6c1e355f86d79cd2887cb34a3c864e?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1206378", "title": "\u6709\u5728\u5927\u9a6c\u7684\u670b\u53cb\u5417? \u95ee\u4e2a\u8fd0\u8425\u5546\u95ee\u9898", "id": "https://www.v2ex.com/t/1206378", "date_published": "2026-04-16T08:18:04+00:00", "content_html": "unifi \u8fd0\u8425\u5546\u4f1a\u5728\u5bb6\u5bbd\u9650\u5236\u5165\u7ad9\u5417? \u6211\u77e5\u9053 ipv4 \u5927\u6982\u7387\u4f1a\u5c01, \u4f46\u60f3\u95ee\u95ee IPV6 \u7684\u60c5\u51b5?" }, { "author": { "url": "https://www.v2ex.com/member/kenshinhu", "name": "kenshinhu", "avatar": "https://cdn.v2ex.com/avatar/4b84/2771/88764_large.png?m=1772689002" }, "url": "https://www.v2ex.com/t/1206369", "title": "\u73b0\u5728 Apple \u5f00\u53d1\u8005\u5e33\u865f\u61c9\u8a72\u662f\u7528\u54ea\u4e2a\u5730\u533a\u4f1a\u66f4\u597d\uff1f", "id": "https://www.v2ex.com/t/1206369", "date_published": "2026-04-16T07:44:06+00:00", "content_html": "

\u5982\u9898\uff0c\u6700\u8fd1\u4ee5\u89c2\u671b \u82f9\u679c\u5f00\u53d1\u8005\u8fd9\u8fb9\u7684\uff0c\u4f46\u53d1\u73b0\u73b0\u5728 99 \u5200\u7684\u548c\u4ee5\u524d\u4e0d\u4e00\u6837

\n

\u95ee\u4e86\u4e00\u4e0b GPT \u73b0\u5728\u56fd\u5185\u5f00\u53d1\u8005\u662f\u53ef\u4ee5\u4e0a\u67b6\u5230\u6d77\u5916\u7684\uff0c\u4ec5\u662f\u6536\u5e33\u9700\u8981\u62a5\u7a0e\uff1f

\n

\u4f46\u6d77\u5916\u5f00\u53d1\u8005\u5e33\u865f\u5c31\u662f\u76f4\u63a5\u5bf9\u6d77\u5916\u6237\u53e3\uff08\u6e2f\u533a\u5e10\u6237\uff09\uff0c\u4ec5\u8981\u5b9a\u65f6\u7ed3\u6c47\u5c31\u53ef\u4ee5\uff1f

\n

\u5728 V2 \u91cc\u7684\u82f9\u679c\u5f00\u53d1\u8005\u5927\u5927\u4eec\u6709\u54ea\u4e9b\u5efa\u8bae\uff1f \u9084\u662f\u65e0\u8111 \u76f4\u63a5\u5f00\u4e2d\u56fd\u533a\u5f00\u53d1\u8005\u5e33\u865f\uff0c\u540c\u65f6\u7559\u610f\u76f8\u5173\u7684\u76d1\u7ba1\u4fe1\u606f\uff1f

\n" }, { "author": { "url": "https://www.v2ex.com/member/wonder", "name": "wonder", "avatar": "https://cdn.v2ex.com/avatar/c9d3/0f6f/144266_large.png?m=1445744571" }, "url": "https://www.v2ex.com/t/1206348", "title": "ChatGPT Pro 5x \u5957\u9910 \u91cf\u771f\u7684\u5f88\u8db3\uff01", "id": "https://www.v2ex.com/t/1206348", "date_published": "2026-04-16T06:58:54+00:00", "content_html": "

\u6211\u5468\u4e00\u4e0a\u5348\u8ba2\u9605\u7684\u662f Pro 5x (\u5b98\u65b9\u53eb Pro lite)\uff0c\u8fd9\u51e0\u5929\u9ad8\u5f3a\u5ea6\u4f7f\u7528\uff0c\u73b0\u5728\u7684 Weekly Limit \u8fd8\u5269\u4e0b 91%\uff0c\u771f\u7684\u6ca1\u6709\u4e4b\u524d\u7528 Plus \u65f6\u5019\u7684 limit \u7126\u8651\u4e86\u3002

\n

\u4e3b\u8981\u539f\u56e0\u8fd8\u662f\u56e0\u4e3a\u5b98\u65b9\u73b0\u5728 5x \u7ed9\u7684\u662f 10x \u7684\u91cf\uff0c5 \u6708 31 \u65e5\u540e\u6062\u590d\u5230 5x \u91cf\u3002

\n" }, { "author": { "url": "https://www.v2ex.com/member/lynn1su", "name": "lynn1su", "avatar": "https://cdn.v2ex.com/avatar/f59f/474b/434592_large.png?m=1734339081" }, "url": "https://www.v2ex.com/t/1206344", "title": "\u4e3a\u4ec0\u4e48\u5382\u5bb6\u4e0d\u5728 skill/mcp \u8fd9\u7c7b\u7684\u5de5\u5177\u4e2d\u585e\u5e7f\u544a\u5462\uff1f\u8fd9\u6837\u4e0d\u662f\u53ef\u4ee5\u5927\u8d5a\u561b\uff1f", "id": "https://www.v2ex.com/t/1206344", "date_published": "2026-04-16T06:51:53+00:00", "content_html": "\u6bd4\u5982\u643a\u7a0b\uff0c\u98de\u732a\uff0c\u9014\u864e\u4e00\u7c7b\u7684 skill/mcp \uff0c\u5b8c\u5168\u53ef\u4ee5\u8ba9 ai \u5728\u5e2e\u7528\u6237\u751f\u6210\u8d44\u6e90\uff0c\u6216\u8005\u8ba2\u5355\u7684\u65f6\u5019\u987a\u4fbf\u63a8\u9001\u5e7f\u544a\uff0c\u8fd9\u4e0d\u662f\u53ef\u4ee5\u8d5a\u94b1\u561b\uff1f" }, { "author": { "url": "https://www.v2ex.com/member/lynn1su", "name": "lynn1su", "avatar": "https://cdn.v2ex.com/avatar/f59f/474b/434592_large.png?m=1734339081" }, "url": "https://www.v2ex.com/t/1206334", "title": "minimax \u771f\u662f\u8138\u90fd\u4e0d\u8981\u4e86\uff0c\u5de5\u4f5c\u65e5\u4e0b\u5348 14:00 \u5b9a\u65f6\u5f00\u542f 529\uff0c\u8138\u90fd\u4e0d\u8981\u4e86\u3002\u8bad\u7ec3\u6a21\u578b\u5c45\u7136\u5360\u7528\u7528\u6237\u4f7f\u7528\u65f6\u95f4", "id": "https://www.v2ex.com/t/1206334", "date_published": "2026-04-16T06:20:12+00:00", "content_html": "

\u6bcf\u5929\u4e0b\u5348 14:00 \u51c6\u65f6\u5f00\u59cb 529 \uff0c\u6211\u9ad8\u5ea6\u6000\u7591\u5728\u8bad\u7ec3\u6a21\u578b\uff0c\u4e3a\u4ec0\u4e48\u4e0d\u5728\u51cc\u6668\u8bad\u7ec3\uff1f\u8138\u90fd\u4e0d\u8981\u4e86
\u4eac\u4e1c\u90fd\u4e0d\u4f1a\u52a8\u4e0d\u52a8\u8fc7\u8f7d\u7684" }, { "author": { "url": "https://www.v2ex.com/member/wuswoo", "name": "wuswoo", "avatar": "https://cdn.v2ex.com/gravatar/e83707aeb2cca7e43e6bf97888562c41?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1206299", "title": "AI \u8d5b\u4e8b\u901a - 2026 \u5e74 4 \u6708\u4e2d\u56fd\u533a\u65b0\u589e AI \u7ade\u8d5b\u548c\u9ed1\u5ba2\u677e\u6c47\u603b", "id": "https://www.v2ex.com/t/1206299", "date_published": "2026-04-16T03:45:58+00:00", "content_html": "

AI \u8d5b\u4e8b\u901a(CompeteHub) \u4e13\u6ce8\u4e8e\u7cbe\u5fc3\u6311\u9009\u6700\u65b0\u7684\u5168\u7403 AI \u7ade\u8d5b\u4fe1\u606f\uff0c\u6db5\u76d6\u6570\u636e\u7b97\u6cd5\u6bd4\u8d5b\u3001AI \u5927\u6a21\u578b\u6bd4\u8d5b\u3001\u5de5\u7a0b\u5f00\u53d1\u6bd4\u8d5b\u3001AI Agent \u6311\u6218\u8d5b\u3001\u9ed1\u5ba2\u677e. \u5df2\u7ecf\u6536\u96c6 1000+\u6bd4\u8d5b\u3001100+\u7ade\u8d5b\u6765\u6e90\u3001\u8d85 5000 \u4e07\u5956\u91d1\uff0c\u8fd8\u5728\u7ee7\u7eed\u66f4\u65b0\u4e2d\u3002

\n

\u6309\u5730\u533a\u901b\u8d5b\uff1a\u4e2d\u56fd\u3001\u5317\u7f8e\u3001\u4e9a\u592a\u3001\u6b27\u6d32\u3001\u975e\u6d32\uff0c\u8fd8\u6709 \u7ebf\u4e0a\u8d5b \u4e00\u952e\u7b5b\uff0c\u672c\u5730\u7ebf\u4e0b\u3001\u8fdc\u7a0b\u53c2\u8d5b\u90fd\u80fd\u5bf9\u9f50\u4f60\u7684\u8ba1\u5212\u3002

\n

\u6309 TAG \u9501\u5b9a\u9886\u57df\uff1a\u673a\u5668\u5b66\u4e60/AI \u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u3001Agent \u3001\u5de5\u7a0b\u5f00\u53d1\u3001Web \u3001\u79fb\u52a8\u3001\u91d1\u878d\u79d1\u6280\u3001\u5065\u5eb7\u3001\u533a\u5757\u94fe\u3001\u7f51\u7edc\u5b89\u5168\u3001\u91cf\u5b50\u3001\u673a\u5668\u4eba\u2026\u202630+ \u6807\u7b7e\u968f\u5fc3\u7ec4\u5408\uff0c\u4e0d\u7528\u5728\u5404\u5e73\u53f0\u7ffb\u6765\u7ffb\u53bb\u3002

\n

\u8ba2\u9605 AI \u8d5b\u4e8b\u901a\u5468\u62a5\uff0c\u7b2c\u4e00\u65f6\u95f4\u83b7\u53d6\u6700\u65b0\u6bd4\u8d5b\u4fe1\u606f\uff0c\u4e0d\u9519\u8fc7\u4efb\u4f55\u673a\u4f1a\u9519\u8fc7\u4efb\u4f55\u4e00\u573a AI \u8d5b\u4e8b\uff0c\u8d62\u53d6\u5956\u91d1\u3002

\n

4 \u6708\u4efd\u4e2d\u56fd\u533a\u65b0\u589e\u6bd4\u8d5b\u5982\u4e0b:

