[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"topic-zh--ibm-bob-ai-":3},{"cluster":4,"timeline":17},{"id":5,"slug":6,"title":7,"pinned":8,"status":9,"summary":10,"category":11,"language":12,"created_at":13,"merged_into":14,"article_count":15,"first_seen_at":13,"last_updated_at":16},"c3c88dd2-a940-438a-b359-0e5a24562273","-ibm-bob-ai-","為什麼 IBM 的 Bob 才是對的 AI 寫碼助手",false,"active","IBM 的 Bob 不是更會補全程式碼的聊天框，而是能跨軟體生命週期工作的助手，這才是 AI 寫碼工具真正該走的方向。","tools","zh","2026-05-13T09:30:22.917231+00:00",null,177,"2026-07-15T18:40:00.061672+00:00",[18,25,32,39,46,53,60,67,74,81,88,95,102,109,116,123,130,137,144,151,158,165,172,179,186,193,200,207,214,221,228,235,242,249,256,263,270,277,284,291,298,305,312,319,326,333,340,347,354,361],{"id":19,"slug":20,"title":21,"summary":22,"category":11,"image_url":23,"cover_image":23,"published_at":24,"is_canonical_seed":8},"50e0da68-0c32-482d-9f11-2f0498ac7b29","github-copilot-sdk-lets-apps-run-agents-zh","Copilot SDK 讓應用直接跑 Agent","我把 GitHub Copilot SDK 的 BYOK、工具控制、跨語言接法拆成可直接抄的整合模板。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1784122403650-iu42.png","2026-07-15T13:32:56.011+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},"5c5c6733-6f41-49ca-b61e-c0a53399c327","one-api-gateway-turns-six-ai-apis-into-one-zh","一個閘道把六個 AI API 收成一套","我把六個 AI API 亂接一輪後，最後學到的是：先做路由層，再挑模型，整個系統會乾淨很多。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1783883027640-gz6i.png","2026-07-12T19:03:22.161+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},"953466bc-6d94-4ffe-944b-ac7728d09184","fde-playbook-fixes-broken-agent-projects-zh","FDE 讓烂尾 Agent 回正軌","我把 OpenAI 的 FDE 思路拆成一套可直接套用的 Agent 落地模板，專治做一半就卡死的專案。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1783881221882-yw1n.png","2026-07-12T18:33:16.158+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},"38959780-e00f-4a9f-afd1-a75f24732cd1","rustrover-2026-1-4-right-default-ide-rust-zh","RustRover 2026.1.4 是 Rust 團隊的正確預設 IDE","RustRover 2026.1.4 應該成為 Rust 團隊的預設 IDE，因為它把速度、AI 與整合度放在一起，直接降低上手與維護成本。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1783211564090-s3ei.png","2026-07-05T00:32:19.497+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},"29e9abee-1972-4b0f-8994-ce27c006a5f3","rust-196-turns-ranges-into-safer-copies-zh","Rust 1.96 讓 range 變可複製","Rust 1.96.0 把 range 拆成更像資料的型別，解掉 Iterator + Copy 的坑，讓你更安心地存、傳、複製範圍值。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1783189995404-zbpf.png","2026-07-04T18:32:53.049+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},"5358fb05-efb5-4238-abc5-fb3933da13e7","gpu-vram-needed-llm-fine-tuning-2026-zh","2026 年 LLM 微調要多少 VRAM","Spheron 2026 指南把 LLM 微調 VRAM 算清楚：7B 的 QLoRA 約 8 GB，70B 的全參數微調約 860 GB，差距大到會直接改變 GPU 採購決策。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1783128777725-3n1p.png","2026-07-04T01:32:33.576+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},"3de93c9c-1714-45c0-a972-eef8240f9bf4","visual-studio-copilot-ide-workflow-zh","Visual Studio 把 Copilot 變工作流","我拆了 Visual Studio 的 Copilot 工作流，把提示、修改、測試、提交整理成可直接複製的開發模板。