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Baidu Unlimited OCR 引發長文件解析討論",{"type":31,"tag":39,"props":38720,"children":38721},{},[38722],{"type":37,"value":38723},"Hacker News 和 LocalLLaMA 都出現 Baidu Unlimited OCR \u002F One-shot Long-horizon Parsing 的討論。這個專案主打長文件 OCR 與 long-horizon parsing，社群關注點主要在於如何避免長文件解析時 KV cache 或記憶體成本一路膨脹。",{"type":31,"tag":39,"props":38725,"children":38726},{},[38727],{"type":37,"value":38728},"文件解析是很多 AI 工作流的底層需求。PDF、掃描文件、表格、合約、研究論文都需要先被可靠轉成結構化內容，後面的 RAG、摘要、審查才有意義。如果 long-document OCR 成本能降下來，本地文件處理和企業知識庫會直接受益。",{"type":31,"tag":39,"props":38730,"children":38731},{},[38732],{"type":37,"value":38733},"English brief: Baidu's Unlimited OCR \u002F One-shot Long-horizon Parsing drew developer attention for long-document OCR and parsing, especially around reducing memory pressure for extended documents.",{"type":31,"tag":39,"props":38735,"children":38736},{},[38737,38738,38745,38747],{"type":37,"value":38577},{"type":31,"tag":94,"props":38739,"children":38742},{"href":38740,"rel":38741},"https:\u002F\u002Fgithub.com\u002Fbaidu\u002FUnlimited-OCR",[98],[38743],{"type":37,"value":38744},"Baidu Unlimited-OCR GitHub",{"type":37,"value":38746},"；",{"type":31,"tag":94,"props":38748,"children":38751},{"href":38749,"rel":38750},"https:\u002F\u002Fnews.ycombinator.com\u002Fitem?id=48637322",[98],[38752],{"type":37,"value":38753},"Hacker News discussion",{"type":31,"tag":32,"props":38755,"children":38757},{"id":38756},"_7-the-coming-loopai-coding-讓維護模式開始改變",[38758],{"type":37,"value":38759},"7. The Coming Loop：AI coding 讓維護模式開始改變",{"type":31,"tag":39,"props":38761,"children":38762},{},[38763,38765,38770],{"type":37,"value":38764},"Hacker News 今天也在討論 Armin Ronacher 的文章 ",{"type":31,"tag":45,"props":38766,"children":38767},{},[38768],{"type":37,"value":38769},"The Coming Loop",{"type":37,"value":38771},"。文章談的是 AI 參與開發後，軟體維護可能進入一種新的循環：人類不再完全理解每一段被合併的程式碼，但仍需要維持、審查和修正整個系統。",{"type":31,"tag":39,"props":38773,"children":38774},{},[38775],{"type":37,"value":38776},"這個觀點跟最近 coding agent 的實務經驗很接近。AI 可以加速產出，但如果團隊沒有保留測試、設計紀錄、驗收規則和變更脈絡，最後可能只是把速度換成維護債。未來的工程能力可能不只是在於會不會 prompt，而是能不能建立讓人和 agent 都能持續維護的工作流。",{"type":31,"tag":39,"props":38778,"children":38779},{},[38780],{"type":37,"value":38781},"English brief: The Coming Loop argues that AI-assisted software development may create codebases that assume machine participation in ongoing maintenance, changing how teams review and preserve context.",{"type":31,"tag":39,"props":38783,"children":38784},{},[38785,38786,38792,38793],{"type":37,"value":38577},{"type":31,"tag":94,"props":38787,"children":38790},{"href":38788,"rel":38789},"https:\u002F\u002Flucumr.pocoo.org\u002F2026\u002F6\u002F23\u002Fthe-coming-loop\u002F",[98],[38791],{"type":37,"value":38769},{"type":37,"value":38746},{"type":31,"tag":94,"props":38794,"children":38797},{"href":38795,"rel":38796},"https:\u002F\u002Fnews.ycombinator.com\u002Fitem?id=48637255",[98],[38798],{"type":37,"value":38753},{"type":31,"tag":32,"props":38800,"children":38802},{"id":38801},"_8-localllama-討論-terminal-agent-與本地長上下文效能",[38803],{"type":37,"value":38804},"8. 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工具正在從「模型能力展示」往「可接進真實流程」移動。",{"type":31,"tag":39,"props":38850,"children":38851},{},[38852],{"type":37,"value":38853},"OpenAI 的標準協作和科學案例，代表高風險領域需要更可驗證的 AI 使用方式。