\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
\u7ade\u8d5b\u5956\u91d1\u5730\u70b9\u5f00\u59cb\u65e5\u671f\u7ed3\u675f\u65e5\u671f\u7c7b\u578b
\u57fa\u4e8e\u751f\u6210\u5f0f AI \u7684\u201cX\u201d\u75c5\u6bd2\u4e2d\u548c\u6297\u4f53\u8bbe\u8ba1\u6311\u6218\u8d5b\u00a5150,000\u7ebf\u4e0a2026 \u5e74 4 \u6708 1 \u65e52026 \u5e74 12 \u6708 13 \u65e5AI \u5927\u6a21\u578b\u8d5b
OPC \u521b\u8d5b \u00d7 \u5343\u4e07\u5956\u6c60\uff1a\u91ca\u653e\u4f60\u7684\u521b\u610f\u6838\u80fd\uff01-Wuxi2026 \u5e74 4 \u6708 1 \u65e52026 \u5e74 6 \u6708 30 \u65e5AI \u5927\u6a21\u578b\u8d5b
2026 WAIC FutureTech OPC \u72ec\u7acb\u5148\u950b\u6311\u6218\u8d5b\u5317\u4eac\u5730\u533a\u62a5\u540d\u901a\u9053\u6b63\u5f0f\u5f00\u542f-\u5317\u4eac2026 \u5e74 4 \u6708 1 \u65e52026 \u5e74 7 \u6708 10 \u65e5AI \u5927\u6a21\u578b\u8d5b
\u626c\u5dde OPC \u521b\u4e1a\u5927\u8d5b-Yangzhou2026 \u5e74 4 \u6708 1 \u65e52026 \u5e74 6 \u6708 30 \u65e5AI \u5927\u6a21\u578b\u8d5b
\u521b\u00b7\u5728\u4e0a\u6d77\u56fd\u9645\u521b\u65b0\u521b\u4e1a\u5927\u8d5b\u00a5100,000\u4e0a\u6d772026 \u5e74 4 \u6708 1 \u65e52026 \u5e74 7 \u6708 30 \u65e5\u5de5\u7a0b\u5f00\u53d1\u8d5b
\u9996\u5c4a\u5168\u7403\uff08\u6df1\u5733\uff09\u201cAI+\u65f6\u5c1a\u201d\u521b\u65b0\u5e94\u7528\u5927\u8d5b-\u6df1\u57332026 \u5e74 4 \u6708 1 \u65e52026 \u5e74 7 \u6708 1 \u65e5AI \u5927\u6a21\u578b\u8d5b
AI+OPC \u521b\u65b0\u521b\u4e1a\u5927\u8d5b-Fuzhou2026 \u5e74 4 \u6708 1 \u65e52026 \u5e74 5 \u6708 24 \u65e5AI \u5927\u6a21\u578b\u8d5b
\u4eac\u897f\u667a\u8c37 AI \u521b\u65b0\u521b\u4e1a\u5927\u8d5b\u00a5145,000\u5317\u4eac2026 \u5e74 4 \u6708 1 \u65e52026 \u5e74 4 \u6708 30 \u65e5AI \u5927\u6a21\u578b\u8d5b
\u9996\u5c4a\u201c\u5317\u6597\u00b7\u9e3f\u8499\u201d\u751f\u6001\u521b\u65b0\u521b\u4e1a\u4e13\u4e1a\u8d5b-\u4e0a\u6d772026 \u5e74 4 \u6708 1 \u65e52026 \u5e74 7 \u6708 30 \u65e5AI \u5927\u6a21\u578b\u8d5b
Token \u4e07\u8c61 \u00b7\u9996\u5c4a\u534e\u6570\u676f AIGC \u5185\u5bb9\u521b\u4f5c\u5927\u8d5b-\u676d\u5dde2026 \u5e74 4 \u6708 1 \u65e52026 \u5e74 5 \u6708 31 \u65e5AI \u5927\u6a21\u578b\u8d5b
2026 \u56fd\u9645\u667a\u80fd\u4f20\u611f\u65b0\u8d28\u521b\u65b0\u5927\u8d5b-\u4e0a\u6d772026 \u5e74 4 \u6708 1 \u65e52026 \u5e74 6 \u6708 30 \u65e5\u5de5\u7a0b\u5f00\u53d1\u8d5b
\u5e7f\u4e1c\u201c\u4f17\u521b\u676f\u201d\u521b\u4e1a\u5927\u8d5b\u00a51,430,000\u5e7f\u5dde2026 \u5e74 4 \u6708 1 \u65e52026 \u5e74 4 \u6708 30 \u65e5\u5de5\u7a0b\u5f00\u53d1\u8d5b
WeStart \u521b\u4e1a\u6295\u8d44\u5927\u4f1a TOP100 \u521b\u8d5b-\u4e0a\u6d772026 \u5e74 4 \u6708 1 \u65e52026 \u5e74 6 \u6708 30 \u65e5\u5de5\u7a0b\u5f00\u53d1\u8d5b
\u6ef4\u6c34\u6e56\u5168\u7403 OPC \u4eba\u5de5\u667a\u80fd\u6311\u6218\u8d5b\u66a8\u7b2c\u4e8c\u5c4a\u71d5\u7f18\u00b7\u534f\u521b\u8005\u53f7 AI+\u56fd\u9645\u521b\u4e1a\u5927\u8d5b-\u4e0a\u6d772026 \u5e74 4 \u6708 1 \u65e52026 \u5e74 7 \u6708 15 \u65e5AI \u5927\u6a21\u578b\u8d5b
[\u62a5\u540d\u5f00\u542f] 2026 OPC \u72ec\u7acb\u5148\u950b\u6311\u6218\u8d5b-\u4e0a\u6d772026 \u5e74 4 \u6708 1 \u65e52026 \u5e74 4 \u6708 30 \u65e5AI \u5927\u6a21\u578b\u8d5b
iFLYTEK AstronClaw \u517b\u867e\u6311\u6218\u8d5b\u00a520,000\u7ebf\u4e0a2026 \u5e74 4 \u6708 1 \u65e52026 \u5e74 4 \u6708 15 \u65e5AI \u5927\u6a21\u578b\u8d5b
\u6700\u9ad8\u767e\u4e07\u8d44\u91d1\u652f\u6301\uff01 2026 \u6d66\u4e1c\u521b\u65b0\u521b\u4e1a\u5927\u8d5b\u542f\u52a8-\u4e0a\u6d772026 \u5e74 4 \u6708 1 \u65e52026 \u5e74 5 \u6708 31 \u65e5\u5de5\u7a0b\u5f00\u53d1\u8d5b
ATEC2026 \u771f\u5b9e\u6781\u9650\u6311\u6218-\u9999\u6e2f2026 \u5e74 4 \u6708 1 \u65e52026 \u5e74 5 \u6708 31 \u65e5AI Agent \u6311\u6218\u8d5b
\u8d5b\u4e8b\u7c7b\u578b\u672a\u63d0\u4f9b-\u7ebf\u4e0a2026 \u5e74 4 \u6708 2 \u65e52026 \u5e74 5 \u6708 31 \u65e5\u5de5\u7a0b\u5f00\u53d1\u8d5b
\u7b2c\u56db\u5c4a\u4e16\u754c\u79d1\u5b66\u667a\u80fd\u5927\u8d5b\u53e4\u6587\u5b57\u8bc6\u522b\u8d5b\u9053\uff1a\u5c11\u6837\u672c\u8de8\u57df\u53e4\u6587\u5b57\u8bc6\u522b-\u7ebf\u4e0a2026 \u5e74 4 \u6708 2 \u65e52026 \u5e74 5 \u6708 31 \u65e5\u5de5\u7a0b\u5f00\u53d1\u8d5b
AI4S \u667a\u80fd\u4f53 CNS \u6311\u6218\u8d5b\u2014\u2014\u9776\u5411\u5206\u5b50\u7814\u53d1\u4e0e\u5408\u6210\u89c4\u5212\u667a\u80fd\u4f53-\u7ebf\u4e0a2026 \u5e74 4 \u6708 2 \u65e52026 \u5e74 5 \u6708 31 \u65e5AI Agent \u6311\u6218\u8d5b
\u7b2c\u56db\u5c4a\u4e16\u754c\u79d1\u5b66\u667a\u80fd\u5927\u8d5b\u53ef\u63a7\u6838\u805a\u53d8\u8d5b\u9053\uff1a\u53ef\u63a7\u6838\u805a\u53d8\u7b49\u79bb\u5b50\u4f53\u4f4d\u5f62\u63a7\u5236-\u7ebf\u4e0a2026 \u5e74 4 \u6708 2 \u65e52026 \u5e74 5 \u6708 31 \u65e5AI Agent \u6311\u6218\u8d5b
AI4S \u667a\u80fd\u4f53 CNS \u6311\u6218\u8d5b\u2014\u2014DrugClip \u9ad8\u901a\u91cf\u865a\u62df\u7b5b\u9009\u4f18\u5316\u667a\u80fd\u4f53-\u7ebf\u4e0a2026 \u5e74 4 \u6708 2 \u65e52026 \u5e74 5 \u6708 31 \u65e5AI Agent \u6311\u6218\u8d5b
AI4S \u667a\u80fd\u4f53 CNS \u6311\u6218\u8d5b\u2014\u2014\u86cb\u767d\u8d28\u6784\u8c61\u7cfb\u7efc\u751f\u6210\u667a\u80fd\u4f53-\u7ebf\u4e0a2026 \u5e74 4 \u6708 2 \u65e52026 \u5e74 5 \u6708 31 \u65e5AI Agent \u6311\u6218\u8d5b
\u5f00\u653e\u722a\u76f4\u64ad\uff1aAI \u52a0\u5165\u4f60\u7684\u56e2\u961f\uff01-\u9999\u6e2f2026 \u5e74 4 \u6708 2 \u65e52026 \u5e74 4 \u6708 2 \u65e5\u9ed1\u5ba2\u677e
AI MV\u2014\u2014\u300a\u4e58\u98ce 2026 \u300b\u4e3b\u9898\u66f2\u00a5200,000\u7ebf\u4e0a2026 \u5e74 4 \u6708 2 \u65e52026 \u5e74 5 \u6708 19 \u65e5\u6570\u636e\u7b97\u6cd5\u8d5b
Ultra Maker Hackathon 2026 \u00b7 \u5317\u4eac\u7ad9 \u9884\u70ed\u53d1\u5e03-\u5317\u4eac2026 \u5e74 4 \u6708 3 \u65e52026 \u5e74 4 \u6708 6 \u65e5\u9ed1\u5ba2\u677e
\u6253\u9020\u4f60\u7684\u9996\u4e2a AI \u5458\u5de5\uff08 OpenClaw \uff09\u5b9e\u64cd\u6307\u5357\uff08 AI Burrow x first AIde \uff09-\u5317\u4eac2026 \u5e74 4 \u6708 3 \u65e52026 \u5e74 4 \u6708 3 \u65e5\u9ed1\u5ba2\u677e
48 \u5c0f\u65f6\uff0c\u7528\u521b\u9020\u56de\u5e94\u4e16\u754c - Ultra Maker Hackathon 2026 \u00b7 \u5317\u4eac\u7ad9 \u6b22\u8fce\u62a5\u540d\uff01-\u5317\u4eac2026 \u5e74 4 \u6708 3 \u65e52026 \u5e74 4 \u6708 6 \u65e5\u9ed1\u5ba2\u677e
\u8d85\u8d8a\u4e4b\u8def\uff5c Ultra Maker \u9ed1\u5ba2\u677e\u5317\u4eac\u7ad9-\u5317\u4eac2026 \u5e74 4 \u6708 3 \u65e52026 \u5e74 4 \u6708 5 \u65e5\u9ed1\u5ba2\u677e
AI \u4ea7\u54c1\u6d4b\u8bc4\u6e38\u56ed\u4f1a\u2014\u300c\u8682\u4e0a\u52a0\u901f\u5668\u4e13\u573a\u300d-\u7ebf\u4e0a2026 \u5e74 4 \u6708 3 \u65e52026 \u5e74 5 \u6708 16 \u65e5AI \u5927\u6a21\u578b\u8d5b
\u7c89\u7ea2 HerSolidity \u9ed1\u5ba2\u9a6c\u62c9\u677e-\u7ebf\u4e0a2026 \u5e74 4 \u6708 5 \u65e52026 \u5e74 4 \u6708 5 \u65e5\u9ed1\u5ba2\u677e
AI \u65b0\u777f\u4eba\u624d\u201c\u661f\u63a2\u8ba1\u5212\u201d\u00a590,000\u7ebf\u4e0a2026 \u5e74 4 \u6708 6 \u65e52026 \u5e74 8 \u6708 31 \u65e5AI \u5927\u6a21\u578b\u8d5b
2026 \u5c0f\u7ea2\u4e66\u9ed1\u5ba2\u677e\u5dc5\u5cf0\u8d5b-\u4e0a\u6d772026 \u5e74 4 \u6708 7 \u65e52026 \u5e74 4 \u6708 10 \u65e5\u9ed1\u5ba2\u677e
\u5927\u6a21\u578b\u591a\u6807\u7b7e\u5206\u7c7b\u4efb\u52a1\u5b66\u4e60\u8d5b-\u7ebf\u4e0a2026 \u5e74 4 \u6708 8 \u65e52026 \u5e74 5 \u6708 18 \u65e5AI \u5927\u6a21\u578b\u8d5b
DeFi Mullet \u9ed1\u5ba2\u677e #1\uff1a\u57fa\u4e8e LI.FI \u7528 7 \u5929\u6253\u9020\u6700\u5f3a\u6536\u76ca\u4ea7\u54c1\u00a536,000\u5e7f\u5dde2026 \u5e74 4 \u6708 8 \u65e52026 \u5e74 4 \u6708 14 \u65e5\u9ed1\u5ba2\u677e
AMD \u9510\u9f99 AI \u667a\u80fd\u4f53\u521b\u65b0\u5e94\u7528\u5927\u8d5b\u9080\u4f60\u5b9a\u4e49 AI \u65b0\u672a\u6765-\u7ebf\u4e0a2026 \u5e74 4 \u6708 8 \u65e52026 \u5e74 5 \u6708 16 \u65e5AI Agent \u6311\u6218\u8d5b
\u4e0e AI \u540c\u884c\uff0c\u667a\u6c47\u6821\u56ed\u7f16\u7a0b\u9ed1\u5ba2\u677e-Jinan2026 \u5e74 4 \u6708 9 \u65e52026 \u5e74 4 \u6708 16 \u65e5\u9ed1\u5ba2\u677e
\u7b2c\u4e8c\u5c4a\u201c\u79d2\u54d2\u676f\u201d\u4eba\u5de5\u667a\u80fd\u901a\u8bc6\u5e94\u7528\u5927\u8d5b\u66a8\u9752\u521b OPC \u521b\u610f\u5927\u8d5b-\u7ebf\u4e0a2026 \u5e74 4 \u6708 10 \u65e52026 \u5e74 6 \u6708 30 \u65e5\u5de5\u7a0b\u5f00\u53d1\u8d5b
\u817e\u8baf\u4e91\u667a\u80fd\u6e17\u900f\u6311\u6218\u8d5b\u00a5100,000\u5317\u4eac2026 \u5e74 4 \u6708 10 \u65e52026 \u5e74 4 \u6708 20 \u65e5\u9ed1\u5ba2\u677e
\u897f\u5b89 AI \u9ed1\u5ba2\u677e\u5927\u8d5b-Xi'an2026 \u5e74 4 \u6708 11 \u65e52026 \u5e74 4 \u6708 12 \u65e5AI Agent \u6311\u6218\u8d5b
2026 \u521b\u65b0\u5468 - DKU Innovation for Wellbeing \u9ed1\u5ba2\u677e\u62db\u52df\u5f00\u542f-Kunshan2026 \u5e74 4 \u6708 11 \u65e52026 \u5e74 4 \u6708 12 \u65e5\u9ed1\u5ba2\u677e
\u5341\u4e00\u5b9e\u9a8c\u5ba4 x \u53ef\u7231\u5de5\u574a + \u9ed1\u5ba2\u9a6c\u62c9\u677e - \u8d62\u5bb6\u56e2\u961f\u83b7 33 \u4e07\u79ef\u5206+12 \u4e2a\u6708\u514d\u8d39-\u7ebf\u4e0a2026 \u5e74 4 \u6708 12 \u65e52026 \u5e74 4 \u6708 12 \u65e5\u9ed1\u5ba2\u677e
LYCC 2026 \u9f99\u534e\u9ed1\u5ba2\u677e\u00a514,000\u4e0a\u6d772026 \u5e74 4 \u6708 13 \u65e52026 \u5e74 4 \u6708 24 \u65e5\u9ed1\u5ba2\u677e
\u683c\u5170\u9ed1\u5ba2\u677e\u90e8\u843d AI \u7279\u5de5 - \u4ece\u96f6\u5f00\u59cb\u7528 OpenClaw \u521b\u5efa-\u7ebf\u4e0a2026 \u5e74 4 \u6708 13 \u65e52026 \u5e74 4 \u6708 14 \u65e5\u9ed1\u5ba2\u677e
PerformaX\uff1aAdTeach \u521b\u65b0\u9ed1\u5ba2\u677e - \u9884\u8d5b-\u7ebf\u4e0a2026 \u5e74 4 \u6708 14 \u65e52026 \u5e74 4 \u6708 14 \u65e5\u9ed1\u5ba2\u677e
Ship it Sunday\uff1aHarness \u4e3b\u9898\u9ed1\u5ba2\u677e\u00a51,000\u4e0a\u6d772026 \u5e74 4 \u6708 19 \u65e52026 \u5e74 4 \u6708 19 \u65e5\u9ed1\u5ba2\u677e
\u4eba\u5de5\u667a\u80fd\u9047\u5916\u9aa8\u9abc\uff1a2026 \u56fe\u7075\u6d4b\u8bd5\u9ed1\u5ba2\u9a6c\u62c9\u677e\u9999\u6e2f\u884c-\u9999\u6e2f2026 \u5e74 4 \u6708 20 \u65e52026 \u5e74 4 \u6708 20 \u65e5\u9ed1\u5ba2\u677e
HTX Genesis \u9ed1\u5ba2\u677e\u5168\u7403\u62db\u52df\u5f00\u542f\uff01-\u9999\u6e2f2026 \u5e74 4 \u6708 21 \u65e52026 \u5e74 4 \u6708 21 \u65e5\u9ed1\u5ba2\u677e
HTX \u521b\u4e16\u9ed1\u5ba2\u677e\u5f00\u5e55\u5cf0\u4f1a-\u9999\u6e2f2026 \u5e74 4 \u6708 21 \u65e52026 \u5e74 4 \u6708 21 \u65e5\u9ed1\u5ba2\u677e
\u8282\u594f\u7f16\u7801\u662f\u9677\u9631-\u7ebf\u4e0a2026 \u5e74 4 \u6708 21 \u65e52026 \u5e74 4 \u6708 21 \u65e5\u9ed1\u5ba2\u677e
HTX \u521b\u4e16\u9ed1\u5ba2\u677e\u00a536,000\u9999\u6e2f2026 \u5e74 4 \u6708 22 \u65e52026 \u5e74 7 \u6708 31 \u65e5\u9ed1\u5ba2\u677e
\u6625\u6f6e\u8d77 \u6df1\u5733\u89c1\uff01 AttraX \u300c\u6625\u6f6e\u00b7Spring \uff5c\u6df1\u5733 OpenClaw \u9ed1\u5ba2\u677e\u300d-\u6df1\u57332026 \u5e74 4 \u6708 23 \u65e52026 \u5e74 4 \u6708 26 \u65e5\u9ed1\u5ba2\u677e
2050 \u5927\u4f1a\u7f55\u89c1\u75c5\u57fa\u56e0 AI \u9ed1\u5ba2\u677e\uff1a\u7528 AI \u7834\u89e3\u751f\u547d\u96be\u9898-\u676d\u5dde2026 \u5e74 4 \u6708 24 \u65e52026 \u5e74 4 \u6708 26 \u65e5\u9ed1\u5ba2\u677e
2026 \u7a7a\u95f4\u4e0a\u6d77\uff1a24 \u5c0f\u65f6 AR/VR \u9ed1\u5ba2\u9a6c\u62c9\u677e-\u4e0a\u6d772026 \u5e74 4 \u6708 25 \u65e52026 \u5e74 4 \u6708 26 \u65e5AI Agent \u6311\u6218\u8d5b
\u5e7f\u5dde xB@B \u9ed1\u5ba2\u677e\uff08 2.5 \u4e07\u5956\u91d1\uff09\u00a5180,000\u5e7f\u5dde2026 \u5e74 4 \u6708 26 \u65e52026 \u5e74 4 \u6708 26 \u65e5\u9ed1\u5ba2\u677e
2026 \u5e74 VIBE \u63a2\u77ff\u521b\u65b0\u9ed1\u5ba2\u677e-\u7ebf\u4e0a2026 \u5e74 4 \u6708 30 \u65e52026 \u5e74 4 \u6708 30 \u65e5\u9ed1\u5ba2\u677e
" }, { "author": { "url": "https://www.v2ex.com/member/6diyipi", "name": "6diyipi", "avatar": "https://cdn.v2ex.com/avatar/c6eb/4437/234709_large.png?m=1775704434" }, "url": "https://www.v2ex.com/t/1206247", "title": "100 \u5200\u7684 codex \u591f\u7528\u5417?", "id": "https://www.v2ex.com/t/1206247", "date_published": "2026-04-16T01:36:59+00:00", "content_html": "\u65e5\u5e38\u5199\u4ee3\u7801 \u4e0d\u641e\u5176\u4ed6\u98de\u673a" }, { "author": { "url": "https://www.v2ex.com/member/feelapi", "name": "feelapi", "avatar": "https://cdn.v2ex.com/avatar/8c06/9f21/36491_large.png?m=1425350253" }, "url": "https://www.v2ex.com/t/1206237", "title": "zread cli \u8d28\u8c31\u53d1\u5e03\u7684\uff0c\u63a5\u5165 glm5.1 \u4f1a\u88ab\u5c01\u8d26\u53f7", "id": "https://www.v2ex.com/t/1206237", "date_published": "2026-04-16T00:53:59+00:00", "content_html": "

\u4eca\u5929\u8d26\u53f7\u88ab\u5c01\u7684\u7406\u7531\u6539\u4e86\uff1a\u77ed\u65f6\u95f4\u53d1\u9001\u5927\u91cf\u91cd\u590d\u8bf7\u6c42\u3002

\n

\u6211\u4e00\u76f4\u5728\u7528\u522b\u7684\u5927\u6a21\u578b\u3002\u6700\u8fd1\u7528 glm5.1 \uff0c\u53ea\u6709\u4e00\u4e2a\u7528\u9014\uff1azread cli,\u7ed9\u6211\u672c\u5730\u7684\u4ee3\u7801\u751f\u6210\u6587\u6863\u3002

\n

\u770b\u6765\u662f\u6211\u9519\u4e86\uff0c\u6211\u4e0d\u8be5\u7528\u3002\u53d1\u5e16\u63d0\u4e2a\u9192

\n" }, { "author": { "url": "https://www.v2ex.com/member/pch18", "name": "pch18", "avatar": "https://cdn.v2ex.com/gravatar/6ad955497fcd834cfc61cb17523496bf?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1206207", "title": "\u5206\u4eab\u4e00\u4e2a\u81ea\u5df1\u505a\u7684 Nginx \u7ba1\u7406\u5de5\u5177\uff0c\u5b9e\u65f6\u8bf7\u6c42\u52a8\u6001\u9884\u89c8\uff01\uff08\u65e0\u5948\u5e02\u9762\u4e0a\u5b9e\u5728\u627e\u4e0d\u5230\u597d\u7528\u7684\uff0c\u81ea\u5df1\u64b8\u4e86\u4e2a\uff09", "id": "https://www.v2ex.com/t/1206207", "date_published": "2026-04-15T15:25:34+00:00", "content_html": "

NginxMaster [\u53ef\u89c6\u5316 Nginx \u7ba1\u7406\u9762\u677f]

\n

Github \u5730\u5740\uff1a https://github.com/pch18/nginxMaster

\n

\u6b22\u8fce Issue & PR \uff01\uff08\u540c\u6c42 git \u4ed3\u5e93\u70b9\u4eae\u5c0f\u661f\u661f\u2b50\ufe0f\uff09

\n

\"\"

\n

\u7b80\u4ecb

\n\n

\u767b\u5f55\u65b9\u5f0f

\n\n

docker \u5b89\u88c5\u547d\u4ee4:

\n

\uff08\u4e8c\u9009\u4e00\uff09

\n
docker run -d --name nginx-master --net=host --restart always pch18/nginx-master\n
\n
docker run -d --name nginx-master -p 9999:9999 -p 443:443 -p 80:80 --restart always pch18/nginx-master\n
\n

\u652f\u6301\u591a\u67b6\u6784\uff0camd64, arm64 \u7b49\uff0c\u5982\u679c\u7f3a\u4e86\u67d0\u4e2a\u67b6\u6784\u7684\u6784\u5efa\uff0c\u8bf7\u63d0 issue

\n

\u88f8\u673a\u5b89\u88c5\u547d\u4ee4\uff08\u524d\u63d0\u5b89\u88c5\u5b8c nginx \uff09

\n

\uff08\u4e8c\u9009\u4e00\uff09

\n
curl -fsSL https://raw.githubusercontent.com/pch18/nginxMaster/refs/heads/main/install.debian | sudo bash\n
\n
wget -qO- https://raw.githubusercontent.com/pch18/nginxMaster/refs/heads/main/install.debian | sudo bash\n
\n" }, { "author": { "url": "https://www.v2ex.com/member/stevenrao", "name": "stevenrao", "avatar": "https://cdn.v2ex.com/avatar/50a3/beeb/75489_large.png?m=1414069147" }, "url": "https://www.v2ex.com/t/1206180", "title": "999 \u5305\u6708\u4ef7\uff1f", "id": "https://www.v2ex.com/t/1206180", "date_published": "2026-04-15T13:04:39+00:00", "content_html": "\n

\u4eca\u5929\u770b\u5230 trae \u95ea\u70c1\u8fd9\u4e2a\u5e7f\u544a\u3002999 \uff0c\u662f\u5199\u9519\u5c0f\u6570\u70b9\u4e86\u5417\uff1f \u4e0d\u5e94\u8be5\u662f 9.99 \u5417\uff1f

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\u4e00\u4e2a\u7248\u672c\uff0c50 \u9879\u66f4\u65b0\uff1a\u6211\u4eec\u51e0\u4e4e\u91cd\u505a\u4e86\u6574\u4e2a\u64ad\u653e\u9875

\n

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\n

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\n
\n

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\n

\u5c01\u9762\u80cc\u666f\uff0c\u50cf Apple Music \u4e00\u6837\u6c89\u6d78\u3002 \u63d0\u53d6\u4e13\u8f91\u5c01\u9762\u65bd\u52a0\u9ad8\u65af\u6a21\u7cca\uff0c\u6a21\u7cca\u529b\u5ea6\u5927\u5230\u51e0\u4e4e\u770b\u4e0d\u6e05\u539f\u56fe\uff0c\u53ea\u4fdd\u7559\u8272\u5f69\u6c1b\u56f4\u3002

\n

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\n

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\n

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\n

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\n
\n

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\n
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iOS 26 \u6db2\u6001\u73bb\u7483\uff1a\u7b2c\u4e00\u65f6\u95f4\u9002\u914d

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\n
\n

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\n

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\n
\n

\u641c\u7d22\uff1a\u672c\u5730\u5373\u65f6\u54cd\u5e94

\n

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\n
\n

\u8fd8\u6709\u66f4\u591a

\n

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\n

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\n
\n

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\n

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\n

\u4e8e\u662f\u697c\u4e3b\u5f00\u59cb\u4e86\u5bfb\u627e\u5931\u4f20\u6587\u4ef6\u7684\u8def\u7a0b

\n

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\n

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\n

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\n

1.\u76f2\u8f93\u9501\u5c4f\u5bc6\u7801

\n

2.mac usb \u8fde\u63a5 ipad \uff0c\u901a\u8fc7 quicktime \u6295\u5c4f ipad \u5230 mac \uff0c\u8fde\u84dd\u7259\u9f20\u6807

\n

3.\u4e07\u5e78\u591a\u5e74\u524d\u8001 ipad \u4e0a\u88c5\u8fc7 trollstore \uff0c\u8dd1 trolldecrypt \u7838\u5305\uff0c\u76f4\u63a5\u7ed9 ipa \u63d0\u53d6\u51fa\u6765\u4e86

\n

4.\u7ed9\u65b0 ipad \u5b89\u88c5 livecontainer \uff0c\u628a ipa \u585e\u8fdb livecontainer \uff0c\u5b8c\u7f8e\u8fd0\u884c

\n

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\u4e0d\u77e5\u9053\u6709\u4ec0\u4e48\u4e91\u5e73\u53f0 [\u7cfb\u7edf\u5c42\u9762] \u76f4\u63a5\u6293\u5305\u7684\u5de5\u5177\u63a8\u8350\u7684 \u6216\u8005 \u6709\u507f\u5e2e\u5fd9\u6293\u4e5f\u884c" }, { "author": { "url": "https://www.v2ex.com/member/feelapi", "name": "feelapi", "avatar": "https://cdn.v2ex.com/avatar/8c06/9f21/36491_large.png?m=1425350253" }, "url": "https://www.v2ex.com/t/1206100", "date_modified": "2026-04-15T07:51:27+00:00", "content_html": "