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782957797914-x775.png","2026-07-02T02:02:50.924+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},"7fe38988-1b7a-4987-bdf7-94900b6b0b16","basic09-llvm-compiler-foss-dev-zh","BASIC09 迎來 LLVM 編譯器","Boisy Pitre 做出 basic09c，這是給 OS-9 上 Microware BASIC09 用的獨立 LLVM 編譯器，讓老語言有了現代化編譯路線。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782932579210-3c66.png","2026-07-01T19:02:28.61+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},"17049598-2fff-44b5-a064-ec605d5841cd","meta-opens-astryx-agent-readable-ui-work-zh","Meta 把 Astryx 變成 AI 可讀 UI 系統","Meta 開源 Astryx，這是用 React 和 StyleX 做的 beta 設計系統，還加了 CLI 與 MCP server，讓 AI agent 能直接讀懂和操作 UI。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782894775661-sq7f.png","2026-07-01T08:32:27.795+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},"bb7ecbfb-54b2-405f-8c93-a5cd4e124a30","best-ai-music-generator-2026-ropewalk-zh","2026 AI 音樂生成實作指南","這是一篇用 Ropewalk 產生免費 AI 音樂的操作指南，帶你完成模型選擇、提示詞撰寫、生成、修正與匯出。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782855168859-73vz.png","2026-06-30T21:32:23.262+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},"82a34bad-b215-42bd-a884-4d805e023797","openmontage-agentic-video-production-ready-zh","OpenMontage 證明代理式影片製作已能上線工作","OpenMontage 顯示代理式影片製作已經實用，不是實驗室展示。它把研究、腳本、素材、剪輯、審核到輸出串成可重複的工作流，並用低成本案例證明這套方法能真正交付成品。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782854272516-fsew.png","2026-06-30T21:17:21.652+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},"1c3ea466-d657-4a0c-a1b9-284ed6a40118","qodo-2-8-multi-repo-ai-code-review-beta-zh","Qodo 2.8 推多倉庫 AI Code Review 測試版","Qodo 2.8 在 6 月 25 日更新中加入跨多個倉庫的 AI code review 測試版，並同步推出自訂規則礦工與 AI skills 管理入口。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782821878091-idce.png","2026-06-30T12:17:23.838+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},"cdfe98b4-cfc9-4266-ba45-4b892e8214b0","codex-deepseek-v4-pro-moark-setup-zh","Codex 接入 DeepSeek-V4-Pro，三步可用","模力方舟发布教程，讓 Codex 透過 Responses API 接入 DeepSeek-V4-Pro，App、CLI 和 SDK 都能用，配置只要三步。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782738175563-wcfd.png","2026-06-29T13:02:24.805+00:00",{"id":110,"slug":111,"title":112,"summary":113,"category":11,"image_url":114,"cover_image":114,"published_at":115,"is_canonical_seed":8},"d98bcfa9-686a-4465-8371-ba06d04b9799","claude-code-turns-agent-setup-into-terminal-work-zh","Claude Code 讓代理設定變終端工作","我把 Claude Code 和 OpenHands 拆成團隊可直接套用的選型模板，重點放在安裝成本、沙箱、模型政策與採用門檻。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782731910840-j284.png","2026-06-29T11:18:01.698+00:00",{"id":117,"slug":118,"title":119,"summary":120,"category":11,"image_url":121,"cover_image":121,"published_at":122,"is_canonical_seed":8},"f1ea1e37-c8c4-4b45-828a-b120c781bd6f","openclaw-bailian-qwen37-max-config-template-zh","OpenClaw 接百炼 Qwen3.7-Max 模板","我把 OpenClaw 接阿里云百炼 Qwen3.7-Max 的配置拆成可直接复制的 JSON，顺手拆掉最容易踩的路由和默认模型坑。