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點可直接判斷你適不適合加入。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1784224968487-wwzz.png","2026-07-16T18:02:21.766+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},"7a749f8e-1ca9-404c-98c3-b85ced5d8b32","cloudflare-openai-pilot-fresher-search-zh","Cloudflare 與 OpenAI 的試點，押對了 AI 搜尋最缺的「新鮮…","Cloudflare 應該用網路層訊號提升 AI 搜尋的新鮮度與準確度，因為現在的瓶頸是抓取效率與更新速度，不是模型大小。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1784035974063-4edw.png","2026-07-14T13:32:23.042+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},"cc1cd111-b5db-4c71-97ec-11f7d66777c5","gpt-5-6-microsoft-365-copilot-preferred-model-zh","GPT 5.6 進入 Copilot 預設核心","GPT 5.6 成為 Microsoft 365 Copilot 的 preferred model 後，讀者可看懂 5 個重點：產品影響、成本壓力與 OpenAI、Microsoft 自研模型、合作訊號與使用者感受。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1784014362896-it86.png","2026-07-14T07:32:20.297+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},"4647fcd1-fee7-4819-958a-73a92587227a","gpt-56-full-suite-work-entry-openai-zh","GPT-5.6 全家桶不是炫技，是 OpenAI 的工作入口","GPT-5.6 的价值不在榜单，而在把 ChatGPT 变成统一的工作入口，OpenAI 正在从模型竞争转向工作系统竞争。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1783837980636-jmwn.png","2026-07-12T06:32:32.509+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},"200777f4-9d68-4b6b-abb4-7bc15e7d6e78","openai-gov-partnerships-access-policy-zh","OpenAI把存取權做成政策","OpenAI把政府合作的重點放在可控存取與防禦用途，這篇拆給你看它怎麼把 access 變成 policy，最後附可直接套用的模板。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1783684998337-83za.png","2026-07-10T12:02:53.439+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},"b5112980-dea0-4e30-8fea-d5b49d64b637","openai-54-token-efficiency-ai-coding-battleground-zh","OpenAI 的 54% token 效率提升，才是 AI 寫碼真正戰場","OpenAI 把 54% token 效率提升推成主軸，代表 agentic coding 的勝負已從模型能力轉向單位經濟與部署成本。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1783643566365-if59.png","2026-07-10T00:32:20.44+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},"cae26a53-0886-47d2-8503-1254f9838632","booz-allen-openai-frontier-ai-defense-zh","5 個訊號看懂 Booz Allen 與 OpenAI 的防務 AI","5 個重點看懂 Booz Allen 與 OpenAI 如何把前沿 AI 送進防務、情報與關鍵基礎設施，重點在安全整合與任務落地。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1783584173220-28fk.png","2026-07-09T08:02:23.67+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},"f1181b6f-368d-401b-8386-74c9cc287b50","booz-allen-openai-secure-ai-deployable-zh","Booz Allen + OpenAI 把安全 AI 做成可部署","我把 Booz Allen 與 OpenAI 的合作拆成一套可直接套用的安全 AI 上線模板，重點是治理、邊界、操作與審計。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1783144998660-wrc5.png","2026-07-04T06:02:46.746+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},"a7b3d6a6-afba-4e83-93fb-e93984073e92","fable5-jiejin-hou-zhi-sheng-geng-zhai-nengli-zh","Fable 5 解禁後只剩更窄能力","我把 Fable 5 的解禁拆成模型上線檢查模板，直接整理成可複製的回歸、降級與監控清單。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1783126990411-9v8g.png","2026-07-04T01:02:43.788+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},"01985096-ecc3-498f-909b-a4221473bd20","openai-5-percent-equity-policy-zh","OpenAI 5% 讓股權變政策","我拆 OpenAI 的 5% 公共財富基金提案，順手整理成可直接套用的公共資產提案模板。