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\n

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\n", "date_published": "2026-04-15T07:47:30+00:00", "title": "\u5317\u4eac\u4e92\u8054\u7f51\u6cd5\u9662\u6709\u4ec0\u4e48\u653b\u7565\u4e48\uff1f\u8d77\u8bc9\u5317\u4eac\u667a\u8c31\u534e\u7ae0\u79d1\u6280\u80a1\u4efd\u6709\u9650\u516c\u53f8\u9000\u6b3e\u53ef\u884c\u4e48\uff1f", "id": "https://www.v2ex.com/t/1206100" }, { "author": { "url": "https://www.v2ex.com/member/mytsing520", "name": "mytsing520", "avatar": "https://cdn.v2ex.com/avatar/9402/97cc/70827_large.png?m=1751608165" }, "url": "https://www.v2ex.com/t/1206065", "title": "Anthropic \u66f4\u65b0 Claude \u7528\u6237\u8eab\u4efd\u9a8c\u8bc1\u63aa\u65bd", "id": "https://www.v2ex.com/t/1206065", "date_published": "2026-04-15T06:19:51+00:00", "content_html": "\u539f\u6587\u94fe\u63a5\uff1a
https://support.claude.com/zh-CN/articles/14328960-claude-%E4%B8%8A%E7%9A%84%E8%BA%AB%E4%BB%BD%E9%AA%8C%E8%AF%81
\uff08\u66f4\u65b0\u4e8e 2026.04.14 \uff09

\u5f53\u7528\u6237\u5728\u4f7f\u7528\u7279\u5b9a\u529f\u80fd\u65f6\uff0c\u5c06\u89e6\u53d1\u8eab\u4efd\u9a8c\u8bc1\u63aa\u65bd\u3002\u7528\u6237\u9700\u51c6\u5907\u597d\u5e26\u6709\u4e2a\u4eba\u7167\u7247\u7684\u8eab\u4efd\u8bc1\u3001\u62a4\u7167\u6216\u9a7e\u7167\uff0c\u901a\u8fc7\u81ea\u62cd\u7684\u65b9\u5f0f\u8fdb\u884c\u5b9e\u65f6\u62cd\u6444\u63d0\u4ea4\u3002

\u63a5\u7eb3\u7684\u56fd\u5bb6\u6216\u5730\u533a\u4e0e Claude \u5141\u8bb8\u63d0\u4f9b\u670d\u52a1\u7684\u56fd\u5bb6\u548c\u5730\u533a\u4e00\u81f4\u3002

\u4e0d\u63a5\u7eb3\uff1a
1.\u524d\u8ff0\u8bc1\u4ef6\u7684\u590d\u5370\u4ef6\u3001\u626b\u63cf\u4ef6\u3001\u622a\u56fe\u6216\u7167\u7247\uff0c\u6216\u5b83\u4eec\u7684\u7535\u5b50\u8bc1\u4ef6\uff1b
2.\u975e\u653f\u5e9c\u7b7e\u53d1\u7684\u8bc1\u4ef6\uff0c\u5982\u5b66\u751f\u8bc1\u3001\u5458\u5de5\u8bc1\u3001\u94f6\u884c\u5361\u6216\u56fe\u4e66\u9986\u5361\uff1b
3.\u7eb8\u8d28\u4e34\u65f6\u8bc1\u4ef6\u3002

\u6ce8\uff1a\u5373\u4fbf\u901a\u8fc7\u8eab\u4efd\u8ba4\u8bc1\uff0c\u82e5\u8fdd\u53cd\u4f7f\u7528\u653f\u7b56\uff0c\u6216\u672a\u6ee1 18 \u5468\u5c81\uff0c\u4ecd\u53ef\u80fd\u88ab\u7981\u7528\u8d26\u6237\u3002" }, { "author": { "url": "https://www.v2ex.com/member/LeslieLau", "name": "LeslieLau", "avatar": "https://cdn.v2ex.com/avatar/9246/9a57/640302_large.png?m=1739244496" }, "url": "https://www.v2ex.com/t/1206062", "title": "\u7528 Zig \u5199\u4e86\u4e2a ls \u66ff\u4ee3\u5de5\u5177 zlist\uff0c\u6700\u8fd1\u505a\u4e86\u4e00\u4e9b\u66f4\u65b0", "id": "https://www.v2ex.com/t/1206062", "date_published": "2026-04-15T06:13:50+00:00", "content_html": "

\u4e4b\u524d\u5728\u8fd9\u91cc\u53d1\u8fc7\u4e00\u6b21 zlist\uff0c\u8fd9\u6bb5\u65f6\u95f4\u6839\u636e issue \u7684\u53cd\u9988\u505a\u4e86\u4e00\u4e9b\u6539\u8fdb\uff0c\u7b80\u5355\u66f4\u65b0\u4e00\u4e0b:

\n\n

\u76ee\u524d\u8fd8\u5728\u6301\u7eed\u6253\u78e8\u4e2d\uff0c\u63a5\u4e0b\u6765\u6253\u7b97\uff1a

\n\n

\u9879\u76ee\u5730\u5740\uff1a\nhttps://github.com/here-Leslie-Lau/zlist

\n

\u5982\u679c\u6709\u5efa\u8bae\u6216\u8005\u60f3\u6cd5\uff0c\u6b22\u8fce\u7ee7\u7eed\u62cd\u7816 \ud83d\ude4f

\n

\u76ee\u524d\u8fd9\u4e2a\u5de5\u5177\uff0c\u53ea\u662f\u5b66\u4e60 zig \u7684\u4e00\u4e2a\u7ec3\u624b\u9879\u76ee\uff0c\u8fd8\u5b58\u5728\u8bb8\u591a\u4e0d\u8db3\u3002(\u57fa\u4e8e zig master \u6784\u5efa)

\n" }, { "author": { "url": "https://www.v2ex.com/member/xitler", "name": "xitler", "avatar": "https://cdn.v2ex.com/gravatar/dee107f09d63f412201ef54fe8d5459c?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1206058", "date_modified": "2026-04-15T05:53:10+00:00", "content_html": "\u8bf4\u767d\u4e86\u5c31\u662f\u5361 bug \u7684\u7075\u8f66\u3002
\u50cf\u65b0\u52a0\u5761\u3001\u65e5\u672c\u3001\u82f1\u56fd\u8fd9\u4e9b\u5730\u533a\uff0c\u6709\u65f6\u5019\u4f1a\u6709\u9996\u6708\u514d\u8d39\u8bd5\u7528\u3002Telegram \u4e0a\u6709 bot \u53ef\u4ee5\u5168\u81ea\u52a8\u514d\u8d39\u5e2e\u4f60\u5f00\u901a\u3002\u4f60\u53ea\u8981\u628a\u81ea\u5df1\u7684 access token \u8d34\u8fdb\u53bb\uff0c\u5b83\u5c31\u5e2e\u4f60\u64cd\u4f5c\u3002\u539f\u7406\u57fa\u672c\u5c31\u662f ip \u4ee3\u7406\u5230\u514d\u8d39\u8bd5\u7528\u6d3b\u52a8\u533a\uff0c\u62ff\u865a\u62df\u4fe1\u7528\u5361\u3001\u5047\u5730\u5740\u4e4b\u7c7b\u7684\u4e1c\u897f\u53bb\u8585\u9996\u6708\u8bd5\u7528\u3002
\u8fd9\u79cd\u4e1c\u897f\u771f\u4e0d\u5efa\u8bae\u78b0\u3002\u5148\u4e0d\u8bf4\u7a33\u4e0d\u7a33\uff0c\u5149\u662f\u628a\u81ea\u5df1\u7684 token \u4ea4\u51fa\u53bb\u8fd9\u4ef6\u4e8b\u5c31\u5df2\u7ecf\u5f88\u5371\u9669\u4e86\uff0c\u5c01\u53f7\u3001\u76d7\u53f7\u3001\u9690\u79c1\u6cc4\u9732\u90fd\u6709\u53ef\u80fd\u3002\u5982\u679c GPT \u786e\u5b9e\u80fd\u7ed9\u4f60\u7684\u751f\u6d3b\u548c\u5de5\u4f5c\u5e26\u6765\u5e2e\u52a9\uff0c\u8001\u8001\u5b9e\u5b9e\u4ed8\u8d39\u8ba2\u9605\u5f97\u4e86\u3002\u518d\u8bf4\u4e86\uff0c\u4f4e\u4ef7\u533a\u4e00\u4e2a\u6708\u4e5f\u5c31 70 \u591a\uff0c\u771f\u6ca1\u5fc5\u8981\u7701\u8fd9\u70b9\u94b1", "date_published": "2026-04-15T05:50:07+00:00", "title": "\u79d1\u666e\u4e00\u4e0b\u4f4e\u4ef7 gpt \u662f\u600e\u4e48\u6765\u7684", "id": "https://www.v2ex.com/t/1206058" }, { "author": { "url": "https://www.v2ex.com/member/fennu2333", "name": "fennu2333", "avatar": "https://cdn.v2ex.com/avatar/2da4/ca30/791381_large.png?m=1776225790" }, "url": "https://www.v2ex.com/t/1206029", "title": "\u5543\u4e86\u90a3\u7bc7 54 \u9875\u7684 Agent Harness \u7efc\u8ff0, \u7ed9\u5927\u4f19\u8bb2\u4e2a\u7701\u6d41\u7248", "id": "https://www.v2ex.com/t/1206029", "date_published": "2026-04-15T04:08:00+00:00", "content_html": "

\u82b1\u4e86\u4e24\u5929\u5543\u5b8c\u4e00\u7bc7 54 \u9875\u7684\u7efc\u8ff0\uff0cExternalization in LLM Agents\uff08 LLM Agent \u4e2d\u7684\u5916\u5316\uff0carXiv 2604.08224 \uff09\uff0c\u7528\u8ba4\u77e5\u79d1\u5b66\u7684\u6846\u67b6\u628a Memory \u3001Skills \u3001Protocols \u3001Harness \u8fd9\u51e0\u4e2a\u770b\u7740\u5404\u7ba1\u5404\u7684\u5de5\u7a0b\u8d8b\u52bf\u7edf\u4e00\u5230\u4e00\u4e2a\u903b\u8f91\u4e0b\u9762\u89e3\u91ca\uff0c\u8bb2\u7684\u662f\u628a\u80fd\u529b\u4ece\u6a21\u578b\u5185\u90e8\u5916\u5316\u5230\u8fd0\u884c\u73af\u5883\u4e2d\u7684\u53d1\u5c55\u8fc7\u7a0b\u3002\u6211\u81ea\u5df1\u8fd9\u51e0\u4e2a\u6708\u5728\u5199\u4e00\u4e2a coding agent \u7528\u7684 harness Chorus\uff0c\u6240\u4ee5\u5bf9\u8fd9\u7bc7\u7efc\u8ff0\u5f88\u611f\u5174\u8da3\u3002\u8bf4\u5b9e\u8bdd harness \u8fd9\u4e2a\u8bcd\u591a\u5c11\u6709\u70b9\u9020\u8bcd\u7092\u70ed\u5ea6\u7684\u5473\u9053\uff0c\u4f46\u8fd9\u4e2a\u5148\u653e\u4e00\u8fb9\uff0c\u770b\u770b\u8bba\u6587\u672c\u8eab\u63d0\u4e86\u54ea\u4e9b\u5b9e\u8df5\u3002

\n

\u5199\u4e86\u7bc7\u5b8c\u6574\u7684\u89e3\u8bfb\u653e\u535a\u5ba2\u4e86\uff1a https://chorus-ai.dev/zh/blog/externalization-in-llm-agents/ \uff0c\u8be6\u7ec6\u7684\u9010\u9875\u7b14\u8bb0\u5728\u8fd9\uff1a https://github.com/Chorus-AIDLC/Chorus/blob/main/docs/notes-externalization-llm-agents.md \uff0cV2EX \u7bc7\u5e45\u6709\u9650\u8fd9\u91cc\u7b80\u5355\u804a\u804a\uff0c\u611f\u5174\u8da3\u53ef\u4ee5\u53bb\u770b\u5168\u6587\u3002

\n
\n

TLDR: \u5916\u90e8\u5de5\u5177\u4e0d\u662f\u8ba9\u6a21\u578b\u53d8\u5f3a\uff0c\u662f\u628a\u96be\u4efb\u52a1\u53d8\u6210\u7b80\u5355\u4efb\u52a1\u3002

\n

\u8bba\u6587\u62ff Donald Norman \u7684\"\u8ba4\u77e5\u5236\u54c1\"\u7406\u8bba\u505a\u652f\u70b9\u3002Norman \u6709\u4e2a\u5f88\u53cd\u76f4\u89c9\u7684\u89c2\u5bdf\uff1a\u5916\u90e8\u5de5\u5177\u4e0d\u662f\u8ba9\u4f60\u80fd\u529b\u53d8\u5f3a\u4e86\uff0c\u800c\u662f\u628a\u4efb\u52a1\u53d8\u6210\u4e86\u53e6\u4e00\u4e2a\u4efb\u52a1\u3002

\n

\u62ff\u8d2d\u7269\u6e05\u5355\u4e3e\u4f8b\uff0c\u6e05\u5355\u4e0d\u662f\u8ba9\u4f60\u8bb0\u5fc6\u529b\u53d8\u597d\u4e86\uff0c\u5b83\u505a\u7684\u4e8b\u60c5\u662f\u628a\"\u56de\u5fc6\u8981\u4e70\u4ec0\u4e48\"\u53d8\u6210\u4e86\"\u770b\u4e00\u773c\u7eb8\u4e0a\u5199\u4e86\u4ec0\u4e48\"\u3002\u4efb\u52a1\u6027\u8d28\u53d8\u4e86\uff0c\u4ece\u56de\u5fc6\uff08 recall \uff09\u53d8\u6210\u4e86\u8bc6\u522b\uff08 recognition \uff09\uff0c\u8bc6\u522b\u6bd4\u56de\u5fc6\u7b80\u5355\u592a\u591a\u4e86\u3002

\n

LLM Agent \u7684\u5916\u5316\u662f\u540c\u4e00\u56de\u4e8b\u3002\u88f8\u6a21\u578b\u53cd\u590d\u8e29\u4e09\u4e2a\u5751\u3002\u4e0a\u4e0b\u6587\u7a97\u53e3\u6709\u9650\uff0csession \u4e00\u65ad\u8bb0\u5fc6\u5c31\u6ca1\u4e86\uff0c\u6709\u4e86\u5916\u90e8 memory \u4e4b\u540e\u56de\u5fc6\u53d8\u6210\u4e86\u68c0\u7d22\u3002\u540c\u4e00\u4e2a prompt \u4eca\u5929\u5206\u4e94\u6b65\u505a\u660e\u5929\u5206\u4e09\u6b65\u540e\u5929\u8df3\u8fc7\u9a8c\u8bc1\uff0c\u6709\u4e86 skill \u4e4b\u540e\u4ece\u5934\u53d1\u660e\u53d8\u6210\u4e86\u9009\u62e9\u7ec4\u5408\u3002\u6bcf\u6b21\u8c03\u5de5\u5177\u90fd\u5f97\u731c\u53c2\u6570\u683c\u5f0f\u731c\u8fd4\u56de\u7ed3\u6784\uff0c\u6709\u4e86 protocol \uff08\u6bd4\u5982 MCP \uff09\u4e4b\u540e\u4e34\u573a\u731c\u53d8\u6210\u4e86\u7167\u7740\u586b\u3002\u5171\u540c\u70b9\u5c31\u662f\u6a21\u578b\u88ab\u8981\u6c42\u89e3\u51b3\u7684\u95ee\u9898\u53d8\u7b80\u5355\u4e86\u3002

\n

\"Fig

\n
\n

TLDR: Weights -> Context -> Harness \uff0c\u5f00\u53d1\u8005\u7684\u7cbe\u529b\u4ece\u6539\u6a21\u578b\u8f6c\u5411\u6539\u73af\u5883\u3002

\n

\u7136\u540e\u8bba\u6587\u628a 2022 \u5230\u73b0\u5728\u7684\u6f14\u53d8\u5206\u6210\u4e09\u5c42\uff0c\u4e0d\u662f\u8bf4\u524d\u4e00\u5c42\u8fc7\u65f6\u4e86\uff0c\u800c\u662f\u5f00\u53d1\u8005\u628a\u8fb9\u9645\u7cbe\u529b\u82b1\u7684\u5730\u65b9\u5728\u8f6c\u79fb\u30022022 \u5e74\u4e3a\u4e3b\u662f Weights \u9636\u6bb5\uff0c\u80fd\u529b\u7b49\u4e8e\u6743\u91cd\uff0c\u66f4\u5927\u6a21\u578b\u66f4\u597d\u8bad\u7ec3\u66f4\u7cbe\u5bf9\u9f50\uff0c\u597d\u5904\u662f\u5feb\u548c\u6cdb\u5316\u5f3a\uff0c\u574f\u5904\u662f\u60f3\u66f4\u65b0\u4e00\u4e2a\u4e8b\u5b9e\u5c31\u5f97 retrain \u30022023 \u5230 2024 \u5e74\u662f Context \u9636\u6bb5\uff0cprompt engineering \u3001ReAct\u3001RAG \uff0c\u4e0d\u52a8\u6743\u91cd\u5c31\u80fd\u6539\u884c\u4e3a\uff0c\u4f46\u7a97\u53e3\u6709\u9650\uff0c\u6bcf\u4e2a\u65b0 session \u90fd\u662f\u90e8\u5206\u5931\u5fc6\u7684\u5f00\u59cb\u30022025 \u5e74\u5f00\u59cb\u8fdb\u5165 Harness \u9636\u6bb5\uff0c\u4ece\u65e9\u671f\u7684 Auto-GPT \u3001BabyAGI \u5230\u540e\u6765\u7684 SWE-Agent\uff08\u6700\u8fd1\u8fd8\u51fa\u4e86\u4e2a mini \u7248\uff0c\u6838\u5fc3 100 \u884c Python \uff09\u3001OpenHands\u3001LangGraph\uff0c\u53ef\u9760\u6027\u95ee\u9898\u8d8a\u6765\u8d8a\u591a\u901a\u8fc7\u6539\u73af\u5883\u89e3\u51b3\uff0c\u4e0d\u662f\u5728 prompt \u4e0a\u4fee\u4fee\u8865\u8865\uff0c\u6a21\u578b\u5728\u4ec0\u4e48\u73af\u5883\u91cc\u8dd1\u6bd4\u6a21\u578b\u672c\u8eab\u806a\u4e0d\u806a\u660e\u66f4\u5f71\u54cd\u6700\u7ec8\u6548\u679c\u3002

\n
\n

TLDR: \u5b58\u591a\u5c11\u4e0d\u91cd\u8981\uff0c\u68c0\u7d22\u51fa\u4ec0\u4e48\u624d\u91cd\u8981\u3002

\n

\u6765\u8bf4\u8bf4 memory \uff0c\u8fd9\u7ae0\u5927\u6982\u662f\u8bba\u6587\u5199\u5f97\u6700\u624e\u5b9e\u7684\u90e8\u5206\u3002\u5b83\u628a memory \u6309\"\u5916\u5316\u4e86\u4ec0\u4e48\u8d1f\u62c5\"\u5206\u6210\u56db\u5c42\uff1a\u5de5\u4f5c\u4e0a\u4e0b\u6587\u662f\u5f53\u524d\u4efb\u52a1\u7684\u4e2d\u95f4\u72b6\u6001\uff0c\u4e0d\u5916\u5316\u5c31\u968f\u7a97\u53e3\u91cd\u7f6e\u6ca1\u4e86\uff1b\u60c5\u666f\u7ecf\u9a8c\u662f\u4e4b\u524d\u8dd1\u8fc7\u7684\u51b3\u7b56\u548c\u5931\u8d25\uff0c\u80fd\u5f53\u5148\u4f8b\u7528\uff1b\u8bed\u4e49\u77e5\u8bc6\u662f\u8de8\u6848\u4f8b\u6210\u7acb\u7684\u62bd\u8c61\uff0c\u9879\u76ee\u60ef\u4f8b\u4e4b\u7c7b\u7684\uff1b\u4e2a\u6027\u5316\u8bb0\u5fc6\u662f\u7528\u6237\u504f\u597d\uff0c\u4e0d\u80fd\u6df7\u8fdb\u901a\u7528\u5b58\u50a8\u3002

\n

memory \u67b6\u6784\u4e5f\u7ecf\u5386\u4e86\u51e0\u4ee3\u6f14\u8fdb\uff0c\u4ece\u5168\u585e prompt \u91cc\u7684\u5355\u4f53\u4e0a\u4e0b\u6587\uff0c\u5230\u5e26\u68c0\u7d22\u7684\u5916\u90e8\u5b58\u50a8\uff08 RAG \uff09\uff0c\u5230 MemGPT\uff08\u73b0\u5728\u5df2\u7ecf\u88ab Letta \u6536\u7f16\u4e86\uff09\u90a3\u79cd\u70ed\u51b7\u5206\u79bb\u7684\u5206\u5c42\u7ba1\u7406\uff0c\u518d\u5230\u68c0\u7d22\u7b56\u7565\u672c\u8eab\u53ef\u4ee5\u6839\u636e\u53cd\u9988\u6f14\u5316\u7684\u81ea\u9002\u5e94\u7cfb\u7edf\u3002\u8bba\u6587\u8bf4\u5b58\u5f97\u591a\u4f46\u68c0\u7d22\u5f31\u7684\u7cfb\u7edf\uff0c\u7ed9\u6a21\u578b\u5448\u73b0\u7684\u662f\u9519\u8bef\u7684\u95ee\u9898\uff0cmemory \u7684\u6210\u529f\u6807\u51c6\u4e0d\u662f\"\u5b58\u4e86\u591a\u5c11\"\u800c\u662f\"\u5f53\u524d\u8fd9\u4e00\u6b65\u7684\u4e0a\u4e0b\u6587\u662f\u4e0d\u662f\u6e05\u6670\u53ef\u8bfb\"\u3002