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782715688788-y9u4.png","2026-06-29T06:47:44.355+00:00",{"id":124,"slug":125,"title":126,"summary":127,"category":11,"image_url":128,"cover_image":128,"published_at":129,"is_canonical_seed":8},"04331bf8-5731-406b-9242-778d5ce5d1e9","247k-github-stars-openclaw-local-ai-assistant-zh","24.7 萬星：OpenClaw 本地 AI 助手","OpenClaw 在 GitHub 累積 24.7 萬星，主打本地執行、跨聊天 App 回覆，並以技能包與模型無關架構吸引開發者。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782560865444-epky.png","2026-06-27T11:47:16.689+00:00",{"id":131,"slug":132,"title":133,"summary":134,"category":11,"image_url":135,"cover_image":135,"published_at":136,"is_canonical_seed":8},"faa11e91-cff9-453a-b1cc-910df059609d","best-prompt-evaluation-tools-2026-compared-zh","2026 最值得看的 Prompt 評測工具","Braintrust 的 2026 比較文整理了主流 Prompt 評測工具，重點放在價格、功能、協作和生產環境監控，適合要把 AI 產品真的上線的團隊。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782549169529-pcpy.png","2026-06-27T08:32:26.475+00:00",{"id":138,"slug":139,"title":140,"summary":141,"category":11,"image_url":142,"cover_image":142,"published_at":143,"is_canonical_seed":8},"c614316e-6910-49e8-83d1-da7e7c2c3e79","spec-kit-guided-ai-workflow-setup-zh","Spec Kit 把設定變成導引流程","我拆解 Spec Kit 的起手式，整理成一套可直接複製的 AI-agent 規格驅動設定模板。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782505105249-9o62.png","2026-06-26T20:17:59.312+00:00",{"id":145,"slug":146,"title":147,"summary":148,"category":11,"image_url":149,"cover_image":149,"published_at":150,"is_canonical_seed":8},"0ca67afc-db75-48f7-8185-0a539685ce60","open-code-review-turns-ai-reviews-line-accurate-checks-zh","Open Code Review 把 AI 審查變準","我拆 Alibaba 的 Open Code Review CLI，順手給你一份可直接複製的 line-level AI code review 配置。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782490706378-ts02.png","2026-06-26T16:17:57.035+00:00",{"id":152,"slug":153,"title":154,"summary":155,"category":11,"image_url":156,"cover_image":156,"published_at":157,"is_canonical_seed":8},"42fe01d4-37e4-44d0-811c-119a991c9069","ocr-4-turns-pdfs-into-cited-rag-input-zh","OCR 4 把 PDF 變成可引用 RAG 輸入","拆 Mistral OCR 4 怎麼把亂 PDF 變成有順序、可引用、適合 RAG 的輸入，連 bounding box、語言支援和模板都一起整理好。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782469113477-4epx.png","2026-06-26T10:18:04.215+00:00",{"id":159,"slug":160,"title":161,"summary":162,"category":11,"image_url":163,"cover_image":163,"published_at":164,"is_canonical_seed":8},"cc4af0dc-5562-425b-bd68-f401b9e61d72","headroom-token-compression-mcp-tool-zh","Headroom 的 token 壓縮，正是 MCP 工具該有的樣子","Headroom 值得採用，因為它在不改變 MCP 客戶端工作方式的前提下，直接降低 token 成本。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782442960018-iql3.png","2026-06-26T03:02:17.693+00:00",{"id":166,"slug":167,"title":168,"summary":169,"category":11,"image_url":170,"cover_image":170,"published_at":171,"is_canonical_seed":8},"009f9e6d-81c0-4d91-8ab6-e1e18b139e8f","update-rust-packages-ubuntu-releases-zh","Ubuntu Rust 套件更新產物清單","這篇教你把 Ubuntu 的 rustc 套件升到新的上游 Rust 版本，最後產出可上傳的版本化原始套件、補丁更新紀錄與可驗證的建置結果。