GitHub 的 Copilot CLI 和 BYOK，代表 agent 正在進入終端機、企業模型治理和多供應商部署。Hugging Face、Baidu 和 LocalLLaMA 的更新則更偏底層：agent app harness、長文件 OCR、本地長上下文效能。",{"type":31,"tag":39,"props":38855,"children":38856},{},[38857],{"type":37,"value":38858},"短期看起來是很多分散更新，長期看其實都指向同一件事：AI 助理要真正進工作流，光會回答已經不夠，還要能接工具、留來源、處理長上下文，並且讓人類可以檢查。",{"type":31,"tag":39,"props":38860,"children":38861},{},[38862],{"type":37,"value":38863},"這篇的資料入口是 Horizon，本篇由 Codex 依照 SHUO Blog 新聞格式整理、改寫與補上來源。",{"type":31,"tag":32,"props":38865,"children":38867},{"id":38866},"資訊來源",[38868],{"type":37,"value":38866},{"type":31,"tag":86,"props":38870,"children":38871},{},[38872,38880,38888,38896,38904,38912,38920,38928,38936],{"type":31,"tag":90,"props":38873,"children":38874},{},[38875],{"type":31,"tag":94,"props":38876,"children":38878},{"href":38580,"rel":38877},[98],[38879],{"type":37,"value":38584},{"type":31,"tag":90,"props":38881,"children":38882},{},[38883],{"type":31,"tag":94,"props":38884,"children":38886},{"href":38612,"rel":38885},[98],[38887],{"type":37,"value":38616},{"type":31,"tag":90,"props":38889,"children":38890},{},[38891],{"type":31,"tag":94,"props":38892,"children":38894},{"href":38644,"rel":38893},[98],[38895],{"type":37,"value":38648},{"type":31,"tag":90,"props":38897,"children":38898},{},[38899],{"type":31,"tag":94,"props":38900,"children":38902},{"href":38676,"rel":38901},[98],[38903],{"type":37,"value":38680},{"type":31,"tag":90,"props":38905,"children":38906},{},[38907],{"type":31,"tag":94,"props":38908,"children":38910},{"href":38708,"rel":38909},[98],[38911],{"type":37,"value":38712},{"type":31,"tag":90,"props":38913,"children":38914},{},[38915],{"type":31,"tag":94,"props":38916,"children":38918},{"href":38740,"rel":38917},[98],[38919],{"type":37,"value":38744},{"type":31,"tag":90,"props":38921,"children":38922},{},[38923],{"type":31,"tag":94,"props":38924,"children":38926},{"href":38788,"rel":38925},[98],[38927],{"type":37,"value":38769},{"type":31,"tag":90,"props":38929,"children":38930},{},[38931],{"type":31,"tag":94,"props":38932,"children":38934},{"href":38826,"rel":38933},[98],[38935],{"type":37,"value":38830},{"type":31,"tag":90,"props":38937,"children":38938},{},[38939],{"type":31,"tag":94,"props":38940,"children":38942},{"href":38834,"rel":38941},[98],[38943],{"type":37,"value":38838},{"title":8,"searchDepth":545,"depth":545,"links":38945},[38946,38947,38948,38949,38950,38951,38952,38953,38954,38955,38956],{"id":34,"depth":545,"text":34},{"id":38554,"depth":545,"text":38557},{"id":38587,"depth":545,"text":38590},{"id":38619,"depth":545,"text":38622},{"id":38651,"depth":545,"text":38654},{"id":38683,"depth":545,"text":38686},{"id":38715,"depth":545,"text":38718},{"id":38756,"depth":545,"text":38759},{"id":38801,"depth":545,"text":38804},{"id":38841,"depth":545,"text":38841},{"id":38866,"depth":545,"text":38866},"content:news:2026-06-24-ai-news-summary.md","news\u002F2026-06-24-ai-news-summary.md","news\u002F2026-06-24-ai-news-summary",[38961,38964,38967,38968,38971,38974,38977,38980,38983,38986,38989,38992,38995,38998],{"_path":38962,"title":38963,"date":11},"\u002Fnews\u002F2026-06-26-ai-news-summary","自動 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