\n
\n

TLDR: \u522b\u8ba9\u6a21\u578b\u6bcf\u6b21\u4ece\u5934\u53d1\u660e\u5de5\u4f5c\u6d41\uff0c\u6253\u5305\u597d\u8ba9\u5b83\u9009\u3002

\n

\u518d\u8bf4 skill \u3002\u6a21\u578b\u53ef\u80fd\"\u77e5\u9053\"\u600e\u4e48\u5e72\u4e00\u4e2a\u6d3b\uff0c\u4f46\u6bcf\u6b21\u4ece\u5934\u63a8\u5bfc\u5de5\u4f5c\u6d41\u7684\u65f6\u5019\u884c\u4e3a\u4e0d\u7a33\u5b9a\uff0c\u8df3\u6b65\u9aa4\u3001\u505c\u6b62\u6761\u4ef6\u98d8\u5ffd\u3001\u5de5\u5177\u8c03\u7528\u4e0d\u4e00\u81f4\u3002Skill \u5c31\u662f\u628a\u9a8c\u8bc1\u8fc7\u7684\u5de5\u4f5c\u6d41\u6253\u5305\u6210\u53ef\u590d\u7528\u7684\u4e1c\u897f\u3002\u8bba\u6587\u8bf4\u4e00\u4e2a\u5b8c\u6574\u7684 skill \u6709\u4e09\u90e8\u5206\uff1a\u64cd\u4f5c\u8fc7\u7a0b\uff08\u6b65\u9aa4\u9aa8\u67b6\uff09\u3001\u51b3\u7b56\u542f\u53d1\uff08\u5206\u652f\u5904\u600e\u4e48\u9009\uff09\u3001\u89c4\u8303\u7ea6\u675f\uff08\u4ec0\u4e48\u6761\u4ef6\u4e0b\u7b97\u5408\u683c\uff09\uff0c\u4e09\u4e2a\u90fd\u6307\u5b9a\u4e86\u624d\u771f\u6b63\u53ef\u590d\u7528\u3002\u6f14\u5316\u8def\u5f84\u4e5f\u5f88\u6e05\u695a\uff0c\u5148\u662f Toolformer \u8fd9\u79cd\u5b66\u4f1a\u7a33\u5b9a\u8c03\u5355\u4e2a\u5de5\u5177\uff0c\u7136\u540e Gorilla\u3001ToolLLM \u89e3\u51b3\u5de5\u5177\u591a\u4e86\u4e4b\u540e\u9009\u54ea\u4e2a\u7684\u95ee\u9898\uff0c\u6700\u540e\u5230 Voyager \u8fd9\u79cd\u5728 Minecraft \u91cc\u81ea\u5df1\u63a2\u7d22\u4ea7\u751f\u4e0d\u65ad\u589e\u957f\u7684\u4ee3\u7801\u7ea7 skill \u5e93\uff0c\u80fd\u529b\u7684\u5b58\u5728\u5f62\u5f0f\u4ece\u6563\u843d\u7684\u5de5\u5177\u8c03\u7528\u53d8\u6210\u4e86\u53ef\u52a0\u8f7d\u53ef\u590d\u7528\u7684\u6253\u5305\u77e5\u8bc6\u3002

\n

\u8fd9\u91cc\u6709\u4e2a\u8bbe\u8ba1\u7ec6\u8282\u633a\u6709\u610f\u601d\u7684\uff0c\u53eb\u6e10\u8fdb\u62ab\u9732\u3002\u627e\u5230\u4e00\u4e2a skill \u4e0d\u7b49\u4e8e\u8981\u628a\u5168\u90e8\u5185\u5bb9\u7acb\u523b\u585e\u8fdb\u4e0a\u4e0b\u6587\uff0c\u957f\u4e0a\u4e0b\u6587\u4e0d\u80fd\u53ef\u9760\u8f6c\u5316\u4e3a\u66f4\u597d\u6027\u80fd\uff0c\u8be6\u7ec6\u6307\u4ee4\u53cd\u800c\u53ef\u80fd\u53d8\u6210\u566a\u58f0\u3002\u6240\u4ee5\u5206\u5c42\u52a0\u8f7d\uff0c\u4e00\u5f00\u59cb\u53ea\u7ed9\u540d\u5b57\u548c\u63cf\u8ff0\uff0c\u9700\u8981\u7684\u65f6\u5019\u518d\u9010\u6b65\u5c55\u5f00\u3002Claude Code \u7684 skill \u7cfb\u7edf\u5c31\u662f\u8fd9\u4e48\u8bbe\u8ba1\u7684\u3002

\n
\n

TLDR: \u4e0d\u8be5\u8ba9\u6a21\u578b\u731c\u7684\u4e1c\u897f\u5c31\u522b\u8ba9\u5b83\u731c\u3002

\n

\u7136\u540e\u662f protocol \uff0c\u8bba\u6587\u8bf4\u5728\u4e09\u79cd\u5916\u5316\u91cc protocol \u6548\u679c\u6700\u731b\uff0c\u56e0\u4e3a\u5b83\u76f4\u63a5\u628a\u4e00\u6574\u7c7b\u95ee\u9898\u4ece\u6a21\u578b\u7684\u601d\u8003\u8d1f\u62c5\u91cc\u62ff\u8d70\u4e86\u3002\u6ca1\u6709\u534f\u8bae\u7684\u65f6\u5019\u6a21\u578b\u6bcf\u8c03\u4e00\u4e2a\u5de5\u5177\u90fd\u5728\u731c\uff0c\u53c2\u6570\u53eb\u4ec0\u4e48\u3001\u6309\u4ec0\u4e48\u987a\u5e8f\u4f20\u3001\u8fd4\u56de\u7684\u4e1c\u897f\u957f\u4ec0\u4e48\u6837\uff0c\u8fd9\u4e9b\u672c\u6765\u5c31\u4e0d\u8be5\u9760\u731c\u3002\u6709\u4e86 MCP \uff0c\u5de5\u5177\u81ea\u5df1\u58f0\u660e\u80fd\u505a\u4ec0\u4e48\u53c2\u6570\u662f\u4ec0\u4e48\u8fd4\u56de\u4ec0\u4e48\uff0cAgent \u7167\u7740\u586b\u5c31\u884c\u3002\u4e0d\u8fc7\u8bba\u6587\u6ca1\u63d0 MCP \u5403 token \u7684\u95ee\u9898\uff0c\u73b0\u5728\u793e\u533a\u91cc CLI wrapper \u5927\u6709\u53d6\u4ee3 MCP \u7684\u52bf\u5934\u3002

\n

\u591a agent \u534f\u4f5c\u65b9\u9762\u8bba\u6587\u4e5f\u68b3\u7406\u4e86\u51e0\u4e2a\u534f\u8bae\uff1aGoogle \u7684 A2A\uff08 v1.0 \u4eca\u5e74 3 \u6708\u521a\u53d1\uff0c\u5df2\u7ecf\u79fb\u4ea4 Linux Foundation \u4e86\uff09\u8ba9 agent \u4e4b\u95f4\u4e92\u76f8\u53d1\u73b0\u80fd\u529b\u548c\u5206\u914d\u4efb\u52a1\uff0cIBM \u7684 ACP \u8d70\u8f7b\u91cf REST \u8def\u7ebf\u964d\u4f4e\u63a5\u5165\u95e8\u69db\uff0c\u4e0d\u8fc7 ACP \u540e\u6765\u88ab Cisco \u7684 AGNTCY \u9879\u76ee\u5438\u6536\u6350\u7ed9\u4e86 Linux Foundation \uff0c\u72ec\u7acb\u5b58\u5728\u611f\u5df2\u7ecf\u4e0d\u592a\u5f3a\u4e86\u3002\u8bba\u6587\u8fd8\u7406\u6e05\u4e86\u4e00\u4e2a\u5bb9\u6613\u641e\u6df7\u7684\u8fb9\u754c\uff1aMCP \u7ba1\"\u600e\u4e48\u8c03\u5de5\u5177\"\uff0c\u4e0d\u7ba1\"\u7528\u8fd9\u4e9b\u5de5\u5177\u8be5\u8d70\u4ec0\u4e48\u6d41\u7a0b\"\uff08\u90a3\u662f skill \uff09\uff0c\u4e5f\u4e0d\u7ba1\"\u4e0a\u6b21\u804a\u5230\u54ea\u4e86\"\uff08\u90a3\u662f memory \uff09\u3002

\n
\n

TLDR: Memory \u3001Skill \u3001Protocol \u4e09\u4e2a\u6a21\u5757\u4e92\u76f8\u5582\uff0c\u6b63\u53cd\u9988\u4e5f\u4f1a\u653e\u5927\u9519\u8bef\u3002

\n

\u6700\u540e\u804a\u804a\u6a21\u5757\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u4e09\u4e2a\u6a21\u5757\u4e0d\u662f\u5404\u5e72\u5404\u7684\uff0c\u8bba\u6587\u753b\u4e86\u516d\u6761\u8026\u5408\u6d41\u3002

\n

\"Fig

\n

\u6bd4\u8f83\u6709\u610f\u601d\u7684\u6bd4\u5982 Memory \u5230 Skill \u7684\u7ecf\u9a8c\u84b8\u998f\uff0c\u91cd\u590d\u51fa\u73b0\u7684\u6210\u529f\u8def\u5f84\u88ab\u62bd\u8c61\u6210\u53ef\u590d\u7528\u6d41\u7a0b\u3002\u8fd8\u6709 Protocol \u5230 Skill \u7684\u80fd\u529b\u751f\u6210\uff0c\u63a5\u53e3\u6807\u51c6\u5316\u4e4b\u540e\u5199\u6700\u4f73\u5b9e\u8df5\u53d8\u5f97\u5bb9\u6613\u5f88\u591a\uff0c\u6bcf\u4e2a\u7a33\u5b9a\u7684\u65b0\u63a5\u53e3\u90fd\u662f\u4e00\u65cf\u65b0 skill \u7684\u79cd\u5b50\u3002

\n

\u8bba\u6587\u8fd8\u6307\u51fa\u4e86\u4e00\u4e2a\u81ea\u6211\u5f3a\u5316\u5faa\u73af\uff1a\u66f4\u597d\u7684 memory \u5e26\u6765\u66f4\u597d\u7684 skill \u84b8\u998f\uff0c\u66f4\u597d\u7684 skill \u4ea7\u751f\u66f4\u4e30\u5bcc\u7684\u6267\u884c\u8bb0\u5f55\uff0c\u8fdb\u4e00\u6b65\u6539\u5584 memory \u3002\u6b63\u53cd\u9988\u52a0\u901f\u589e\u957f\uff0c\u4f46\u4e5f\u653e\u5927\u9519\u8bef\uff0c\u6709\u6bd2 memory \u5bfc\u81f4\u6709\u7f3a\u9677\u7684 skill \uff0c\u7ea7\u8054\u4e0b\u53bb\u5355\u4e2a\u6a21\u5757\u63a7\u5236\u4e0d\u4f4f\uff0c\u5f97\u9760 harness \u7ea7\u522b\u7684\u5e72\u9884\u6253\u65ad\u3002

\n
\n

\u8bfb\u5b8c\u6700\u5927\u7684\u6536\u83b7\u5c31\u662f\u4e00\u4e2a\u601d\u7ef4\u6846\u67b6\u5427\uff0c\u9047\u5230 Agent \u4e0d\u9760\u8c31\u7684\u95ee\u9898\uff0c\u5148\u60f3\u60f3\u8fd9\u4e2a\u8d1f\u62c5\u5e94\u8be5\u5728\u6a21\u578b\u91cc\u8fd8\u662f\u6a21\u578b\u5916\u9762\uff0c\u522b\u7b2c\u4e00\u53cd\u5e94\u6362\u66f4\u5927\u7684\u6a21\u578b\u3002\u6a21\u578b\u64c5\u957f\u7684\u4e8b\u8ba9\u6a21\u578b\u5e72\uff0c\u7075\u6d3b\u7efc\u5408\u3001\u5bf9\u7ed9\u5b9a\u4fe1\u606f\u505a\u63a8\u7406\u3002\u6a21\u578b\u4e0d\u64c5\u957f\u7684\u4e8b\u642c\u51fa\u53bb\uff0c\u957f\u671f\u8bb0\u5fc6\u3001\u6d41\u7a0b\u4e00\u81f4\u6027\u3001\u8ddf\u5916\u90e8\u7cfb\u7edf\u6253\u4ea4\u9053\u3002

\n

\u8bba\u6587\u7684\u7ed3\u8bba\u4e5f\u662f\u6211\u8fd9\u6bb5\u65f6\u95f4\u6700\u5927\u7684\u4f53\u4f1a\uff1a\u66f4\u597d\u7684 Agent \u4e0d\u662f\u66f4\u597d\u7684\u63a8\u7406\u5668\uff0c\u662f\u66f4\u597d\u5730\u7ec4\u7ec7\u7684\u8ba4\u77e5\u7cfb\u7edf\u3002

\n

\u8bba\u6587: https://arxiv.org/abs/2604.08224\n\u5b8c\u6574\u89e3\u8bfb: https://chorus-ai.dev/zh/blog/externalization-in-llm-agents/\n\u9010\u9875\u7b14\u8bb0: https://github.com/Chorus-AIDLC/Chorus/blob/main/docs/notes-externalization-llm-agents.md

\n" }, { "author": { "url": "https://www.v2ex.com/member/fengshils", "name": "fengshils", "avatar": "https://cdn.v2ex.com/gravatar/951a809150cc291f6f57e675d29a020a?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1206015", "title": "\u73b0\u5728\u90a3\u5bb6\u7684 coding plan \u8fd8\u80fd\u4e70\u5230", "id": "https://www.v2ex.com/t/1206015", "date_published": "2026-04-15T03:26:36+00:00", "content_html": "" }, { "author": { "url": "https://www.v2ex.com/member/fmfsaisai", "name": "fmfsaisai", "avatar": "https://cdn.v2ex.com/avatar/5bce/843d/1928_large.png?m=1770366470" }, "url": "https://www.v2ex.com/t/1206003", "title": "Trellis v0.4.0 \u6b63\u5f0f\u53d1\u5e03\uff01\u539f\u751f Monorepo \u652f\u6301 + \u591a\u4e2a\u65b0\u5e73\u53f0 + codex \u6ee1\u8840\u652f\u6301\uff01", "id": "https://www.v2ex.com/t/1206003", "date_published": "2026-04-15T03:00:48+00:00", "content_html": "

\u7ecf\u8fc7 11 \u4e2a beta + 2 \u4e2a rc \uff0cTrellis v0.4.0 \u7a33\u5b9a\u7248\u6b63\u5f0f\u53d1\u5e03\uff01

\n

Monorepo \u539f\u751f\u652f\u6301

\n

trellis init \u73b0\u5728\u4f1a\u8bc6\u522b monorepo \uff0c\u6309\u5305\u521b\u5efa\u72ec\u7acb\u7684 spec \u76ee\u5f55\uff0c\u6bcf\u4e2a package \u90fd\u80fd\u6709\u81ea\u5df1\u7684\u4e00\u5957\u7f16\u7801\u89c4\u8303\u548c\u4efb\u52a1\u3002\u914d\u5957\u5730\uff0c9 \u4e2a\u5e73\u53f0\u4e0a\u7684 before-backend-dev / before-frontend-dev / check-backend / check-frontend \u5408\u5e76\u6210\u4e86\u901a\u7528\u7684 before-dev / check\uff0c\u547d\u4ee4\u77e9\u9635\u4e0d\u4f1a\u56e0\u4e3a package \u6570\u91cf\u7206\u70b8\u3002

\n

\u5e73\u53f0\u652f\u6301\u66f4\u591a

\n\n

\u4f8b\u5982\u540c\u65f6\u542f\u7528\u591a\u4e2a\u5e73\u53f0\uff1a

\n
trellis init --codex --gemini --copilot -u your-name\n
\n

Codex \u6ee1\u8840\u652f\u6301

\n\n

\u5176\u4ed6\u6539\u8fdb

\n\n

\u5173\u952e\u4fee\u590d

\n\n

\u5176\u4ed6\u4fee\u590d\uff08\u8282\u9009\uff09

\n\n

\u5b89\u88c5\u4e0e\u5347\u7ea7

\n
# \u65b0\u88c5\nnpm install -g @mindfoldhq/trellis@latest --registry=https://registry.npmjs.org\n\n# \u5347\u7ea7\uff08\u5df2\u88c5\u8fc7 trellis \uff09\ntrellis update\n
\n

\u4ece 0.3.x \u5347\u7ea7\u4f1a\u81ea\u52a8\u5904\u7406 36 \u4e2a\u547d\u4ee4\u6587\u4ef6\u7684\u5408\u5e76\u2014\u2014\u5e26 hash \u6821\u9a8c\uff0c\u4f60\u7684\u672c\u5730\u4fee\u6539\u4f1a\u88ab\u4fdd\u7559\uff0c\u6ca1\u88ab\u6539\u8fc7\u7684\u6587\u4ef6\u624d\u5220\u3002

\n
\n\n" }, { "author": { "url": "https://www.v2ex.com/member/V12306EX", "name": "V12306EX", "avatar": "https://cdn.v2ex.com/gravatar/de444a13c64fd175c688ae2ac5750af1?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1205990", "title": "\u662f\u4e0d\u662f\u6700\u8fd1\u4f1a\u6709\u4ec0\u4e48\u66f4\u806a\u660e\u7684\u5927\u6a21\u578b\u8981\u53d1\u5e03\u4e86\u5440\uff1f", "id": "https://www.v2ex.com/t/1205990", "date_published": "2026-04-15T02:28:55+00:00", "content_html": "

\u6700\u8fd1\u8fd9\u4e24\u5929\u660e\u663e\u611f\u89c9 opus 4.6 \u53d8\u7b28\u4e86\u5f88\u591a\uff0c\u7b80\u76f4\u662f\u91cf\u7ea7\u7684\u964d\u4f4e\uff01\u6309\u7167\u60ef\u4f8b\uff0c\u4e00\u822c\u6709\u65b0\u6a21\u578b\u8981\u53d1\u5e03\u524d\uff0c\u73b0\u6709\u6a21\u578b\u5c31\u4f1a\u964d\u667a\u3002\u771f\u641e\u4e0d\u61c2\u4e3a\u4ec0\u4e48\u8981\u8fd9\u6837\u5e72\uff01\u4e5f\u8fd8\u6ca1\u770b\u5230\u5565\u65b0\u6a21\u578b\u8981\u53d1\u5e03\u5440\uff1f\u4f20\u8bf4\u4e2d\u7684 claude mythos \u4e5f\u4e0d\u4f1a\u5f00\u653e\u51fa\u6765\u7ed9\u5927\u5bb6\u7528\u5440

\n" }, { "author": { "url": "https://www.v2ex.com/member/Yasuke", "name": "Yasuke", "avatar": "https://cdn.v2ex.com/avatar/2805/3b00/625825_large.png?m=1774833511" }, "url": "https://www.v2ex.com/t/1205982", "title": "\u8054\u901a\u4e91\u7684 coding plan \u4e0d\u5efa\u8bae", "id": "https://www.v2ex.com/t/1205982", "date_published": "2026-04-15T02:15:54+00:00", "content_html": "\u7eaf\u6076\u5fc3\uff0c\u52a8\u4e0d\u52a8\u5c31 429 \uff0c\u8fd8\u4f1a\u83ab\u540d\u51fa\u73b0\"type\":\"internal_error\",\"message\":\"/data/ is not a multimodal model\"\u3002\u540c\u6837\u7684 skill \u6211\u7528\u5b98\u65b9\u7684 glm5.1 \u5c31\u8dd1\u5f97\u901a\uff0c\u7528\u8054\u901a\u4e91\u7684 glm5.1 \u5c31\u4e0d\u884c\u3002" }, { "author": { "url": "https://www.v2ex.com/member/plmsuper8", "name": "plmsuper8", "avatar": "https://cdn.v2ex.com/avatar/66b6/e8a4/192171_large.png?m=1711954477" }, "url": "https://www.v2ex.com/t/1205977", "title": "\u7528\u591a\u4e86 AI \u540e\uff0c\u6709\u6ca1\u6709\u89c9\u5f97 AI \u751f\u6210\u7684\u6587\u7ae0\u6709\u5f88\u5f3a\u7684\u65e2\u89c6\u611f\uff1f", "id": "https://www.v2ex.com/t/1205977", "date_published": "2026-04-15T02:08:20+00:00", "content_html": "