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1783123388757-e6v7.png","2026-07-04T00:02:47.127+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},"5d8540b6-fe2d-45b1-bfac-7c4c2b672ec1","openai-five-percent-stake-public-equity-zh","OpenAI 5% 公共持股把 AI 收益變公有","拆解 OpenAI 傳出的 5% 公共持股提案，整理成可直接套用的 AI 政策寫作模板。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1783017197033-n79u.png","2026-07-02T18:32:51.16+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},"e485a470-3629-41d8-8686-3d5ea10f9193","cloudflare-july-2026-fortune-500-customers-zh","Cloudflare 2026：42% 財富500採用","Cloudflare 2026 年 7 月更新顯示，42% 財富 500 已成付費客戶，並把安全、網路與 AI 流量控制整合成更完整的企業基礎層。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782982974870-8vwb.png","2026-07-02T09:02:27.234+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},"2ae84852-b499-426e-b61a-4bf3d5cdafb7","tiktok-ai-moderation-trust-teams-cuts-zh","TikTok 300 人裁撤背後的 5 個關鍵訊號","300 人裁撤、97% 自動移除、99% 先於舉報處理：TikTok 的 AI 審核正在重塑信任與安全團隊，代價與風險也同步升高。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782958673011-t3r4.png","2026-07-02T02:17:24.044+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},"be1f01c5-c7f3-4093-bee9-0def22431174","tema-semianalysis-ai-chip-etf-plan-zh","Tema 與 SemiAnalysis 推 8 檔 AI 晶片 ETF","8 檔新 ETF 將用 SemiAnalysis 研究切入 AI 晶片供應鏈，幫你判斷該選廣泛指數型還是更聚焦的主題型曝險。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782943368309-gfe3.png","2026-07-01T22:02:19.028+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},"a0b99632-c8ec-4590-8549-4f9cbbb48b88","microsoft-build-2026-securing-code-agents-models-zh","Microsoft Build 2026：先管住 AI 再談加速","Microsoft 在 Build 2026 把安全往前推，從程式碼、agents 到模型都加上治理與偵測。MDASH、Agent 365、Defender 與 GitHub 的整合，重點是把可利用漏洞、權限與資料風險一起管起來。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782903772745-9sqj.png","2026-07-01T11:02:29.269+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},"376489b6-f1cf-4e51-94fe-1d6eec955594","5-details-pentagon-agent-network-ai-battle-decisions-zh","5 個細節看懂五角大廈 Agent Network","1 個五角大廈 AI 專案，重點不是炫技，而是把情報到決策的時間縮短到分鐘級。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782902869112-j6ty.png","2026-07-01T10:47:21.948+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},"29096349-d5d3-47fe-9fac-94b389a947fc","vcs-fund-ai-coding-security-first-zh","VCs 應該投 AI 寫碼，但安全必須先行","VC 應該持續投資 AI 寫碼公司，但真正會贏的，是從第一天就把企業安全與合規做進產品的團隊。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782897471663-d71e.png","2026-07-01T09:17:21.453+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},"3905fcfc-a8bb-4958-86fc-2a803f9d7a22","dcs-market-forecast-plant-control-growth-zh","DCS 預測把控制系統變成成長題","把 DCS 市場預測拆成工廠團隊能直接用的規劃邏輯，最後附可複製的現場評估模板。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782895713496-04y6.png","2026-07-01T08:47:52.898+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},"944a7da4-9a54-45c2-8ead-e4bc05a30ce9","kawa-useful-release-sovereign-ai-control-not-novelty-zh","Kawa 是個有用的釋出，但主權 AI 贏在控制，不在新鮮感","Toku 的 Kawa 不是一個炫技型產品，而是把主權 AI 的價值落到可部署、可稽核、可替換的企業基礎設施上。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782892984479-wrkx.png","2026-07-01T08:02:35.016+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},"019fe6c4-d321-4fad-b25b-dcbc98e238e2","openai-rollout-delay-government-gates-zh","OpenAI 延遲推出證明前沿 AI 需要政府閘門","OpenAI 的延遲發布顯示，前沿 AI 已經不是一般產品上線問題，而是需要政府先行把關的安全問題。