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782410580619-4cjc.png","2026-06-25T18:02:36.11+00:00",{"id":173,"slug":174,"title":175,"summary":176,"category":11,"image_url":177,"cover_image":177,"published_at":178,"is_canonical_seed":8},"6e7ee199-4aa2-4954-9891-4b18b04555b9","vllm-sglang-vmlx-local-llm-runtimes-zh","vLLM、SGLang、vMLX：本地 LLM 新選擇","本地 LLM 工具鏈開始分流。vLLM、SGLang、vMLX、MLC-LLM 與 ExLlamaV3，正把重點從「能跑」推向「怎麼跑得更快、更穩、更貼近硬體」。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782397982700-oxni.png","2026-06-25T14:32:27.83+00:00",{"id":180,"slug":181,"title":182,"summary":183,"category":11,"image_url":184,"cover_image":184,"published_at":185,"is_canonical_seed":8},"c27dedd0-4751-40b6-9283-23203a13c0da","anthropic-partner-list-ecosystem-map-zh","Anthropic 合作夥伴清單變成地圖","我把 Anthropic 的合作夥伴清單拆成生態系地圖，教你怎麼看數量、類型、證據密度，最後直接抄模板做自己的競品研究。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782361111802-nv1b.png","2026-06-25T04:18:06.779+00:00",{"id":187,"slug":188,"title":189,"summary":190,"category":11,"image_url":191,"cover_image":191,"published_at":192,"is_canonical_seed":8},"f7631e97-79fa-4b17-9b0f-0b3bf56806b0","rustplus-desktop-unofficial-tools-safer-open-source-zh","Rust+ Desktop 證明：非官方工具也能比封閉方案更安全","Rust+ Desktop 顯示，當工具貼近帳號與本機時，開源、可簽章、可審查的非官方方案，往往比封閉替代品更安全。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782357469351-zhmb.png","2026-06-25T03:17:24.746+00:00",{"id":194,"slug":195,"title":196,"summary":197,"category":11,"image_url":198,"cover_image":198,"published_at":199,"is_canonical_seed":8},"5b9c3c80-19f0-44e0-8240-1aae5aa06412","libghostty-terminal-substrate-agent-workflows-zh","Libghostty 正在成為 agent 工作流的終端底座","Libghostty 不是單純的終端機引擎，而是正在成為 terminal 與 AI agent 工作空間的共同底層。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782356569690-4fyk.png","2026-06-25T03:02:19.654+00:00",{"id":201,"slug":202,"title":203,"summary":204,"category":11,"image_url":205,"cover_image":205,"published_at":206,"is_canonical_seed":8},"1ee0795f-3fbf-481a-b45d-8d28bd6b9dfa","open-source-agent-orchestrators-parallel-coding-autonomy-zh","開源 agent orchestrator 已能平行寫碼，但還不能全自動交付","開源 agent orchestrator 已經能顯著提升平行寫碼效率，但在合併、驗收與上線決策上，仍必須保留人類控制。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782292678436-u75w.png","2026-06-24T09:17:24.969+00:00",{"id":208,"slug":209,"title":210,"summary":211,"category":11,"image_url":212,"cover_image":212,"published_at":213,"is_canonical_seed":8},"05f9fc54-03f5-456e-9afb-68bcde52f3d9","cursor-spacex-ai-coding-productization-zh","Cursor把AI編程寫成產品","我拆解Cursor相關消息，整理出AI編程先變現的路徑，以及能直接套用的產品模板。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782277401593-t9xx.png","2026-06-24T05:02:57.173+00:00",{"id":215,"slug":216,"title":217,"summary":218,"category":11,"image_url":219,"cover_image":219,"published_at":220,"is_canonical_seed":8},"8100f1b0-a28b-4860-86fb-6c73a41ecd6c","cdns-stock-page-turns-noise-into-watchlist-zh","CDNS 頁面變成監控清單","我把 Seeking Alpha 的 CDNS 頁面拆成一套更乾淨的股票監控流程，最後給你可直接複製的模板。