\u5305\u62ec\u4f46\u4e0d\u9650\u4e8e\uff1a

\n\n

\u8fd9\u7c7b AI \u53e5\u5f0f\u5df2\u7ecf\u770b\u592a\u591a\u4e86\uff0c\u751a\u81f3\u6700\u8fd1\u6709\u70b9\u8d8a\u6765\u8d8a\u591a\u3002\u4ee5\u81f3\u4e8e\u73b0\u5728\u4e00\u770b\u5c31\u77e5\u9053\u54ea\u4e9b\u6587\u7ae0\u53ef\u80fd\u662f AI \u751f\u6210\u7684\u3002\u800c\u4e14\u8fd8\u7ecf\u5e38\u5199\u5f97\u975e\u5e38\u957f\uff0c\u4e0e\u4f4e\u8d28\u91cf\u6b63\u76f8\u5173\u3002

\n

\u7ed3\u679c\u5c31\u662f\u77ac\u95f4\u5931\u53bb\u770b\u4e0b\u53bb\u6216\u8005\u804a\u4e0b\u53bb\u7684\u52a8\u529b\uff0c\u6216\u8005\u4e22\u7ed9 AI \u8ba9\u603b\u7ed3\u5427 /sad

\n

\u7406\u8bba\u4e0a\u73b0\u5728 LLM \u8fd9\u4e48\u5f3a\u4e86\uff0c\u4e0d\u77e5\u9053\u4e3a\u4ec0\u4e48\u5728\u8bed\u8a00\u98ce\u683c\u4e0a\u8fd8\u662f\u7f3a\u4e4f\u201c\u771f\u4eba\u611f\u201d\u3002

\n" }, { "author": { "url": "https://www.v2ex.com/member/kenshinhu", "name": "kenshinhu", "avatar": "https://cdn.v2ex.com/avatar/4b84/2771/88764_large.png?m=1772689002" }, "url": "https://www.v2ex.com/t/1205969", "date_modified": "2026-04-15T05:31:24+00:00", "content_html": "\u770b\u4e86\u597d\u51e0\u4e2a\u5185\u5bb9\uff1a
https://openai.com/zh-Hans-CN/index/harness-engineering/
https://github.com/walkinglabs/learn-harness-engineering/blob/main/README-CN.md
\u9084\u6709\u6700\u8fd1 \u5b9d\u7389\u4e5f\u6709\u548c\u539f\u4f5c\u6709\u4e89\u8bba\u7684\u5185\u5bb9
https://baoyu.io/blog/2026-04-13/ai-first

\u8fd9\u51e0\u4e2a\u5185\u5bb9\u540e\uff0c\u8a72\u600e\u6837\u5b9e\u8df5 Harness \uff1f \u6709\u522b\u4e8e specs, vibe \u8fd9\u7a2e \u73b0\u6709\u4e9b\u9879\u76ee\u53ef\u4ee5\u5c1d\u8bd5\u8fdb\u884c Harness \u5de5\u7a0b\uff1f

\u5bf9\u4e8e\u540e\u7aef API \u670d\u52a1\u7684\u8bdd\u6211\u53ef\u4ee5\u7406\u89e3\u600e\u6837\u505a\uff0c\u6211\u8ba4\u4e3a \u6709\u9700\u6c42\uff0c\u8ba9 AI \u8655\u7406\u9700\u6c42\uff0c\u5728\u63d0\u4ea4 PR \u65f6\u53ef\u4ee5\u505a\u5355\u5143\u6d4b\u8a66\uff0c\u518d\u52a0\u4e2a\u5b9a\u65f6\u5668\u505a\u5168\u91cf\u7684\u6d4b\u8a66\uff0c

\u4f46\u662f\u50cf \u524d\u7aef \u9879\u76ee\u8fd9\u7a2e\u53c8\u662f\u600e\u6837\u505a\u7684\uff1f

\u5e26\u7740\u597d\u5947\u5fc3\u6073\u8bf7\u6559\u5404\u4f4d V2 \u7684\u5927\u5927 ORZ", "date_published": "2026-04-15T01:51:33+00:00", "title": "\u5982\u4f55 \u5b9e\u8df5 Harness \u5de5\u7a0b\uff1f", "id": "https://www.v2ex.com/t/1205969" }, { "author": { "url": "https://www.v2ex.com/member/qf19910623", "name": "qf19910623", "avatar": "https://cdn.v2ex.com/avatar/4c87/06fd/222501_large.png?m=1506671949" }, "url": "https://www.v2ex.com/t/1205962", "title": "\u8baf\u98de\u7684 coding plan \u600e\u4e48\u6837\u6709\u4eba\u7528\u8fc7\u5417\uff1f", "id": "https://www.v2ex.com/t/1205962", "date_published": "2026-04-15T01:27:56+00:00", "content_html": "

\u6709\u6ca1\u6709\u7528\u8fc7\u7684\uff0c\u6392\u961f\u4e25\u4e0d\u4e25\u91cd\uff1f

\n" }, { "author": { "url": "https://www.v2ex.com/member/dadadadaadada", "name": "dadadadaadada", "avatar": "https://cdn.v2ex.com/gravatar/f1bff9bda435a15d877ec32ad0ffe1a7?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1205945", "title": "claude \u7684 resume \u597d\u50cf\u662f\u521b\u5efa\u4e00\u4e2a\u65b0\u4f1a\u8bdd", "id": "https://www.v2ex.com/t/1205945", "date_published": "2026-04-15T00:39:26+00:00", "content_html": "

\u5728 claude windows \u5ba2\u6237\u7aef\u521b\u5efa\u7684\u4f1a\u8bdd\uff0c\u4ece cli \u91cc\u9762\u7528 resume \u547d\u4ee4\u6062\u590d\u3002

\n

\u5728 cli \u91cc\u9762\u770b\u7740\u50cf\u662f\u6062\u590d\u539f\u4f1a\u8bdd\uff0c\u4f46\u662f\u4ece\u5ba2\u6237\u7aef\u91cc\u9762\u770b\uff0c\u662f\u81ea\u52a8\u65b0\u521b\u5efa\u4e86\u4e00\u4e2a\u4f1a\u8bdd\uff0c\u8fd9\u4e2a\u65b0\u4f1a\u8bdd\u91cc\u9762\u7684\u5185\u5bb9\u662f\u4ece\u8001\u4f1a\u8bdd\u91cc\u590d\u5236\u8fc7\u6765\uff0c\u5ba2\u6237\u7aef\u91cc\u5b58\u5728\u4e24\u4e2a\u5185\u5bb9\u4e00\u6837\u7684\u4f1a\u8bdd\u3002

\n

\u96be\u9053 resume \u5c31\u662f\u8fd9\u4e48\u8bbe\u8ba1\u7684\u5417

\n" }, { "author": { "url": "https://www.v2ex.com/member/Hermitist", "name": "Hermitist", "avatar": "https://cdn.v2ex.com/gravatar/da6c1e355f86d79cd2887cb34a3c864e?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1205893", "title": "\u73a9 hermes \u7684\u8bf7\u6559\u4e0b, \u5982\u4f55\u8ba9 hermes \u6709\u5168\u9762\u7ba1\u63a7\u81ea\u5df1\u7535\u8111\u7684\u6743\u9650?", "id": "https://www.v2ex.com/t/1205893", "date_published": "2026-04-14T13:29:57+00:00", "content_html": "\u6211\u662f mac, \u53d1\u4e86\u5b89\u88c5\u6307\u4ee4\u540e, \u4e5f\u65e0\u6cd5\u64cd\u4f5c\u81ea\u5df1\u7684\u7535\u8111, \u8fd9\u662f\u600e\u4e48\u56de\u4e8b." }, { "author": { "url": "https://www.v2ex.com/member/wnzhyee", "name": "wnzhyee", "avatar": "https://cdn.v2ex.com/gravatar/8e776606ec4ac16c2e9200b612fe3f0c?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1205891", "title": "openai \u7684 plus \u81ea\u5df1\u5f00\u5c0f\u53f7\u548c\u7528\u4e2d\u8f6c\u7ad9\uff0c\u4ef7\u683c\u662f\u5dee\u4e0d\u591a\u7684\u5417", "id": "https://www.v2ex.com/t/1205891", "date_published": "2026-04-14T13:16:05+00:00", "content_html": "

RT \uff0c\u7528 bug \u5361\u5c0f\u53f7 plus \u6216\u8005\u52a0 team \uff0c\u6210\u672c\u5927\u6982 10 \u5757\u4e00\u4e2a\u53f7\uff1f\u4e0d\u8003\u8651\u4e2d\u9014\u5c01\u53f7\u7684\u60c5\u51b5\u4e0b\uff0c\u6bd4\u4e2d\u8f6c\u8981\u4fbf\u5b9c\u70b9\u8fd8\u662f\u8d35\u4e00\u70b9\uff1f

\n

\u603b\u4e4b\u81ea\u5df1\u5f00\u5c0f\u53f7\u7528\uff0c\u5b89\u5168\u6027\u611f\u89c9\u8fd8\u662f\u6bd4\u4e2d\u8f6c\u8981\u9ad8\u7684\uff0c\u4e0d\u77e5\u9053\u4e00\u4e2a plus \u4e00\u4e2a\u6708 4 \u5468\u5927\u6982\u80fd\u7528\u591a\u5c11\u5200\u9650\u989d\u554a\uff0c\u6211\u611f\u89c9\u6211\u4f7f\u7528\u7684\u91cf\u53ef\u80fd\u6bcf\u4e2a\u6708\u9700\u8981\u4e0d\u5c11\u5c0f\u53f7\u5012\u662f\u771f\u7684\u3002\u3002

\n" }, { "author": { "url": "https://www.v2ex.com/member/rxc420902911", "name": "rxc420902911", "avatar": "https://cdn.v2ex.com/avatar/b7d7/04d3/792594_large.png?m=1775048704" }, "url": "https://www.v2ex.com/t/1205882", "title": "\u5982\u4f55\u5efa\u4e00\u4e2a\u81ea\u5df1\u7684\u53f7\u6c60\uff0c\u8ba9 cursor \u771f\u6b63\u5b9e\u73b0 token \u81ea\u7531", "id": "https://www.v2ex.com/t/1205882", "date_published": "2026-04-14T12:40:23+00:00", "content_html": "

Cursor Pro $20 \u4e00\u4e2a\u6708\uff0c500 \u6b21\u5feb\u901f\u8bf7\u6c42\u7528\u5b8c\u5c31\u964d\u901f\u3002\u91cd\u5ea6\u7528\u7684\u4eba\uff0c\u6708\u4e2d\u5c31\u5f00\u59cb\u7126\u8651\u989d\u5ea6\u3002

\n

\u4f46 Cursor \u7684\u6a21\u578b\u4e0d\u662f\u53ea\u80fd\u7528\u5b83\u81ea\u5df1\u7684\u914d\u989d\u3002

\n

\u6709\u529e\u6cd5\u628a\u5916\u90e8\u7684\u514d\u8d39\u6a21\u578b\u63a5\u8fdb\u53bb\uff0c\u989d\u5ea6\u7528\u5b8c\u65e0\u7f1d\u5207\u6362\uff0c\u4e0d\u4e2d\u65ad\u7f16\u7801\u3002

\n

\u5148\u8bf4\u80fd\u63a5\u4ec0\u4e48

\n

\u76ee\u524d\u80fd\u514d\u8d39\u62ff\u5230\u7684\u9876\u7ea7\u7f16\u7801\u6a21\u578b\uff1a

\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
\u6765\u6e90\u6a21\u578b\u8d39\u7528\u600e\u4e48\u62ff
KiroClaude Sonnet 4.5\u514d\u8d39\uff08\u7ea6 500 \u6b21/\u6708\uff09kiro.dev \u6ce8\u518c
CodexGPT-5.4 \u7b49 7 \u4e2a\u6a21\u578b\u9650\u65f6\u514d\u8d39\u5b89\u88c5\u5373\u7528
AntigravityGemini 3.1 Pro\u514d\u8d39Google AI Pro \u9996\u6708\u514d\u8d39\u9886
GroqLlama 70B, Kimi K2\u514d\u8d39\u6ce8\u518c\u62ff API Key
CerebrasQwen 235B\u514d\u8d39\u6ce8\u518c\u62ff API Key
Gemini APIGemini 2.5 Pro\u514d\u8d39Google \u8d26\u53f7\u767b\u5f55 AI Studio

\u8fd9\u4e9b\u52a0\u8d77\u6765\uff0cSonnet + GPT-5.4 + Gemini 3.1 Pro + Llama 70B + Qwen 235B \uff0c\u5168\u90e8\u96f6\u6210\u672c\uff08 Codex \u4e3a\u9650\u65f6\u514d\u8d39\uff09\u3002

\n

\u95ee\u9898\u662f\uff1a\u8fd9\u4e9b\u914d\u989d\u5404\u81ea\u4e3a\u653f\uff0c\u4e0d\u80fd\u76f4\u63a5\u5728 Cursor \u91cc\u7528\u3002

\n

\u600e\u4e48\u63a5\u8fdb Cursor

\n

\u7528 OpenRelay \u3002

\n

\u5b83\u8dd1\u5728\u672c\u5730\uff0c\u628a\u4e0a\u9762\u6240\u6709\u914d\u989d\u7edf\u4e00\u6210\u4e00\u4e2a\u7aef\u70b9\uff0c\u7136\u540e\u901a\u8fc7 RPC \u4ee3\u7406\u65e0\u7f1d\u63a5\u5165 Cursor \u3002

\n

\u5177\u4f53\u6b65\u9aa4\uff1a

\n

1. \u88c5 OpenRelay

\n

\u53bb GitHub \u4e0b\u8f7d\u53ef\u6267\u884c\u6587\u4ef6\uff1agithub.com/romgX/openrelay/releases

\n

Windows \u53cc\u51fb\u8fd0\u884c\uff0cmacOS \u7ec8\u7aef\u6267\u884c\uff1a

\n
chmod +x openrelay-macos\nxattr -d com.apple.quarantine openrelay-macos\n./openrelay-macos\n
\n

\u6253\u5f00 http://localhost:18765\uff0c\u8fdb Web \u9762\u677f\u3002

\n

2. \u6dfb\u52a0\u514d\u8d39 Provider

\n

OpenRelay \u4f1a\u81ea\u52a8\u626b\u63cf\u4f60\u673a\u5668\u4e0a\u5df2\u6709\u7684 AI \u5de5\u5177\u2014\u2014Kiro \u3001Claude Code \u3001Antigravity\u2014\u2014\u81ea\u52a8\u53d1\u73b0\u5b83\u4eec\u7684\u914d\u989d\u3002

\n

API \u7c7b\u7684\uff08 Groq \u3001Cerebras \u3001SambaNova \uff09\uff0c\u5728\u9762\u677f\u91cc\u70b9\u300c\u6dfb\u52a0 Provider \u300d\uff0c\u586b\u4e00\u6b21 API Key \u3002

\n

3. \u7ec4\u914d\u989d\u6c60

\n

\u5728\u9762\u677f\u7684\u300c\u81ea\u5b9a\u4e49\u6a21\u578b\u7ec4\u300d\u91cc\uff0c\u628a\u591a\u4e2a Provider \u4e32\u6210\u4e00\u6761\u94fe\uff1a

\n
\"coding-sonnet\" = Kiro (Sonnet 4.5) \u2192 Claude Code (Sonnet 4.6)\n\"coding-fast\" = Groq (Llama 70B) \u2192 Cerebras (Qwen 235B) \u2192 SambaNova (DeepSeek V3.2)\n
\n

\u7b2c\u4e00\u4e2a\u914d\u989d\u7528\u5b8c\uff0c\u81ea\u52a8\u5207\u7b2c\u4e8c\u4e2a\u3002\u4f60\u611f\u77e5\u4e0d\u5230\u5207\u6362\u3002

\n

4. \u63a5\u5165 Cursor

\n

\u9762\u677f\u91cc\u627e\u5230 Cursor \uff0c\u5f00\u542f RPC \u4ee3\u7406\u3002Cursor \u4f1a\u65e0\u7f1d\u4f7f\u7528\u4f60\u7684\u914d\u989d\u6c60\uff0c\u4e0d\u9700\u8981\u6539 Cursor \u7684\u4efb\u4f55\u8bbe\u7f6e\u3002

\n

\u641e\u5b9a\u3002

\n

Claude Code \u540c\u7406

\n

\u5982\u679c\u4f60\u7528 Claude Code \uff0c\u63a5\u5165\u66f4\u7b80\u5355\uff1a

\n
export ANTHROPIC_BASE_URL=http://localhost:18765\nexport ANTHROPIC_API_KEY=unused\n
\n

\u6216\u8005\u9762\u677f\u91cc\u4e00\u952e\u914d\u7f6e\uff1a\u9009\u4e2d Claude Code \u2192 \u9009\u62e9 Provider \u2192 \u5f00\u5173\u6253\u5f00 \u2192 \u91cd\u5f00\u7ec8\u7aef\u3002

\n

\u73b0\u5728 Claude Code \u8d70\u4f60\u7684\u914d\u989d\u6c60\u3002Kiro \u7684 Sonnet \u7528\u5b8c\uff0c\u81ea\u52a8\u5207 Groq \u7684 Llama \uff0c\u518d\u5207 Cerebras \u3002

\n

Google AI Pro\uff1a\u6700\u5927\u7684\u4e00\u5757\u514d\u8d39\u914d\u989d

\n

\u5355\u72ec\u8bf4\u4e00\u4e0b\u8fd9\u4e2a\uff0c\u56e0\u4e3a\u5b83\u7684\u542b\u91d1\u91cf\u6700\u9ad8\u3002

\n

Google One AI Pro \u9996\u6708\u514d\u8d39\uff0c\u5305\u542b Gemini 3.1 Pro \u3001Claude Opus 4.6 \u3001Sonnet 4.6 \u3001GPT-OSS 120B \uff0c\u914d\u989d\u6bcf 5 \u5c0f\u65f6\u5237\u65b0\u3002

\n

\u9886\u53d6\u65b9\u6cd5\uff1aGoogle One \u5b98\u7f51 \u2192 AI Pro \u65b9\u6848 \u2192 \u7ed1\u652f\u4ed8\u65b9\u5f0f \u2192 $0 \u5f00\u901a\u3002\u5230\u671f\u524d\u53d6\u6d88\u4e0d\u6263\u94b1\u3002

\n

\u9886\u4e86\u4e4b\u540e\u88c5 Antigravity \uff08 Google \u7684 AI \u7f16\u8f91\u5668\uff09\uff0cOpenRelay \u81ea\u52a8\u53d1\u73b0\u8fd9\u4e2a\u914d\u989d\uff0c\u52a0\u5165\u4f60\u7684\u914d\u989d\u6c60\u3002

\n

\u5bb6\u5ead\u7ec4\u73a9\u6cd5\uff1aGoogle One \u652f\u6301\u5bb6\u5ead\u7ec4\u5171\u4eab\uff0c\u4e00\u4e2a\u4e3b\u8d26\u53f7\u62c9 5 \u4e2a\u4eba\uff0c\u6240\u6709\u4eba\u5171\u4eab AI Pro \u6743\u76ca\u3002\u6bcf\u4eba\u90fd\u80fd\u5728\u81ea\u5df1\u7535\u8111\u4e0a\u88c5 Antigravity \uff0c\u62ff\u5230\u72ec\u7acb\u7684 Gemini 3.1 Pro \u548c Opus 4.6 \u914d\u989d\u3002

\n

OpenRelay \u81ea\u52a8\u53d1\u73b0\u4f60\u672c\u673a\u5df2\u767b\u5f55\u7684 Antigravity \uff0c\u52a0\u4e0a\u4f60\u6dfb\u52a0\u7684 API Key \uff08 Groq \u3001Cerebras \u7b49\uff09\uff0c\u5168\u90e8\u4e32\u6210\u4e00\u6761\u914d\u989d\u94fe\u3002\u600e\u4e48\u6ce8\u518c\u3001\u6709\u51e0\u4e2a\u53f7\uff0c\u5b83\u4e0d\u7ba1\u2014\u2014\u53ea\u8d1f\u8d23\u628a\u4f60\u5df2\u6709\u7684\u914d\u989d\u7edf\u4e00\u7ba1\u7406\u548c\u81ea\u52a8\u5207\u6362\u3002