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782876770439-nlz1.png","2026-07-01T03:32:20.47+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},"87feca15-bacf-4289-9f80-dcf4dbfd9952","android-june-2026-google-system-updates-zh","Android 2026 年 6 月 Google 系統更新重點","Android 2026 年 6 月 Google System 更新，重點是 Play Store 對話框改版、Ask Play 搜尋調整、Wallet 修正，以及更嚴格的安全檢查。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782847079098-ilic.png","2026-06-30T19:17:31.687+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},"99d12162-7c57-4d83-a454-374e8c832c01","ai-infrastructure-trillion-dollar-asset-class-zh","AI 基礎設施正變成兆級資產","7.6 兆美元的 AI 基礎設施支出預測，說明投資人、政策制定者與企業都得把算力、資料中心和電力當成同一個決策題。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782826367359-epo1.png","2026-06-30T13:32:23.259+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},"6fd289d9-fa30-4013-9cb9-56ac6ceeb0db","cloudflare-ai-code-review-ci-orchestration-zh","Cloudflare把AI代码审查做成CI编排系统","7个审查智能体、3分39秒中位耗时，Cloudflare把AI代码审查嵌进CI并控制成本与风险。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782795770205-lxlo.png","2026-06-30T05:02:23.369+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},"5e307407-6df6-4673-8eef-2164076e5934","openclaw-135000-star-saas-security-crisis-zh","OpenClaw 13.5 萬星後爆出 SaaS 安全危機","OpenClaw 在 GitHub 衝上 13.5 萬星後，短時間內接連出現惡意 skills、暴露實例與 token 外洩，凸顯 AI agent 正快速放大 SaaS 風險。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782771466079-ukkv.png","2026-06-29T22:17:15.956+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},"475c6c43-bedb-4859-80e4-3e605d347759","hp-openai-frontier-partnership-zh","HP 攜手 OpenAI 擴大 Frontier 佈局","HP 擴大與 OpenAI Frontier 的合作，先從 2026 年 2 月測試，再把 AI 導入客服、遙測、員工效率與軟體開發。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782766965484-ys2z.png","2026-06-29T21:02:22.177+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},"10f14e61-67c3-4c5e-b561-371efdffb18f","framework-tokenization-ai-financing-fund-zh","Framework 把代幣化變融資","我拆 Framework 這支 4 億美元基金的思路：代幣化不是拿來炒，而是拿來替 AI、機器人和能源做融資。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782727404282-u4vv.png","2026-06-29T10:02:58.981+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},"caffd46e-4ddf-4217-80f8-a19fd72ff446","cloudflare-technology-partner-program-integrations-zh","Cloudflare 技術夥伴計畫新增整合路徑","Cloudflare 重新整理技術夥伴計畫，把整合按應用、Zero Trust、網路與開發者四大類收納，方便客戶找方案，也方便夥伴進入銷售流程。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782720173176-44pd.png","2026-06-29T08:02:24.274+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},"28295ef3-6120-43b5-98d2-7cf4688b34a5","ai-security-capability-template-zh","把 AI 安全能力做成模板","我拆解周鸿祎 ISC 的 AI 安全思路，整理成一份能直接套进团队流程的能力模板。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782691411752-zxee.png","2026-06-29T00:02:57.571+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},"304a413f-48b5-4e03-ae02-805b048d6023","2026-xiang-liang-zi-liao-ku-dui-bi-10-kuan-zen-me-xuan-zh","2026 向量資料庫對比：10 款怎麼選","這篇比較 Pinecone、Weaviate、Qdrant、Milvus、pgvector、Vespa、Redis、Elasticsearch 與 LanceDB，幫你依照成本、規模、延遲與維運難度選出適合 2026 的向量資料庫。