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782268390133-iy9j.png","2026-06-24T02:32:49.69+00:00",{"id":222,"slug":223,"title":224,"summary":225,"category":11,"image_url":226,"cover_image":226,"published_at":227,"is_canonical_seed":8},"1882ceb9-a52c-4d38-9666-4749de946557","rust-forum-checkins-turn-vague-work-into-plans-zh","Rust 週更提問把模糊工作變計畫","我拆一個 Rust 論壇週更提問，給你可直接複製的版本，把團隊的模糊進度變成可讀、可追的更新。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782151394283-xx0w.png","2026-06-22T18:02:50.291+00:00",{"id":229,"slug":230,"title":231,"summary":232,"category":11,"image_url":233,"cover_image":233,"published_at":234,"is_canonical_seed":8},"142b6b02-b02b-40a9-a9f5-e3e4807ef3d4","cudf-turns-pandas-code-into-gpu-runs-zh","cuDF 讓 pandas 直接跑上 GPU","我把 cuDF 的 GPU dataframe 堆疊拆開，順手整理成可直接抄走的 pandas、Polars、Dask 上 GPU 起手式。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782058732771-box2.png","2026-06-21T16:18:27.099+00:00",{"id":236,"slug":237,"title":238,"summary":239,"category":11,"image_url":240,"cover_image":240,"published_at":241,"is_canonical_seed":8},"fe9fecba-d6ae-4293-af38-e68e6c2c111b","namastack-turns-outbox-pain-into-reliable-events-zh","Namastack 把 outbox 變穩定事件流","我把 Namastack Outbox 拆成一套可直接抄進 Spring Boot 的可靠事件模式。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781949794069-sfg2.png","2026-06-20T10:02:49.454+00:00",{"id":243,"slug":244,"title":245,"summary":246,"category":11,"image_url":247,"cover_image":247,"published_at":248,"is_canonical_seed":8},"b8a08645-4041-4124-a44d-c5b3336bbd65","claude-design-assets-to-design-system-zh","Claude Design 把素材變成系統","我拆 Claude Design 的設計系統流程，整理成可直接複製的團隊版模板，讓你用真實素材建立、驗證、發布與更新系統。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781946199259-wjwr.png","2026-06-20T09:02:46.479+00:00",{"id":250,"slug":251,"title":252,"summary":253,"category":11,"image_url":254,"cover_image":254,"published_at":255,"is_canonical_seed":8},"563c146c-b078-4610-93fa-af399a02c89a","three-multimodal-models-work-in-claude-code-zh","Claude Code 現在能接三個多模態模型","三個多模態模型可透過 OpenAI 風格設定接入 Claude Code，也能搭配其他客戶端使用。重點在於統一介面、圖片與影片輸入，以及更容易切換模型。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781892161193-9rla.png","2026-06-19T18:02:15.355+00:00",{"id":257,"slug":258,"title":259,"summary":260,"category":11,"image_url":261,"cover_image":261,"published_at":262,"is_canonical_seed":8},"79548e00-424f-482a-81c2-4a64d29e011c","fine-tuning-llms-locally-sft-lora-dpo-zh","本地微調 LLM：SFT、LoRA、DPO","LLM Configurator 第 13 篇指南更新本地微調流程，整理 SFT、LoRA、DPO 的用途、資料準備與何時該先用提示或 RAG。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781839069344-gzrv.png","2026-06-19T03:17:21.783+00:00",{"id":264,"slug":265,"title":266,"summary":267,"category":11,"image_url":268,"cover_image":268,"published_at":269,"is_canonical_seed":8},"9b1f12ac-11db-4323-ac80-9c370270f135","obscura-rust-headless-browser-ai-agents-zh","Obscura：Rust 無頭瀏覽器攻 AI 代理","Obscura 是一個用 Rust 寫的無頭瀏覽器，主打 AI 代理與網頁擷取。