\n

\u7b97\u7b14\u8d26

\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
\u65b9\u6848\u6708\u8d39\u80fd\u7528\u7684\u6a21\u578b
Cursor Pro$20\u81ea\u5e26\u6a21\u578b\uff0c500 \u6b21\u5feb\u901f
Claude Code Pro$20Opus 4.6 + Sonnet 4.6
\u672c\u6587\u65b9\u6848$0 \uff08 Google AI Pro \u9996\u6708\u514d\u8d39\uff0cCodex \u9650\u65f6\u514d\u8d39\uff09Opus 4.6 + Sonnet 4.5 + GPT-5.4 + Gemini 3.1 Pro + Llama 70B + Qwen 235B

$0 \u65b9\u6848\u7684\u4ee3\u4ef7\u662f\uff1a\u514d\u8d39\u989d\u5ea6\u6709\u65e5\u9650\uff0c\u91cd\u5ea6\u7528\u53ef\u80fd\u4e0d\u591f\u3002\u4f46\u591a\u4e2a Provider \u8f6e\u6362\u515c\u5e95\uff0c\u65e5\u5e38\u5f00\u53d1\u57fa\u672c\u4e0d\u65ad\u4f9b\u3002

\n

\u5982\u679c\u4f60\u5df2\u7ecf\u6709 Cursor \u6216 Claude Code \u8ba2\u9605\uff0c\u52a0\u4e0a\u8fd9\u4e9b\u514d\u8d39\u914d\u989d\uff0c\u7b49\u4e8e\u5728\u8ba2\u9605\u57fa\u7840\u4e0a\u591a\u4e86\u4e00\u5c42\u4fdd\u9669\u2014\u2014\u989d\u5ea6\u7528\u5b8c\u4e0d\u964d\u901f\uff0c\u81ea\u52a8\u5207\u514d\u8d39\u6c60\u3002

\n

\u6ce8\u610f\u4e8b\u9879

\n
    \n
  1. \u7f51\u7edc\u8981\u7a33\u5b9a\u2014\u2014Google \u3001Anthropic \u5bf9\u5f02\u5e38 IP \u654f\u611f
    2. \n
  2. Google AI Pro \u5230\u671f\u524d\u53d6\u6d88\u2014\u2014\u4e0d\u7136\u6263 $19.99
    3. \n
  3. \u6240\u6709\u6570\u636e\u672c\u5730\u5904\u7406\u2014\u2014OpenRelay \u8dd1\u5728\u4f60\u7535\u8111\u4e0a\uff0cKey \u4e0d\u4e0a\u4f20\uff0c\u8bf7\u6c42\u76f4\u8fde AI \u540e\u7aef
    4. \n
  4. \u5f00\u6e90\u53ef\u5ba1\u8ba1\u2014\u2014\u4e0d\u653e\u5fc3\u53ef\u4ee5\u770b\u4ee3\u7801
    5. \n
\n

\u4e0b\u8f7d

\n

GitHub\uff1agithub.com/romgX/openrelay

\n

\u89c9\u5f97\u6709\u7528\uff0cStar \u4e00\u4e0b\u3002

\n" }, { "author": { "url": "https://www.v2ex.com/member/charlselee59", "name": "charlselee59", "avatar": "https://cdn.v2ex.com/gravatar/596fbdd2041122e7fa88e5389cd98936?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1205881", "date_modified": "2026-04-14T12:39:54+00:00", "content_html": "

\u53d1\u73b0\u4e00\u4e2a\u597d\u73a9\u7684 Emacs \u9879\u76ee\uff0c \u5c06 emacs \u653e\u5230\u4e00\u4e2a wayland \u5408\u6210\u5668\u91cc\u9762\uff0c \u4efb\u4f55\u5e94\u7528\u90fd\u53ef\u4ee5\u8dd1\u5728 emacs \u7684\u7a97\u53e3\u91cc\u9762

\n

Emacs Os \u5373\u5c06\u6765\u4e34\u4e86!!!!!!!

\n

emskin https://github.com/emskin/emskin

\n", "date_published": "2026-04-14T12:37:09+00:00", "title": "EmacsOS(emskin) \u8981\u6765\u4e86!..... \u5728 Emacs \u542f\u52a8\u6d4f\u89c8\u5668/\u7ec8\u7aef(\u4efb\u610f Linux \u56fe\u5f62\u754c\u9762\u7a0b\u5e8f\uff09\u662f\u4ec0\u4e48\u4f53\u9a8c\uff1f", "id": "https://www.v2ex.com/t/1205881" }, { "author": { "url": "https://www.v2ex.com/member/lizhenda", "name": "lizhenda", "avatar": "https://cdn.v2ex.com/avatar/45df/c74b/128487_large.png?m=1444477674" }, "url": "https://www.v2ex.com/t/1205860", "title": "\u90fd\u5728\u8bf4 glm-5.1 \u548c claude opus 4.6 \u5199\u4ee3\u7801\u6c34\u5e73\u4e00\u6837\u4e86\uff0c\u540a\u6253 gpt-5.4 \u662f\u771f\u7684\u5047\u7684\uff1f", "id": "https://www.v2ex.com/t/1205860", "date_published": "2026-04-14T10:16:33+00:00", "content_html": "

\u6709\u5b9e\u9645\u7528\u9879\u76ee\u9a8c\u8bc1\u8fc7\u7684\u7ae5\u978b\u5417\uff1f\n\u8fd8\u662f\u8bf4\u76ee\u524d\u7684 glm-5.1 \u548c\u8fd9\u4e9b\u5929\u6301\u7eed\u964d\u667a\u7684 claude opus 4.6 \u5750\u4e00\u684c\u4e86\uff1f\n\u4f46\u662f\u8bf4\u5b83\u5b8c\u7206 gpt-5.4 \u662f\u5426\u8a00\u8fc7\u5176\u5b9e\uff1f\n\u6211\u76ee\u524d\u4f7f\u7528 gpt-5.4 + xhight + fast \u89c9\u5f97\u8fd8\u662f\u86ee\u540a\u7684\u3002

\n" }, { "author": { "url": "https://www.v2ex.com/member/YanSeven", "name": "YanSeven", "avatar": "https://cdn.v2ex.com/avatar/3f22/feff/383743_large.png?m=1775465214" }, "url": "https://www.v2ex.com/t/1205852", "title": "\u6700\u8fd1\u7684\u201c\u706b\u70e7\u8fde\u8425\u201d\u5f0f\u7684\u780d\u989d+\u964d\u667a\u662f\u5426\u662f\u8b66\u949f", "id": "https://www.v2ex.com/t/1205852", "date_published": "2026-04-14T09:54:04+00:00", "content_html": "

\u53ef\u4ee5\u60f3\u8c61\u672a\u6765\u5982\u679c\u5f00\u53d1\u80fd\u529b\u5168\u90e8\u96c6\u4e2d\u5230\u8fd9\u4e9b llm \u5382\u5546\u624b\u4e2d.\n\u4e2d\u4f4e\u9636\u7801\u519c\u80fd\u529b\u5927\u5e45\u9000\u5316\u3002

\n

\u867d\u7136\u5927\u4f01\u4e1a\u53ef\u80fd\u4ecd\u7136\u517b\u5f97\u8d77\u4e00\u5806\u9ad8\u7d20\u8d28\u5f00\u53d1\u8005\u3002

\n

\u4f46\u662f\u4e2d\u5c0f\u4f01\u4e1a\u68ad\u54c8 llm \u4e91\u5458\u5de5\u4e4b\u540e\uff0c\u90a3\u5c82\u4e0d\u662f\u4efb\u4eba\u5bb6\u62ff\u634f\uff0c\u4f60\u7684\u4e1a\u52a1\u8fdb\u5ea6\uff0c\u4f60\u7684\u7d27\u6025 bug \uff0c\u90fd\u5728\u4eba\u5bb6\u624b\u91cc\u6525\u7740\u3002

\n

\u5c31\u8ddf\u628a\u777e\u4e38\u653e\u5728\u4eba\u5bb6\u624b\u91cc\u4e00\u6837\uff0c\u7275\u7740\u4f60\u8d70\u3002

\n" }, { "author": { "url": "https://www.v2ex.com/member/gnhaha", "name": "gnhaha", "avatar": "https://cdn.v2ex.com/avatar/347f/ebfc/732352_large.png?m=1769150065" }, "url": "https://www.v2ex.com/t/1205831", "title": "windows \u5e73\u53f0\u4e2d opencode \u8f93\u51fa\u4e2d\u6587\u4e71\u7801\u5e94\u8be5\u600e\u4e48\u529e\uff1f", "id": "https://www.v2ex.com/t/1205831", "date_published": "2026-04-14T09:11:01+00:00", "content_html": "

\u4f7f\u7528 powershell7 \u542f\u52a8 opencode \u4e5f\u4e0d\u884c\u3002\n\u5927\u5bb6\u6709\u4ec0\u4e48\u597d\u529e\u6cd5\uff1f

\n" }, { "author": { "url": "https://www.v2ex.com/member/aklllw", "name": "aklllw", "avatar": "https://cdn.v2ex.com/gravatar/72d2d6ba415161ecbf508d3192a8ad7c?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1205798", "title": "\u4e00\u79cd\u5947\u602a\u7684\u7656\u597d\u2014\u2014\u7cbe\u81f4\u673a\u5668\u7684\u7f8e", "id": "https://www.v2ex.com/t/1205798", "date_published": "2026-04-14T07:38:12+00:00", "content_html": "

\u5df2\u7ecf\u6709 copilot \u4e86\uff0c\u7136\u540e\u53c8\u4f4e\u4ef7\u4e0a\u8f66\u4e86 gpt plus \u548c gemini \u4e4b\u540e\uff0c\u8fd8\u662f\u5f88\u60f3\u8d2d\u4e70\u56fd\u4ea7\u7684\u5957\u9910\uff0ckimi glm \u4e00\u7c7b\n\u660e\u660e\u4e00\u6b21 5h \u4e0a\u9650\u90fd\u6ca1\u7528\u5230

\n

\u6233\u4e2d\u6211\u7684\u662f\uff0c\u7f51\u7edc\u76f4\u8fde\u56fd\u5185\u670d\u52a1\u5668\u539f\u751f\u8bf7\u6c42\u3002\n\u6211\u4e0d\u77e5\u9053\u600e\u4e48\u5f62\u5bb9\u8fd9\u79cd\u7656\u597d\uff0c\u5c31\u548c\uff0cCPA \u4e00\u5b9a\u8981\u90e8\u7f72\u5728\u8f6f\u8def\u7531\u91cc\uff0c\u5728\u672c\u5730\u7f51\u7edc\u73af\u5883\uff0c\u65e2\u4e0d\u662f\u670d\u52a1\u5668\u4e5f\u4e0d\u662f PC \u91cc\uff0c\u5305\u62ec\u9f99\u867e\u548c\u7f51\u7edc\u4ee3\u7406\u4e5f\u4e00\u6837\u3002

\n

\u4f3c\u4e4e\u7279\u522b\u559c\u6b22\u8fd9\u79cd\uff0c\u4e00\u4e2a\u5f88\u7cbe\u81f4\u7684\u673a\u5668\uff0c\u4e0d\u95f4\u65ad\u5730\u4e3a\u6211\u63d0\u4f9b\u670d\u52a1\u7684\u611f\u89c9\uff1a\n\u8f6f\u8def\u7531\uff08\u5c0f\u5de7\u7cbe\u81f4\uff0c24h \u5728\u7ebf\uff09\u2014\u2014 PC \uff08\u5927\u4e14\u7b28\u91cd\u6709\u7070\u5c18\uff0c\u98ce\u6247\u4e0d\u65ad\u4ea7\u751f\u566a\u97f3\uff09\n\u56fd\u5185\u5382\u5546\uff08\u539f\u751f\u8bf7\u6c42\uff0c\u76f4\u8fbe\u670d\u52a1\u5668\uff0c\u8f7b\u76c8\uff09\u2014\u2014 \u56fd\u5916\uff08\u968f\u65f6\u4f1a\u4e0b\u8f66/\u9700\u8981\u7ecf\u8fc7\u9ebb\u70e6\u7684\u4ee3\u7406\u624d\u53ef\u8bbf\u95ee/\u5c42\u5c42\u8f6c\u53d1/\u6ca1\u6709\u8f7b\u4fbf\u76f4\u63a5\u7684 API \u53ef\u7528\uff09\n\u8fd8\u6709\u673a\u573a\u4e5f\u662f\u4e00\u6837\u7684\uff0c\u4e13\u7ebf\u5c31\u662f\u6bd4\u76f4\u8fde\u597d\uff0c\u54ea\u6015\u6211\u5b8c\u5168\u611f\u77e5\u4e0d\u5230\u5dee\u8ddd\uff08\u7b11\uff09

\n" }, { "author": { "url": "https://www.v2ex.com/member/lx271896700133", "name": "lx271896700133", "avatar": "https://cdn.v2ex.com/gravatar/b9da8d92fa75d37758ba629c88bafd08?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1205796", "title": "TRAE CN,Qoder,CodeBuddy CN,CodeArts Agent \u54ea\u4e2a\u597d\u7528\u4e00\u70b9\uff1f", "id": "https://www.v2ex.com/t/1205796", "date_published": "2026-04-14T07:29:28+00:00", "content_html": "\u56fd\u5916\u7684\u6ca1\u53d1\u7968\uff0c\u4e0d\u597d\u62a5\u9500\u3002\u6240\u4ee5\u60f3\u5728\u56fd\u5185\u7684 AI \u5de5\u5177\u91cc\u9009\u4e00\u4e2a\u3002\u5927\u5bb6\u5e2e\u5fd9\u6295\u6295\u7968\u3002" }, { "author": { "url": "https://www.v2ex.com/member/NiGuAnHeShang", "name": "NiGuAnHeShang", "avatar": "https://cdn.v2ex.com/avatar/d61f/d132/609622_large.png?m=1739502596" }, "url": "https://www.v2ex.com/t/1205792", "title": "flutter \u72b6\u6001\u7ba1\u7406\u5668 GETX \u5220\u9664\u8dd1\u8def\u4e86\uff0c\u4ec0\u4e48\u60c5\u51b5\uff1f\uff1f\u73b0\u5728 APP \u53ef\u662f\u7528\u7684\u8fd9\u4e2a\u4ed3\u5e93\uff0c\u540e\u7eed\u7684\u8fed\u4ee3\u600e\u4e48\u5f04\u54e6", "id": "https://www.v2ex.com/t/1205792", "date_published": "2026-04-14T07:23:07+00:00", "content_html": "

\u8fd9\u91cc\u6709\u4e2a\u94fe\u63a5\uff0c\u53ef\u4ee5\u70b9\u51fb\u8fdb\u53bb\u770b\u770b\u3002\u539f\u6765\u7684\u4ed3\u5e93\u5df2\u7ecf 404 \u4e86\u3002MD

\n" }, { "author": { "url": "https://www.v2ex.com/member/terryso", "name": "terryso", "avatar": "https://cdn.v2ex.com/avatar/bc2b/a673/25122_large.png?m=1775635913" }, "url": "https://www.v2ex.com/t/1205791", "title": "\u5f00\u6e90\u4e00\u4e2a Swift \u7248\u7684 Agent SDK, \u65e0\u9700\u4f9d\u8d56 Claude Code CLI", "id": "https://www.v2ex.com/t/1205791", "date_published": "2026-04-14T07:21:06+00:00", "content_html": "\u53c2\u8003 https://github.com/codeany-ai/open-agent-sdk-typescript \u8fd9\u4e2a\u5f00\u6e90\u9879\u76ee, \u5b9e\u73b0\u4e86\u4e00\u4e2a Swift \u7248, \u6211\u7684\u76ee\u7684\u662f\u5f00\u53d1\u4e00\u4e2a\u7eaf\u539f\u751f\u7684 mac \u7248 Agent \u4e0d\u9700\u8981\u518d\u4f9d\u8d56\u4efb\u4f55\u5176\u5b83 CLI, \u53ea\u9700\u8981\u5b89\u88c5\u8fd9\u4e2a SDK \u5c31\u884c.

\u5305\u542b\u4e86 Agent SDK \u7684\u7edd\u5927\u90e8\u5206\u529f\u80fd:
1. \u5b8c\u6574 Agent \u5faa\u73af \u2014 \u5355\u4e2a await \u8c03\u7528\u6216\u6d41\u5f0f AsyncStream \u5373\u53ef\u5b8c\u6210\u63d0\u793a\u3001\u5de5\u5177\u6267\u884c\u548c\u54cd\u5e94
2. 34 \u4e2a\u5185\u7f6e\u5de5\u5177 \u2014 Core \u6587\u4ef6/\u641c\u7d22/Web \u5de5\u5177\u3001Advanced \u4efb\u52a1/\u56e2\u961f\u7ba1\u7406\u3001Specialist cron/plan/worktree \u5de5\u5177
3. \u591a\u63d0\u4f9b\u5546 LLM \u2014 Anthropic (Claude) \u548c OpenAI \u517c\u5bb9 API \uff08 GLM \u3001Ollama \u3001OpenRouter \u7b49\uff09
4. MCP \u96c6\u6210 \u2014 \u901a\u8fc7 stdio \u3001SSE \u3001HTTP \u6216\u8fdb\u7a0b\u5185 MCP \u670d\u52a1\u5668\u8fde\u63a5\u5916\u90e8\u5de5\u5177
5. \u4f1a\u8bdd\u6301\u4e45\u5316 \u2014 \u4fdd\u5b58\u3001\u52a0\u8f7d\u3001\u5206\u53c9\u548c\u7ba1\u7406\u5bf9\u8bdd\u8bb0\u5f55\u4e3a JSON
6. \u94a9\u5b50\u7cfb\u7edf \u2014 20+ \u751f\u547d\u5468\u671f\u4e8b\u4ef6\uff0c\u652f\u6301\u51fd\u6570\u548c Shell \u94a9\u5b50\u5904\u7406
7. \u6743\u9650\u63a7\u5236 \u2014 6 \u79cd\u6743\u9650\u6a21\u5f0f\uff0c\u652f\u6301\u81ea\u5b9a\u4e49\u6388\u6743\u56de\u8c03\u548c\u7b56\u7565\u7ec4\u5408
8. \u591a Agent \u7f16\u6392 \u2014 \u751f\u6210\u5b50 Agent \u3001\u7ba1\u7406\u56e2\u961f\u3001\u4efb\u52a1\u548c Agent \u95f4\u6d88\u606f\u4f20\u9012
9. \u81ea\u52a8\u538b\u7f29 \u2014 \u957f\u5bf9\u8bdd\u81ea\u52a8\u538b\u7f29\uff0c\u4fdd\u6301\u5728\u4e0a\u4e0b\u6587\u7a97\u53e3\u9650\u5236\u5185
10. \u6280\u80fd\u7cfb\u7edf \u2014 5 \u4e2a\u5185\u7f6e\u6280\u80fd\uff08 Commit \u3001Review \u3001Simplify \u3001Debug \u3001Test \uff09\uff0c\u652f\u6301\u81ea\u5b9a\u4e49\u6280\u80fd\u6ce8\u518c
11. \u6587\u4ef6\u7f13\u5b58\u4e0e\u4e0a\u4e0b\u6587 \u2014 LRU \u6587\u4ef6\u7f13\u5b58\u3001Git \u72b6\u6001\u81ea\u52a8\u6ce8\u5165\u3001\u9879\u76ee\u6587\u6863\u53d1\u73b0\uff08 CLAUDE.md/AGENT.md \uff09
12. \u8fd0\u884c\u65f6\u63a7\u5236 \u2014 \u52a8\u6001\u6a21\u578b\u5207\u6362\u3001\u67e5\u8be2\u4e2d\u65ad\u5e76\u83b7\u53d6\u90e8\u5206\u7ed3\u679c\u3001\u4f1a\u8bdd\u8bb0\u5fc6
13. \u6c99\u76d2\u4e0e\u65e5\u5fd7 \u2014 \u53ef\u914d\u7f6e\u7684\u547d\u4ee4/\u8def\u5f84\u6c99\u76d2\u9650\u5236\uff0c\u7ed3\u6784\u5316 JSON \u65e5\u5fd7\u8f93\u51fa

