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音樂脈絡拆成可直接複製的提示堆疊，從生成、編輯到控管都能照著做。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782856113160-hql7.png","2026-06-30T21:47:56.873+00:00",{"id":26,"slug":27,"title":28,"summary":29,"category":11,"image_url":30,"cover_image":30,"published_at":31,"is_canonical_seed":8},"f1187152-abac-4641-93ae-0df5c3f81e12","astryx-open-source-meta-design-system-zh","Meta 開源 Astryx 設計系統","Meta 將內部使用 8 年、支援 13,000+ 應用的 Astryx 設計系統開源，主打 React、StyleX 與 AI agent 友善工作流。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782842576719-yvre.png","2026-06-30T18:02:23.324+00:00",{"id":33,"slug":34,"title":35,"summary":36,"category":11,"image_url":37,"cover_image":37,"published_at":38,"is_canonical_seed":8},"e17aff8d-c92b-4b3d-b3ea-3c8d795c3472","base44-rolls-out-own-ai-model-zh","Base44 推出自家 AI 模型，年收達 1.5 億美元","Wix 旗下 vibe-coding 平台 Base44 開始推出自家模型 Base1，主打更低延遲與成本。公司稱其年經常性收入已達 1.5 億美元。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782832685676-14aw.png","2026-06-30T15:17:28.632+00:00",{"id":40,"slug":41,"title":42,"summary":43,"category":11,"image_url":44,"cover_image":44,"published_at":45,"is_canonical_seed":8},"f79f80f7-5632-4403-ad91-3e7b9e0a7282","ai-code-review-beating-human-teammates-zh","AI 程式碼審查正在壓過人類隊友","AI 程式碼審查把團隊規範變成每次 PR 都一致的回饋。像 CodeRabbit 這類工具，正在把風格、長度與命名規則寫進審查流程。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782460982684-i0a9.png","2026-06-26T08:02:32.025+00:00",{"id":47,"slug":48,"title":49,"summary":50,"category":11,"image_url":51,"cover_image":51,"published_at":52,"is_canonical_seed":8},"02bf30a9-fa24-4adc-952b-a5d1cb4bd080","best-paper-lists-turn-conference-noise-into-taste-zh","Best-paper 清單把噪音變成品味","把頂會 best paper 清單整理成可重複使用的研究品味追蹤器，直接拿去做讀書與選題工作流。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782392612502-p51d.png","2026-06-25T13:03:02.019+00:00",{"id":54,"slug":55,"title":56,"summary":57,"category":11,"image_url":58,"cover_image":58,"published_at":59,"is_canonical_seed":8},"60a23c5e-d9df-4186-a30e-5d2c123a0ed6","model-triage-coding-tests-cost-win-zh","模型分流把測試成本壓下來","我拆一個模型分流做法：先把 coding 任務分級，再把便宜模型放前面，保住品質又少燒錢。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781840895287-vp1r.png","2026-06-19T03:47:51.792+00:00",{"id":61,"slug":62,"title":63,"summary":64,"category":11,"image_url":65,"cover_image":65,"published_at":66,"is_canonical_seed":8},"0d604975-3f39-4093-9a65-b47e4c6f5ccb","codex-override-file-team-safety-zh","Codex override 文件让团队少踩坑","把 \u002FAGENTS.override.md 加进 .gitignore，再配自动升级 Codex，团队就能少踩配置坑。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781712201211-vhvb.png","2026-06-17T16:02:49.958+00:00",{"id":68,"slug":69,"title":70,"summary":71,"category":11,"image_url":72,"cover_image":72,"published_at":73,"is_canonical_seed":8},"a2a8dbb4-eed1-4037-88ec-5a17630b1052","mimocode-terminal-ai-coding-assistant-zh","MiMo-Code 推出終端 AI 寫碼助理","小米開源 MiMo-Code，主打終端機內的 AI 寫碼助理，支援記憶、子代理與 compose 模式。GitHub 目前有 9.3k stars，並在 6 月 15 日釋出 v0.1.1。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781640166958-8i67.png","2026-06-16T20:02:23.135+00:00",{"id":75,"slug":76,"title":77,"summary":78,"category":11,"image_url":79,"cover_image":79,"published_at":80,"is_canonical_seed":8},"8c54af61-2536-4778-b286-fbc4ba04b5b8","gpu-mag-list-turns-gpu-tests-into-workflow-zh","GPU Mag 清單變成測試流程","我把 GPU Mag 的 GPU benchmarking 清單拆成可直接照做的測試流程，最後附可複製模板。