專案已提供多平台建置、CDP、隱身模式與平行抓取，並附上記憶體與速度數據。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781825571598-gkt5.png","2026-06-18T23:32:23.36+00:00",{"id":271,"slug":272,"title":273,"summary":274,"category":11,"image_url":275,"cover_image":275,"published_at":276,"is_canonical_seed":8},"7283751c-5256-42e6-9921-ef345e21d4d7","huawei-openpangu-20-xiaoyi-tools-zh","openPangu 2.0 讓小藝會用工具","我拆開華為 openPangu 2.0 的工具調用思路，整理成一份可直接套用的助手模板。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781823803597-lyji.png","2026-06-18T23:02:57.848+00:00",{"id":278,"slug":279,"title":280,"summary":281,"category":11,"image_url":282,"cover_image":282,"published_at":283,"is_canonical_seed":8},"f3a58146-9c8e-4358-89f3-d89d9558b629","build-semantic-search-opensearch-vectors-zh","OpenSearch 向量語意搜尋實作指南","這篇教你用 OpenSearch 建立向量語意搜尋，完成索引、寫入嵌入向量、相似度查詢與混合搜尋。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781714880799-8f5k.png","2026-06-17T16:47:36.819+00:00",{"id":285,"slug":286,"title":287,"summary":288,"category":11,"image_url":289,"cover_image":289,"published_at":290,"is_canonical_seed":8},"f87f416c-0f08-4137-b070-714cace25274","zvec-turns-local-vector-search-into-a-library-zh","Zvec 把本地向量搜尋變成函式庫","我把 Zvec 拆成一套可直接抄的本地向量搜尋做法：把檢索塞回應用程式、把混合搜尋和全文檢索放進同一個引擎。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781714028472-gvbb.png","2026-06-17T16:33:23.896+00:00",{"id":292,"slug":293,"title":294,"summary":295,"category":11,"image_url":296,"cover_image":296,"published_at":297,"is_canonical_seed":8},"137212d6-7843-4f65-b19f-f0db62e1929b","wazero-turns-go-wasm-into-plain-go-zh","Wazero 讓 Go Wasm 變回純 Go","我拆解 wazero 的 Go Wasm 選型邏輯，整理成純 Go、免 CGO、可直接套用的實作模板。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781681649267-d64h.png","2026-06-17T07:33:30.501+00:00",{"id":299,"slug":300,"title":301,"summary":302,"category":11,"image_url":303,"cover_image":303,"published_at":304,"is_canonical_seed":8},"c849204c-8427-4af7-9662-60aa9e1f5524","ffmpeg-webcli-browser-video-editor-zh","ffmpeg-webCLI 把剪片搬進瀏覽器","ffmpeg-webCLI 用 ffmpeg.wasm 在瀏覽器本地剪片，不上傳檔案，支援 32+ 操作、批次處理和離線使用。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781680695836-cdup.png","2026-06-17T07:17:40.411+00:00",{"id":306,"slug":307,"title":308,"summary":309,"category":11,"image_url":310,"cover_image":310,"published_at":311,"is_canonical_seed":8},"ec67884c-8a1c-4c6e-8f72-eb396868df2d","agentic-banking-job-ai-habits-scope-zh","Agentic Banking 讓 AI 習慣變範圍","我把 Anchorage Digital 的 agentic banking 職缺拆成可直接套用的 AI 輔助產品工作流程。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781655511409-1p8k.png","2026-06-17T00:18:01.177+00:00",{"id":313,"slug":314,"title":315,"summary":316,"category":11,"image_url":317,"cover_image":317,"published_at":318,"is_canonical_seed":8},"f047e89f-ff64-488e-831c-6d86b10eee8b","vector-dbs-2026-better-rag-production-zh","2026 向量資料庫讓你把 RAG 做穩","拆向量資料庫在 2026 的實戰位置，順手給你一份可直接套進專案的選型模板。