\u9879\u76ee\u5730\u5740: https://github.com/terryso/open-agent-sdk-swift

\u559c\u6b22\u7684\u670b\u53cb\u9ebb\u70e6\u70b9\u4e2a\u2b50\ufe0f\u652f\u6301\u4e00\u4e0b" }, { "author": { "url": "https://www.v2ex.com/member/zhengmin4516", "name": "zhengmin4516", "avatar": "https://cdn.v2ex.com/gravatar/c7cdce06993c5cb4a2092d672af68ca9?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1205786", "title": "\u4f7f\u7528 ai \u7f16\u7a0b\u540e\u7684\u611f\u60f3\u548c\u56f0\u60d1", "id": "https://www.v2ex.com/t/1205786", "date_published": "2026-04-14T06:55:16+00:00", "content_html": "\u8fd1\u51e0\u5e74\u5404\u79cd ai \u8981\u53d6\u4ee3\u7a0b\u5e8f\u5458\u7684\u8206\u8bba\u51fa\u73b0\u7684\u65f6\u5019\uff0c\u6211\u90fd\u55e4\u4e4b\u4ee5\u9f3b\uff0c\u56e0\u4e3a\u4e4b\u524d\u4e5f\u5c1d\u8bd5\u8fc7\uff0c\u53d1\u73b0\u771f\u7684\u5f88\u96be\u7528\uff0c\u90a3\u65f6\u5019\u53ef\u80fd ai \u8fd8\u4e0d\u6210\u719f\u3002\u8fd9\u4e2a\u6708\u53c8\u8bd5\u4e86\u51e0\u4e0b\uff0c\u53d1\u73b0\u8fd8\u884c\uff0c\u4e8e\u662f\u5f00\u59cb\u91cd\u5ea6\u4f7f\u7528\uff0c\u53d1\u73b0\u5df2\u7ecf ai \u5df2\u7ecf\u5f88\u725b\u903c\u4e86\u3002
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\u7b2c\u4e8c\u4e2a\uff0c\u7528\u4e0a design.md \u4ee5\u53ca frontend-design \uff0c\u5bf9\u4e8e\u6211\u8fd9\u79cd\u4e0d\u4f1a\u8bbe\u8ba1\u7684\u7a0b\u5e8f\u5458\u6765\u8bf4\uff0c\u51fa\u6765\u7684\u9875\u9762\u597d\u592a\u591a\u4e86\u3002

\u73b0\u5728\u7684\u56f0\u60d1\uff1a
0. \u4eba\u53d8\u61d2\u4e86\uff0c\u4ec0\u4e48\u90fd\u60f3\u4e22\u7ed9 ai
1. token \u6d88\u8017\u5f88\u5927\uff0c\u6309\u7167\u8fd9\u4e00\u5468\u91cd\u5ea6\u4f7f\u7528\u4e0b\u6765\uff0c\u4e00\u4e2a\u6708\u4f30\u8ba1\u8981\u63a5\u8fd1 1000 \u5757
2. \u5bf9\u7a0b\u5e8f\u7684\u638c\u63a7\u5ea6\u51e0\u4e4e\u6ca1\u4e86\uff0c\u4ee5\u524d\u5199\u4ee3\u7801\u90fd\u662f\u4e00\u53e5\u53e5\u81ea\u5df1\u6572\u51fa\u6765\uff0c\u4ec0\u4e48\u529f\u80fd\u5728\u54ea\uff0c\u903b\u8f91\u662f\u4ec0\u4e48\u90fd\u5f88\u6e05\u6670\u3002\u73b0\u5728 ai \u5e93\u5e93\u5e93\u4e00\u5806\u51fa\u6765\uff0c\u867d\u7136\u90fd\u6709\u4eba\u5de5\u518d\u5ba1\u6838\u4e00\u4e0b\uff0c\u4f46\u662f\u8111\u5b50\u91cc\u5bf9\u4e8e\u67d0\u4e00\u4e2a\u6a21\u5757\u7684\u529f\u80fd\u5f88\u6a21\u7cca\uff0c\u4e0d\u786e\u5b9a\u662f\u5426\u6709\u6f5c\u5728\u7684 bug \u3002

\u60f3\u95ee\u95ee\u5927\u4f6c\u4eec\u7684\u770b\u6cd5\uff0c\u4f60\u4eec\u6bcf\u4e2a\u6708\u8ba2\u9605\u8981\u82b1\u591a\u5c11\u94b1\uff0c\u4ee5\u53ca\u4f60\u4eec\u662f\u5426\u9047\u5230\u6211\u7b2c 2 \u70b9\u7684\u56f0\u60d1\uff0c\u80fd\u5426\u4f18\u5316\uff0c\u8c22\u8c22\u3002" }, { "author": { "url": "https://www.v2ex.com/member/chen0520", "name": "chen0520", "avatar": "https://cdn.v2ex.com/gravatar/74604c3787ac4138d717040a1ba5d64a?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1205782", "title": "\u76ee\u524d\u624b\u673a\u4fa7\u7684 agent \u7684\u6700\u4f73\u5b9e\u8df5\u662f\uff1f", "id": "https://www.v2ex.com/t/1205782", "date_published": "2026-04-14T06:46:33+00:00", "content_html": "

\u60f3\u505a\u4e00\u4e2a\u81ea\u52a8\u5ba2\u670d\uff0cOpen-AutoGLM \u8bd5\u4e86\u4e0b\u611f\u89c9\u4e0d\u592a\u884c\uff0c\u4e3b\u8981\u5bf9\u8bdd\u6846\u76f8\u5e94\u592a\u8d39\u65f6\uff0c\u800c\u4e14\u5bf9\u4e8e\u65b0\u804a\u5929\u7684\u89e6\u53d1\u5f88\u7b28\uff0c\u7136\u540e\u4e0a\u4e0b\u6587\u8bb0\u7684\u771f\u7684\u592a\u5c11\u3002\u3002\u3002

\n" }, { "author": { "url": "https://www.v2ex.com/member/MengLUO", "name": "MengLUO", "avatar": "https://cdn.v2ex.com/gravatar/6818b2ed0cea306baf725c4ece5bff05?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1205781", "title": "\u88ab\u667a\u8c31 max \u5957\u9910\u5751\u7239 429 \u4e71\u5224\u591a\u4eba\u4f7f\u7528\u5c01\u53f7\u7684\u9009\u624b\u8fd9\u91cc\u96c6\u5408", "id": "https://www.v2ex.com/t/1205781", "date_published": "2026-04-14T06:45:07+00:00", "content_html": "

\u770b\u770b\u6709\u591a\u5c11\u4eba\uff0c\u96c6\u4f53\u51fa\u6765\u5fae\u8f6f\u4e00\u4e0b\uff0c\u6211\u5df2\u7ecf\u5728\u9ed1\u732b\u6295\u8bc9\u4e86\uff0c\u5168\u90fd 1%\u7684\u7528\u91cf\u4e86\uff0c\u8fd8\u641e 429 \u4e0d\u8ba9\u4eba\u7528\uff0c\u50b2\u6162\u5f97\u4e00\u903c\uff0c\u4e3b\u8981\u8bc9\u6c42\u8fd8\u662f\u6062\u590d\u8d26\u53f7\u6b63\u5e38\u4f7f\u7528\u7684\u5c31\u5728\u8fd9\u91cc\u96c6\u5408\u5427\uff0c\u9000\u6b3e\u7684\u8bdd 16 \u53f7\u4e4b\u524d\u7684\u8fde\u63a5\u5728 https://zhipu-ai.feishu.cn/share/base/form/shrcn8hoW11cnI0PRd7H5VEd9Kc \uff0c\u4e0d\u8fc7\u6211\u770b\u6296\u97f3\u4e0a\u8bf4\u8fd9\u4e2a\u9000\u6b3e\u5341\u5206\u626f\u76ae\uff0c\u6b63\u5e38\u7ef4\u6743\u7684\u5927\u5bb6\u770b\u770b\u600e\u4e48\u8054\u5408\u8d77\u6765\u7ed9\u4ed6\u65bd\u538b\uff0c\u8fd9\u516c\u53f8\u50b2\u6162\u5f97\u4e00\u903c\uff0c\u770b\u9700\u6c42\u4e0b\u83dc\u789f\uff0c\u6839\u672c\u4e0d\u6309\u8d2d\u4e70\u65f6\u5019\u627f\u8bfa\u7684\uff0c\u7eaf\u635e\u94b1\uff0c\u975e\u9000\u6b3e\u7684\u5de5\u5355\u548c\u6295\u8bc9\u662f\u6839\u672c\u4e0d\u5c4c\u4f60\u7684\uff0c\u5ba2\u670d\u4e5f\u662f\u6ca1\u6709\u7684\uff0c\u8fd8\u4f30\u503c 4000 \u591a\u4ebf

\n" }, { "author": { "url": "https://www.v2ex.com/member/davecat", "name": "davecat", "avatar": "https://cdn.v2ex.com/avatar/dd4b/3dfc/430011_large.png?m=1774319016" }, "url": "https://www.v2ex.com/t/1205756", "date_modified": "2026-04-15T01:25:10+00:00", "content_html": "\u8fd8\u662f\u548b\u5f04\u3002\u3002", "date_published": "2026-04-14T05:41:02+00:00", "title": "\u4f60\u4eec\u5199 Java \u662f IDEA+Cursor \u53cc\u5f00\u5417", "id": "https://www.v2ex.com/t/1205756" }, { "author": { "url": "https://www.v2ex.com/member/fennu2333", "name": "fennu2333", "avatar": "https://cdn.v2ex.com/avatar/2da4/ca30/791381_large.png?m=1776225790" }, "url": "https://www.v2ex.com/t/1205752", "date_modified": "2026-04-14T05:41:15+00:00", "content_html": "

\u6211\u65e5\u5e38\u7528 Claude Code \u505a\u9879\u76ee\u5f00\u53d1\u3002\u4e4b\u524d\u7684\u5de5\u4f5c\u6d41\u5927\u6982\u662f\u8fd9\u6837\u7684\uff1aAsana \u4e0a\u6709\u4e2a\u4efb\u52a1\uff0c\u6211\u628a\u63cf\u8ff0\u590d\u5236\u51fa\u6765\u8d34\u7ed9 Claude Code \uff0c\u7b49\u5b83\u505a\u5b8c\uff0c\u518d\u628a\u603b\u7ed3\u8d34\u56de Asana \u3002\u4e0b\u4e00\u4e2a\u4efb\u52a1\uff0c\u518d\u6765\u4e00\u904d\u3002

\n

\u5e72\u4e86\u51e0\u5468\u6211\u5c31\u5d29\u6e83\u4e86\u3002\u6211\u672c\u8d28\u4e0a\u53d8\u6210\u4e86\u4e00\u4e2a\u4eba\u8089 adapter \uff0c\u5728 Asana \u548c\u7ec8\u7aef\u4e4b\u95f4\u6765\u56de\u642c\u8fd0\u6587\u672c\u3002Agent \u660e\u660e\u80fd\u81ea\u5df1\u5e72\u6d3b\uff0c\u4f46\u5b83\u4e0d\u77e5\u9053\u8be5\u5e72\u4ec0\u4e48\uff0c\u5e72\u5b8c\u4e86\u4e5f\u4e0d\u77e5\u9053\u53bb\u54ea\u4ea4\u5dee\u3002\u8fd9\u4e9b\u4e0a\u4e0b\u6587\u5168\u9501\u5728\u6211\u8111\u5b50\u91cc\uff0c\u6216\u8005\u9501\u5728 Asana \u8fd9\u79cd Agent \u6839\u672c\u6ca1\u6cd5\u7528\u7684\u5de5\u5177\u91cc\u3002

\n

\u6240\u4ee5\u4ece 2 \u6708\u5f00\u59cb\u6211\u505a\u4e86\u4e2a\u5f00\u6e90\u9879\u76ee Chorus\uff0c\u60f3\u6cd5\u5f88\u7b80\u5355\uff1a\u7ed9 Agent \u4e00\u4e2a\u5b83\u81ea\u5df1\u80fd\u7528\u7684\u4efb\u52a1\u7ba1\u7406\u5668\uff0c\u8ba9\u5b83\u81ea\u5df1\u9886\u4efb\u52a1\u3001\u505a\u4efb\u52a1\u3001\u4ea4\u4efb\u52a1\u3002

\n

\u5b9e\u9645\u7528\u8d77\u6765\u5927\u6982\u662f\u8fd9\u6837\uff1a

\n

\"Chorus

\n

\u4e0b\u9762\u6309\u65f6\u95f4\u7ebf\u804a\u804a\u8fd9\u4e09\u4e2a\u6708\u6211\u8e29\u4e86\u54ea\u4e9b\u5751\uff0c\u505a\u4e86\u54ea\u4e9b\u51b3\u7b56\uff0c\u600e\u4e48\u4e00\u6b65\u6b65\u8d70\u5230\u73b0\u5728\u6562\u52a0\u4e0a /yolo \u547d\u4ee4\u8ba9 CC \u81ea\u5df1\u8dd1\u5168\u6d41\u7a0b\u7684\u3002

\n

v0.1 \uff08 2 \u6708\u5e95\uff09\uff1a\u5148\u8ba9 Agent \u81ea\u5df1\u770b\u5230\u6d3b

\n

\u7b2c\u4e00\u7248\u5c31\u662f\u628a\u7ba1\u9053\u8dd1\u901a\uff1aIdea -> Proposal -> Task -> Execute -> Verify \u3002

\n

\u5de5\u4f5c\u6d41\u53c2\u8003\u4e86 AWS \u7684 AI-DLC \uff08 AI-Driven Development Lifecycle \uff09\uff0c\u7b80\u5355\u8bf4\u5c31\u662f\u4e0d\u5728\u73b0\u6709\u6d41\u7a0b\u4e0a\"\u52a0\u4e2a AI \u52a9\u624b\"\uff0c\u800c\u662f\u8ba9 AI \u6765\u4e3b\u5bfc\u6574\u4e2a\u5f00\u53d1\u751f\u547d\u5468\u671f\u3002

\n

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\n

\u914d\u5408 Claude Code \u7684\u63d2\u4ef6\u673a\u5236\uff0c\u6211\u505a\u4e86\u4e00\u4e2a\u81ea\u52a8\u6ce8\u5165\uff1a\u6bcf\u6b21\u6253\u5f00 Claude Code \uff0c\u63d2\u4ef6\u4f1a\u81ea\u52a8\u628a\u5f53\u524d\u9879\u76ee\u91cc\u8fd8\u6709\u54ea\u4e9b\u6d3b\u8981\u5e72\u3001\u54ea\u4e9b\u4efb\u52a1\u88ab\u5206\u914d\u7ed9\u4e86\u4f60\uff0c\u76f4\u63a5\u585e\u8fdb\u4e0a\u4e0b\u6587\u3002Agent \u4e00\u8fdb\u6765\u5c31\u77e5\u9053\u8be5\u5e72\u561b\uff0c\u4e0d\u7528\u6211\u518d\u590d\u5236\u7c98\u8d34\u4efb\u52a1\u63cf\u8ff0\u4e86\u3002

\n

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\n

v0.4 \uff08 3 \u6708\u4e2d\uff09\uff1aAgent \u592a\u5bb9\u6613\"\u81ea\u4ee5\u4e3a\u505a\u5b8c\u4e86\"

\n

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\n

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\n

\u6240\u4ee5 v0.4 \u52a0\u4e86\u4e24\u4e2a\u673a\u5236\uff1a

\n

\u9a8c\u6536\u6807\u51c6 checklist\u3002\u7ed9\u6bcf\u4e2a Task \u52a0\u4e86\u72ec\u7acb\u7684 AC \uff08 Acceptance Criteria \uff09\u5217\u8868\u3002Agent \u505a\u5b8c\u540e\u5fc5\u987b\u9010\u6761\u81ea\u68c0\u6807\u8bb0 pass/fail \uff0c\u7136\u540e\u4eba\u6216 Admin Agent \u518d\u9010\u6761\u786e\u8ba4\u3002

\n

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\n

\u8bf4\u767d\u4e86\u5c31\u662f\u4e0d\u9760 Agent \u81ea\u89c9\uff0c\u9760\u73af\u5883\u7ea6\u675f\u3002\u4f60\u6ca1\u6cd5\u6307\u671b Agent \u6bcf\u6b21\u90fd\"\u8bb0\u5f97\"\u68c0\u67e5\u9a8c\u6536\u6807\u51c6\uff0c\u4f46\u4f60\u53ef\u4ee5\u8ba9\u5b83\u5728\u6ca1\u68c0\u67e5\u7684\u60c5\u51b5\u4e0b\u6839\u672c\u63d0\u4ea4\u4e0d\u4e86\u3002

\n

v0.6 \uff08 4 \u6708\u521d\uff09\uff1a\u8ba9 Agent \u5ba1 Agent \uff0c\u56e0\u4e3a\u6211\u53c8\u6210\u4e86\u74f6\u9888

\n

\u8d28\u91cf\u5173\u5361\u52a0\u4e0a\u4e86\uff0c\u4f46\u8c01\u6765\u6267\u884c\u9a8c\u6536\uff1f\u8fd8\u662f\u6211\u3002

\n

Agent \u51fa\u4e86 Proposal \u6211\u5f97\u770b\uff0cTask \u505a\u5b8c\u6211\u5f97\u9a8c\uff0cAC \u9010\u6761\u6211\u5f97\u786e\u8ba4\u3002\u5de5\u4f5c\u91cf\u4ece\"\u590d\u5236\u7c98\u8d34\"\u6362\u6210\u4e86\"\u9010\u6761 review\"\uff0c\u4f46\u74f6\u9888\u8fd8\u662f\u5361\u5728\u6211\u4e00\u4e2a\u4eba\u8eab\u4e0a\u3002

\n

\u6b63\u597d\u8fd9\u6bb5\u65f6\u95f4 Claude Code \u6e90\u4ee3\u7801\"\u5f00\u6e90\"\u4e86\uff0c\u6211\u4ed4\u7ec6\u7814\u7a76\u4e86\u4e00\u904d\u5b83\u7684\u63d2\u4ef6\u673a\u5236\uff0c\u53d1\u73b0 Claude Code \u7684\u63d2\u4ef6\u53ef\u4ee5\u5b9a\u4e49\u72ec\u7acb\u7684 agent \u3002\u8fd9\u4e9b agent \u6709\u81ea\u5df1\u7684 system prompt \u3001\u81ea\u5df1\u7684\u4e0a\u4e0b\u6587\uff0c\u8ddf\u6267\u884c\u5f00\u53d1\u4efb\u52a1\u7684 agent \u5b8c\u5168\u9694\u79bb\u3002\u8fd9\u5c31\u610f\u5473\u7740\u6211\u53ef\u4ee5\u5728\u63d2\u4ef6\u91cc\u5b9a\u4e49\u4e00\u4e2a\u4e13\u95e8\u5e72 review \u7684 agent \uff0c\u5b83\u5b8c\u5168\u6ca1\u89c1\u8fc7\u5f00\u53d1\u8fc7\u7a0b\u4e2d\u7684\u4e0a\u4e0b\u6587\uff0c\u5929\u7136\u5c31\u662f\u4e2a\u65c1\u89c2\u8005\u89c6\u89d2\u6765\u5ba1\u67e5\u3002

\n

\u60f3\u660e\u767d\u8fd9\u4e00\u70b9\u4e4b\u540e\uff0cv0.6 \u505a\u4e86\u8fd9\u4e2a\u9879\u76ee\u6700\u5173\u952e\u7684\u4e00\u4e2a\u51b3\u5b9a\uff1a\u8ba9 Agent \u5ba1 Agent \u3002

\n

\u5728 Chorus \u63d2\u4ef6\u91cc\u5b9a\u4e49\u4e86\u4e24\u4e2a reviewer agent\uff1aproposal-reviewer \u5ba1\u65b9\u6848\uff08\u63a5\u53e3\u8bbe\u8ba1\u5bf9\u4e0d\u5bf9\u5f97\u4e0a\u3001\u4efb\u52a1\u62c6\u5206\u5408\u4e0d\u5408\u7406\u3001AC \u80fd\u4e0d\u80fd\u6d4b\uff09\uff0ctask-reviewer \u5ba1\u4ee3\u7801\uff08\u5b9e\u73b0\u6709\u6ca1\u6709\u6ee1\u8db3 AC \uff09\u3002\u5b83\u4eec\u6709\u5404\u81ea\u7684 system prompt \u548c\u5ba1\u67e5\u89c4\u5219\uff0c\u5ba1\u67e5\u8bb0\u5f55\u6c38\u4e45\u5b58\u6863\u3002\u5ba1\u4e0d\u8fc7\u5c31\u6253\u56de\uff0c\u9644\u4e0a\u5177\u4f53\u95ee\u9898\uff0cAgent \u81ea\u5df1\u6539\u5b8c\u518d\u4ea4\u3002\u6700\u591a\u4e09\u8f6e\uff0c\u4e09\u8f6e\u8fd8\u8fc7\u4e0d\u4e86\u624d\u4e0a\u62a5\u4eba\u7c7b\u3002