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781440405583-axcq.png","2026-06-14T12:33:00.088+00:00",{"id":82,"slug":83,"title":84,"summary":85,"category":11,"image_url":86,"cover_image":86,"published_at":87,"is_canonical_seed":8},"70737fb3-6469-4647-abf8-90afbcca7e9d","mlx-community-apple-silicon-model-weights-zh","MLX Community 讓 Mac 模型直接跑","我拆 MLX Community 怎麼把 Apple Silicon 的模型權重先轉好，讓你直接用 mlx-lm、mlx-vlm、mlx-audio 跑起來。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781197407899-52qk.png","2026-06-11T17:02:56.086+00:00",{"id":89,"slug":90,"title":91,"summary":92,"category":11,"image_url":93,"cover_image":93,"published_at":94,"is_canonical_seed":8},"123c803c-9721-4f9b-b0b7-51d32d2afb60","k2-6-turns-kimi-into-a-better-default-zh","K2.6 讓 Kimi 變預設解","我拆 Kimi K2、K2.5、K2.6 的差別，順手給你一份可直接貼進專案的模型選擇模板。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781186619419-n7n3.png","2026-06-11T14:02:59.664+00:00",{"id":96,"slug":97,"title":98,"summary":99,"category":11,"image_url":100,"cover_image":100,"published_at":101,"is_canonical_seed":8},"e515b195-1a6e-4cc0-a2eb-452e918d8859","deep-research-prompt-framework-ai-reports-zh","AI 研究報告要先寫好提示詞","FindSkill.ai 把深度研究提示詞拆成可重用框架，讓 ChatGPT、Claude、Gemini、Perplexity 產出有引用、可比較的研究報告。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781155089710-c0cp.png","2026-06-11T05:17:39.856+00:00",{"id":103,"slug":104,"title":105,"summary":106,"category":11,"image_url":107,"cover_image":107,"published_at":108,"is_canonical_seed":8},"7b5e6965-307e-4492-bf65-d922cd7818ad","anthropic-code-review-tool-ai-generated-code-zh","Anthropic 讓 AI 程式變可審","我拆 Anthropic 的 code review 思路，整理成可直接套用的 AI 程式審查流程與團隊模板。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1780563813320-5wc7.png","2026-06-04T09:02:56.975+00:00",{"id":110,"slug":111,"title":7,"summary":10,"category":11,"image_url":112,"cover_image":112,"published_at":113,"is_canonical_seed":114},"2127b3e7-0f16-4479-833a-4d7b9d176e5b","ai-code-review-benefits-limits-zh","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1780106619528-ragh.png","2026-05-30T02:02:38.379+00:00",true,{"id":116,"slug":117,"title":118,"summary":119,"category":11,"image_url":120,"cover_image":120,"published_at":121,"is_canonical_seed":8},"3126961a-dbdb-4bdf-b2f6-cd7c1d5f9d64","tim-deschryver-practical-ai-workflow-devs-zh","Tim Deschryver 的 AI 開發流程","Tim Deschryver 用 AGENTS.md、skills 和 spec，把 coding agent 變成更穩定的寫碼助手，重點是少靠大 prompt，多靠專案規則。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778553054052-06mp.png","2026-05-12T02:30:30.566+00:00",{"id":123,"slug":124,"title":125,"summary":126,"category":11,"image_url":127,"cover_image":127,"published_at":128,"is_canonical_seed":8},"7781deb6-c68e-4368-8ba6-26254861be4a","stop-sending-ide-catchable-ai-code-errors-review-zh","別再把 IDE 就能抓到的 AI 程式錯誤送去審查","AI 產生的程式碼應先在 IDE 內完成結構與靜態檢查，再進入人工 review，否則只是在浪費稀缺的審查資源。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778397038264-rf97.png","2026-05-10T07:10:20.018+00:00",{"id":130,"slug":131,"title":132,"summary":133,"category":11,"image_url":134,"cover_image":134,"published_at":135,"is_canonical_seed":8},"80cabc3e-09fc-4ff5-8f07-b8d68f5ae545","ai-trending-github-repos-and-research-feeds-zh","AI Trending：把 AI 資源收成一張表","GitHub 小專案 AI Trending 只有 10 顆星、2 個 fork，卻想解決一個很實際的問題：把 AI 熱門 repo、研究部落格、電子報與學習資源集中整理，每週五更新一次。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774597607515-8156.png","2026-03-27T07:47:06.032+00:00"]