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781411590537-ez7x.png","2026-06-14T04:32:40.948+00:00",{"id":320,"slug":321,"title":322,"summary":323,"category":11,"image_url":324,"cover_image":324,"published_at":325,"is_canonical_seed":8},"3493158e-1dbf-4fd4-8d17-a2f83cc428ca","texas-design-system-37-components-state-websites-zh","德州上線 37 組件設計系統","德州資訊資源局推出 37 組件設計系統，提供州政府網站共用元件、模板與無障礙指引，目標是讓各機關更快更新網站並提升一致性。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781348571580-s8dw.png","2026-06-13T11:02:20.005+00:00",{"id":327,"slug":328,"title":329,"summary":330,"category":11,"image_url":331,"cover_image":331,"published_at":332,"is_canonical_seed":8},"d1ee04c1-484e-4b7e-804d-414053db6ce0","ios-27-turns-apple-music-into-smarter-player-zh","iOS 27 讓 Apple Music 變更會聽","我拆 iOS 27 的 Apple Music 改動，順手整理成可直接抄的發行策略，重點放在 discovery、lyrics 和 artist profile。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781287411723-ze4w.png","2026-06-12T18:02:58.1+00:00",{"id":334,"slug":335,"title":336,"summary":337,"category":11,"image_url":338,"cover_image":338,"published_at":339,"is_canonical_seed":8},"21c00e4a-7ba0-4340-b7cf-0cdb0a75a727","bugbots-speed-and-cost-gains-make-ai-code-review-usable-zh","Bugbot 的速度與成本優勢，才讓 AI 程式碼審查真正可用","Bugbot 這次更新的關鍵，不是多抓了多少 bug，而是把 AI 程式碼審查變成團隊真的會在合併前使用的工具。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781269376210-v659.png","2026-06-12T13:02:22.136+00:00",{"id":341,"slug":342,"title":343,"summary":344,"category":11,"image_url":345,"cover_image":345,"published_at":346,"is_canonical_seed":8},"f7cfd9fc-4795-40e6-9ccf-8d1d320d8560","what-vibe-coding-means-for-developers-zh","Vibe Coding 對開發者的真正意義","Vibe coding 讓開發者用白話提示詞和 AI agent 快速產生程式碼，但真正的控制權仍在人工審查與測試。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781253188911-llz7.png","2026-06-12T08:32:32.017+00:00",{"id":348,"slug":349,"title":350,"summary":351,"category":11,"image_url":352,"cover_image":352,"published_at":353,"is_canonical_seed":8},"6371d809-9372-4a40-bf34-09ca516bf1c5","product-hunt-vibe-coding-tools-2026-zh","Product Hunt 的 vibe-coding 堆疊怎麼配","拆 Product Hunt 2026 vibe-coding 工具分類，整理成可直接照抄的選型與發稿堆疊。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781252320426-k29l.png","2026-06-12T08:18:03.851+00:00",{"id":355,"slug":356,"title":357,"summary":358,"category":11,"image_url":359,"cover_image":359,"published_at":360,"is_canonical_seed":8},"86025b0d-d299-4b7b-a77a-589c8fa5b4f4","qvac-turns-consumer-hardware-into-local-ai-zh","QVAC 把消費硬體變本地 AI","我拆 Tether 的 QVAC 堆疊，整理成一套可直接套用的本地優先 AI 模板。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781228002022-ear4.png","2026-06-12T01:32:54.036+00:00",{"id":362,"slug":363,"title":364,"summary":365,"category":11,"image_url":366,"cover_image":366,"published_at":367,"is_canonical_seed":8},"37eec817-1086-429d-bc39-01510636d2e9","openclaw-setup-five-minutes-zh","OpenClaw 五分鐘上線很合理","OpenClaw 的首次安裝流程主打 5 分鐘內完成，重點是先把 Gateway、API key 和聊天介面跑起來，再往渠道與控制介面擴充。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781208179809-gmxy.png","2026-06-11T20:02:30.429+00:00"]