\n

\u8fd9\u4e00\u6b65\u662f\u8f6c\u6298\u70b9\u3002\u4e4b\u524d\u4e0d\u7ba1\u81ea\u52a8\u5316\u505a\u5230\u4ec0\u4e48\u7a0b\u5ea6\uff0c\u6700\u540e\u603b\u6709\u4e2a\u73af\u8282\u5361\u5728\u6211\u8eab\u4e0a\u3002\u73b0\u5728\u63a5\u53e3\u5bf9\u4e0d\u5bf9\u5f97\u4e0a\u3001\u6807\u51c6\u6ee1\u6ca1\u6ee1\u8db3\u3001\u4f9d\u8d56\u6709\u6ca1\u6709\u753b\u53cd\u8fd9\u4e9b\u68c0\u67e5\u90fd\u6709 reviewer \u625b\u7740\u4e86\u3002\u7b49\u4e1c\u897f\u9012\u5230\u6211\u624b\u4e0a\u7684\u65f6\u5019\uff0c\u5df2\u7ecf\u88ab\u6311\u8fc7\u4e00\u8f6e\u523a\u4e86\uff0c\u6211\u53ea\u8981\u505a\u6700\u7ec8\u5224\u65ad\u3002

\n

v0.6.1 \uff08\u4e0a\u5468\uff09\uff1a/yolo \uff0c\u5168\u4e32\u8d77\u6765\u4e86

\n

\u5230\u8fd9\u4e00\u6b65\uff0c\u62fc\u56fe\u7ec8\u4e8e\u51d1\u9f50\u4e86\u3002Elaboration \u628a\u9700\u6c42\u804a\u900f\uff0cProposal \u628a\u65b9\u6848\u60f3\u6e05\u695a\uff0cReviewer \u628a\u8d28\u91cf\u5b88\u4f4f\uff0c\u5168\u81ea\u52a8\u7684\u524d\u63d0\u6761\u4ef6\u90fd\u6ee1\u8db3\u4e86\u3002

\n
/yolo \u7ed9\u9879\u76ee\u52a0\u4e00\u4e2a\u6697\u8272\u6a21\u5f0f\uff0c\u652f\u6301\u7cfb\u7edf\u504f\u597d\u81ea\u52a8\u5207\u6362\n
\n

\u4e00\u53e5\u8bdd\u8fdb\u53bb\uff0cAgent \u81ea\u5df1\u8d70\u5b8c\u6574\u6761\u7ba1\u9053\uff0c\u4e2d\u95f4\u4e0d\u95ee\u4f60\u4e00\u53e5\u8bdd\u3002

\n

Ctrl+C \u968f\u65f6\u80fd\u65ad\uff0c\u6240\u6709\u5df2\u521b\u5efa\u7684\u4efb\u52a1\u90fd\u6301\u4e45\u5316\u4e86\uff0c\u968f\u65f6\u53ef\u4ee5\u624b\u52a8\u63a5\u7ba1\u7ee7\u7eed\u505a\u3002\u67d0\u4e2a Task \u53cd\u590d\u8fc7\u4e0d\u4e86\u5ba1\uff0c\u6d41\u6c34\u7ebf\u4e0d\u4f1a\u5361\u6b7b\uff0c\u6807\u8bb0\u6210\u9700\u8981\u4eba\u5de5\u4ecb\u5165\u7136\u540e\u7ee7\u7eed\u63a8\u8fdb\u5176\u4ed6 Task \u3002

\n

\u5b9e\u9645\u7528\u4e0b\u6765\u600e\u4e48\u6837

\n

\u4e0d\u662f\u6bcf\u6b21\u90fd\u5b8c\u7f8e\uff0c\u590d\u6742 feature \u5076\u5c14\u4f1a\u5728 Proposal \u9636\u6bb5\u8dd1\u504f\uff0creviewer \u80fd\u6293\u5230\u4e00\u90e8\u5206\u4f46\u4e0d\u662f\u5168\u90e8\u3002

\n

\u4f46\u6709\u4e24\u4e2a\u53d8\u5316\u5f88\u660e\u663e\uff1a

\n

\u4e00\u662f\u8c03\u8bd5\u601d\u8def\u53d8\u4e86\u3002\u4e4b\u524d\u51fa\u95ee\u9898\u5f97\u4ece\u6700\u7ec8\u4ee3\u7801\u5f80\u56de\u731c Agent \u54ea\u6b65\u60f3\u6b6a\u4e86\uff0c\u73b0\u5728\u76f4\u63a5\u7ffb Elaboration \u8bb0\u5f55\u548c Proposal \u5ba1\u67e5\u5386\u53f2\u5c31\u80fd\u5b9a\u4f4d\u5230\u662f\u54ea\u4e2a\u5047\u8bbe\u51fa\u4e86\u504f\u5dee\u3002

\n

\u4e8c\u662f\u6211\u7684\u65f6\u95f4\u91ca\u653e\u51fa\u6765\u4e86\u3002\u4e4b\u524d\u5927\u90e8\u5206\u65f6\u95f4\u5728\u9010\u6761 review \uff0c\u73b0\u5728\u4e3b\u8981\u5728\u60f3\u4e0b\u4e00\u4e2a feature \u505a\u4ec0\u4e48\uff0creviewer \u6807\u8bb0\"\u9700\u8981\u4eba\u5de5\u4ecb\u5165\"\u7684\u65f6\u5019\u624d\u53bb\u770b\u4e00\u773c\u3002

\n

\u4e2d\u7b49\u590d\u6742\u5ea6\u7684 feature \uff08 3-8 \u4e2a task \uff09\uff0c\u6210\u529f\u7387\u6bd4\u6211\u9884\u671f\u7684\u9ad8\u3002Proposal \u9636\u6bb5\u65b9\u5411\u5bf9\u4e86\uff0c\u540e\u9762\u57fa\u672c\u4e0d\u51fa\u5927\u95ee\u9898\u3002

\n

\u7528\u8fd9\u5957\u673a\u5236\u505a\u7684\u4e00\u4e2a\u9879\u76ee\uff1aGleaner\uff08Demo\uff09\uff0c\u4e00\u4e2a\u7eaf\u524d\u7aef\u7684 GitHub repo \u77e5\u8bc6\u5e93\u6e32\u67d3\u5668\uff0c\u5e2e\u4f60\u7f13\u5b58\u548c\u6e32\u67d3 GitHub repo \u91cc\u7684 Markdown \u5185\u5bb9\u3002\u8d77\u56e0\u662f\u60f3\u6709\u4e2a\u5730\u65b9\u6574\u7406\u77e5\u8bc6\uff0c\u4f46 Obsidian \u592a\u91cd\u4e86\uff0c\u6211\u53ea\u60f3\u8981\u4e00\u4e2a\u8f7b\u91cf\u7684\u3001\u7528 Git \u7ba1\u7406\u7684\u65b9\u6848\u3002\u4ece\u9700\u6c42\u5230\u4ea4\u4ed8\u57fa\u672c\u5c31\u662f /yolo \u8dd1\u51fa\u6765\u7684\u3002

\n

Anthropic \u53d1\u4e86\u5dee\u4e0d\u591a\u7684\u529f\u80fd

\n

\u4e0a\u5468 Anthropic \u53d1\u4e86\u4e24\u4e2a\u4e1c\u897f\u633a\u6709\u610f\u601d\u3002Advisor Tool \u8ba9 Sonnet \u5e72\u6d3b\u65f6\u968f\u65f6\u8bf7\u6559 Opus \uff0c\u8bf4\u767d\u4e86\u5c31\u662f\u6a21\u578b\u7ea7\u7684 reviewer \u3002UltraPlan \u8ba9 Claude Code \u5148\u5728\u4e91\u7aef\u51fa\u5b8c\u6574\u8ba1\u5212\u518d\u6267\u884c\uff0c\u8bf4\u767d\u4e86\u5c31\u662f Proposal \u673a\u5236\u3002\u4e00\u4e2a\u662f\"\u6267\u884c\u65f6\u6709\u4eba\u770b\u7740\"\uff0c\u4e00\u4e2a\u662f\"\u52a8\u624b\u524d\u5148\u60f3\u6e05\u695a\"\uff0c\u8ddf\u6211\u5728 Chorus \u91cc\u505a\u7684\u4e8b\u60c5\u9ad8\u5ea6\u91cd\u5408\u3002

\n

\u9879\u76ee\u4fe1\u606f

\n

\u5f00\u6e90\uff0cAGPL-3.0 \uff0cNext.js + Prisma + PostgreSQL \u3002\u9879\u76ee\u672c\u8eab\u5c31\u662f\u7528 Chorus + Claude Code \u5f00\u53d1\u7684\uff0c\u5403\u81ea\u5df1\u72d7\u7cae\u3002

\n\n

\u6709\u95ee\u9898\u6b22\u8fce Issues \u6216 Discussions \u3002

\n", "date_published": "2026-04-14T05:37:22+00:00", "title": "\u5199\u4e86\u4e09\u4e2a\u6708 Agent Harness\uff0c\u6211\u7ec8\u4e8e\u6562\u8ba9 Claude Code \u5168\u81ea\u52a8\u5199\u4ee3\u7801\u4e86", "id": "https://www.v2ex.com/t/1205752" }, { "author": { "url": "https://www.v2ex.com/member/huayunmo", "name": "huayunmo", "avatar": "https://cdn.v2ex.com/gravatar/43c937eba5298ed0d67abb3fa0a653e0?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1205739", "date_modified": "2026-04-14T04:23:44+00:00", "content_html": "

\u60f3\u505a\u4e2a\u81ea\u5df1\u58f0\u97f3\u7684\u6a21\u578b\uff0c\u4f46\u662f\u8bad\u51fa\u6765\u7684\u7ed3\u679c\u4e00\u76f4\u4e0d\u7406\u60f3\uff0c\u60f3\u770b\u770b\u6709\u6ca1\u6709\u5927\u4f6c\u80fd\u5e2e\u5fd9\uff0c\u6709\u507f\u6709\u507f

\n", "date_published": "2026-04-14T04:23:05+00:00", "title": "\u6709\u6ca1\u6709\u5927\u4f6c\u80fd\u505a rvc \u8bad\u7ec3+\u8c03\u8bd5\u7684\u554a", "id": "https://www.v2ex.com/t/1205739" }, { "author": { "url": "https://www.v2ex.com/member/VinsonGuo", "name": "VinsonGuo", "avatar": "https://cdn.v2ex.com/avatar/deef/0c9b/319239_large.png?m=1774862988" }, "url": "https://www.v2ex.com/t/1205726", "title": "20% \u7684\u4ee3\u7406\u578b\u5f3a\u529b\u7528\u6237\uff0c 20% \u5b8c\u5168\u62d2\u7edd\u8005\uff0c 60% \u4ecd\u5728\u4f7f\u7528 Cursor \u6216\u7c7b\u4f3c\u7684\u804a\u5929\u5de5\u5177", "id": "https://www.v2ex.com/t/1205726", "date_published": "2026-04-14T03:28:37+00:00", "content_html": "

Quoting Steve Yegge

\n
\n

\u7b80\u800c\u8a00\u4e4b\uff0c\u8c37\u6b4c\u5de5\u7a0b\u4f3c\u4e4e\u5728\u4eba\u5de5\u667a\u80fd\u91c7\u7528\u7a0b\u5ea6\u4e0a\u4e0e\u7ea6\u7ff0\u00b7\u8fea\u5c14\uff08\u62d6\u62c9\u673a\u516c\u53f8\uff09\u5904\u4e8e\u540c\u4e00\u6c34\u5e73\u3002\u884c\u4e1a\u5185\u5927\u591a\u6570\u516c\u53f8\u7684\u5185\u90e8\u91c7\u7528\u66f2\u7ebf\u4e5f\u5927\u540c\u5c0f\u5f02\uff1a20% \u7684\u4ee3\u7406\u578b\u5f3a\u529b\u7528\u6237\uff0c20% \u5b8c\u5168\u62d2\u7edd\u8005\uff0c60% \u4ecd\u5728\u4f7f\u7528 Cursor \u6216\u7c7b\u4f3c\u7684\u804a\u5929\u5de5\u5177\u3002\u7ed3\u679c\u53d1\u73b0\u8c37\u6b4c\u4e5f\u5b58\u5728\u540c\u6837\u7684\u66f2\u7ebf\u3002[...]

\n

\u8fc7\u53bb 18 \u4e2a\u6708\u6574\u4e2a\u884c\u4e1a\u90fd\u5904\u4e8e\u62db\u8058\u51bb\u7ed3\u72b6\u6001\uff0c\u5728\u6b64\u671f\u95f4\u6ca1\u6709\u4eba\u6d41\u52a8\u804c\u4f4d\u3002\u56e0\u6b64\uff0c\u6ca1\u6709\u5916\u754c\u4e86\u89e3\u60c5\u51b5\u7684\u4eba\u8fdb\u6765\u544a\u8bc9\u8c37\u6b4c\u4ed6\u4eec\u843d\u540e\u591a\u8fdc\uff0c\u4ed6\u4eec\u7684\u5de5\u7a0b\u7ec4\u7ec7\u5df2\u7ecf\u53d8\u5f97\u591a\u4e48\u5e73\u5eb8\u3002

\n
\n

\u2014 \u53f2\u8482\u592b\u00b7\u8036\u683c

\n

\u6807\u7b7e\uff1asteve-yegge\u3001google\u3001generative-ai\u3001agentic-engineering\u3001ai\u3001llms

\n

Link: https://simonwillison.net/2026/Apr/13/steve-yegge/#atom-everything

\n" }, { "author": { "url": "https://www.v2ex.com/member/cxd8190102", "name": "cxd8190102", "avatar": "https://cdn.v2ex.com/avatar/72b3/8622/3285_large.png?m=1775820080" }, "url": "https://www.v2ex.com/t/1205725", "title": "\u9f99\u867e\u8fd8\u6ca1\u73a9\u660e\u767d\uff0c\u7231\u9a6c\u4ed5\u53c8\u6765\u4e86", "id": "https://www.v2ex.com/t/1205725", "date_published": "2026-04-14T03:24:17+00:00", "content_html": "

Hermes Agent \u8fd9\u4e2a\u9879\u76ee\u4e0d\u5230\u4e24\u4e2a\u6708 GitHub \u661f\u6807\u7a81\u7834 3 \u4e07\uff0c\u611f\u89c9\u6709\u5f53\u521d\u9f99\u867e\u7206\u706b\u90a3\u5473\u513f\u4e86\u3002\u3002\u3002\u793e\u533a\u91cc\u5df2\u7ecf\u6709\u4e0d\u5c11\u4ece OpenClaw \u8fc1\u79fb\u8fc7\u6765\u7684\u5f00\u53d1\u8005\u4e86\u3002

\n

\u636e\u8bf4\uff0c\u6bd4\u8d77 OpenClaw \u201c\u5e72\u5b8c\u4e00\u5355\u5fd8\u4e00\u5355\u201d\u7684\u5c3f\u6027\uff0cHermes Agent \u6700\u5927\u7684\u7279\u70b9\u662f\u5b83\u5185\u7f6e\u4e86\u4e00\u5957\u5f3a\u5316\u5b66\u4e60\u7cfb\u7edf\uff0c\u80fd\u4ece\u6bcf\u6b21\u4ea4\u4e92\u4e2d\u63d0\u70bc\u7ecf\u9a8c\uff0c\u81ea\u52a8\u751f\u6210\u6280\u80fd\uff0c\u8d8a\u7528\u8d8a\u806a\u660e\u3002

\n

\u5982\u679c\u8bf4 OpenClaw \u7684\u601d\u8def\u662f\u505a\u4e00\u4e2a\u5927\u800c\u5168\u7684\u8c03\u5ea6\u4e2d\u5fc3\uff0c\u90a3 Hermes Agent \u7684\u601d\u8def\u5c31\u662f\u505a\u4e00\u4e2a\u4f1a\u6210\u957f\u7684\u4e2a\u4eba\u52a9\u624b\u3002\u9f99\u867e\u66f4\u50cf\u6267\u884c\u8005\uff0c\u7231\u9a6c\u4ed5\u66f4\u50cf\u89c4\u5212\u8005\u3002

\n

\u4f60\u4eec\u600e\u4e48\u770b\uff1f\u6709\u6ca1\u6709\u5df2\u7ecf\u73a9\u5f00\u4e86\u7684\u8001\u54e5\u6765\u5206\u4eab\u4e00\u4e0b

\n" }, { "author": { "url": "https://www.v2ex.com/member/feelapi", "name": "feelapi", "avatar": "https://cdn.v2ex.com/avatar/8c06/9f21/36491_large.png?m=1425350253" }, "url": "https://www.v2ex.com/t/1205707", "title": "\u8d28\u8c31\u65e0\u6545\u505c\u6b62\u670d\u52a1\uff0c\u8fd8\u4e0d\u9000\u6b3e", "id": "https://www.v2ex.com/t/1205707", "date_published": "2026-04-14T02:42:50+00:00", "content_html": "

\u6628\u5929\u5f00\u59cb\u505c\u6b62\u670d\u52a1\uff0c\u8bf4\u6211\u662f\u591a\u4eba\u670d\u52a1\uff0c\u6211\u5c31\u4e00\u4e2a\u4eba\u7528\uff0c\u6ca1\u6709\u7ed9\u4efb\u4f55\u4eba key \uff0c\u800c\u4e14\u6211\u770b\u4e86\u6211\u7684\u4f7f\u7528\u65f6\u6b63\u5e38\u7684\uff0c\u8fd8\u7279\u610f\u907f\u5f00\u9ad8\u5cf0\u6bb5\uff0c\u4e5f\u4e0d\u4f7f\u7528\u5e76\u884c\u6a21\u5f0f\u3002

\n

\u5ba2\u670d\u4e0d\u63d0\u4f9b\u8bc1\u636e\uff0c\u4e0d\u9000\u6b3e\uff0c\u4e0d\u89e3\u5c01\u3002\u610f\u601d\u662f\u6211\u82b1\u4e86\u94b1\u4e0d\u8ba9\u6211\u7528\uff01

\n

\u5df2\u7ecf\u5317\u4eac\u5e02 315 \u6295\u8bc9\uff0c\u8fd8\u6709\u90a3\u4e9b\u6e20\u9053\uff1f\u4e92\u8054\u7f51\u6cd5\u9662\u8d77\u8bc9\uff1f

\n" }, { "author": { "url": "https://www.v2ex.com/member/aikilan", "name": "aikilan", "avatar": "https://cdn.v2ex.com/gravatar/4877b680fe44aba64b22c5c8bd136aca?s=73&d=retro" }, "url": "https://www.v2ex.com/t/1205691", "title": "\u4eca\u5e74\u91cd\u65b0\u5206\u914d\u8ba2\u9605\u9884\u7b97", "id": "https://www.v2ex.com/t/1205691", "date_published": "2026-04-14T02:10:24+00:00", "content_html": "

jetbrains \u7684\u5168\u5bb6\u6876\u8fd9\u4e2a\u6708\u5e95\u5230\u671f\uff0c\u4e0d\u518d\u7eed\u8d39\u4e86\uff0c\u628a\u9884\u7b97\u5168\u90e8\u6295\u5230 AI \u8ba2\u9605\u53bb\uff0c\u53bb\u5e74\u8fd8\u80fd\u575a\u5b9a\u7eed\u8d39\uff0c\u4eca\u5e74\u771f\u7684\u662f\u65e0\u6cd5\u518d\u7ee7\u7eed\u6295\u5165\u4e86\u3002

\n" }, { "author": { "url": "https://www.v2ex.com/member/florentino", "name": "florentino", "avatar": "https://cdn.v2ex.com/avatar/9c43/a52b/520162_large.png?m=1765959852" }, "url": "https://www.v2ex.com/t/1205662", "title": "\u53d1\u73b0 kiro \u7684 Token \u5f88\u8010\u7528", "id": "https://www.v2ex.com/t/1205662", "date_published": "2026-04-14T01:08:46+00:00", "content_html": "

\u4f4e\u5f3a\u5ea6\u4f7f\u7528\u4e86\u4e00\u4e2a\u6708 kiro \u514d\u8d39\u8d60\u9001\u5957\u9910, 500 \u4e2a\u79ef\u5206,\u8fd8\u6709\u4e24\u5929\u8fc7\u671f,\u53d1\u73b0\u8fd8\u6709 200 \u591a\u79ef\u5206\u6ca1\u6709\u7528\u5b8c

\n

\u611f\u89c9 kiro \u7684\u79ef\u5206\u5f88\u8010\u7528\u554a

\n

https://imgur.com/a/R2QfPx9

\n" } ] }