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782649107089-ppzf.png","2026-06-28T12:17:57.209+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},"09602d01-920d-46dd-a41a-06af991e75cc","lee-won-taeg-saemangeum-ai-investment-pitch-zh","李元澤用三層肉晚餐押注 Saemangeum AI","1 場三層肉晚餐、1 個 Saemangeum 站點、1 位黃仁勳：李元澤把地方招商包裝成 AI 投資敲門磚。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782640073051-ry80.png","2026-06-28T09:47:25.468+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},"28c7aae6-f1dc-4264-8334-6fb93cbffb8e","openai-122b-raises-852b-valuation-2026-zh","OpenAI 募資衝到 8520 億美元估值","OpenAI 最新募資衝到 1220 億美元，估值拉到 8520 億美元。這筆錢多半綁在算力、分期與供應商合作，重點不是現金一次到位，而是 AI 基礎設施的長約。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782619377056-s05b.png","2026-06-28T04:02:31.741+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},"d3ff13d7-9bc3-4e70-b5dc-c1a9c3fe6b3a","ai-agents-changing-work-five-ways-zh","AI agents 正在改變工作的 5 個方向","5 個 AI agent 改變工作的方向：更長任務鏈、更複雜流程、跨角色提效、減少交接與重塑部署方式，來自 OpenAI 研究。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782608563530-c6l6.png","2026-06-28T01:02:18.012+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},"cdee5351-7d06-4653-bf20-5530b470ebfe","openai-jalapeno-llm-inference-chip-zh","OpenAI Jalapeño 指向更快的 LLM 推理","1 顆 Jalapeño、1 次 Broadcom 合作、1 個多代平台：OpenAI 正把 LLM 推理做成更快、更穩、也更可控的硬體路線。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782598661806-0sm3.png","2026-06-27T22:17:20.2+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},"d4d64701-3047-40de-9c69-5b320dd44ea2","rust-official-training-accreditation-speed-adoption-zh","Rust 官方訓練認證會加速採用","我認為 Rust Foundation 的官方訓練認證會加速 Rust 採用，因為它解決的不是語言能力，而是學習、招募與內訓的信任成本。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782551863030-1sx7.png","2026-06-27T09:17:18.441+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},"86d9353d-851c-481d-a8d3-21ceff722b16","john-jumper-move-shows-ai-labs-bleed-talent-zh","John Jumper 轉職揭露 AI 留才漏洞","我拆 John Jumper 從 DeepMind 轉去 Anthropic 這件事，順手把 AI labs 怎麼留不住人、怎麼補洞，整理成可直接抄的版本。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782550991886-i82w.png","2026-06-27T09:02:43.94+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},"2827a68b-3dd5-41cf-bbac-4e0d3779732c","deepseek-low-cost-chatbot-changed-ai-pricing-zh","DeepSeek 低價策略改寫 AI 定價","5 個面向看 DeepSeek 如何用免費、低 API 價格、開放權重、數學模型與市場壓力改寫 AI 定價。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782537467872-9zvb.png","2026-06-27T05:17:24.116+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},"b83ef891-1bb8-4772-99c0-5e23e273b26a","mythos-access-runs-through-washington-zh","Mythos 讓模型先過華府再上線","我把這篇拆成一個實戰模板：當 frontier model 的可用性被政府審批卡住時，產品、合規和 rollout 要怎麼重寫。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782526689575-5qwa.png","2026-06-27T02:17:45.797+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},"f396ef35-77be-48f9-8ce2-63781b47d247","gpt-56-under-limits-changes-ai-shipping-zh","GPT-5.6 限制下改變我怎麼上線 AI","我拆 OpenAI GPT-5.6 的限制式釋出，整理成台灣開發者可直接套用的模型選型、fallback 與上線檢查模板。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782523992973-c2e2.png","2026-06-27T01:32:45+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},"41ddf4ec-a408-4095-b25b-b48c1d104a75","openai-jalapeno-chip-cuts-inference-costs-zh","OpenAI 自研 Jalapeño，先砍推理成本","OpenAI 首款自研晶片 Jalapeño 主攻推理，早期測試顯示有望提升每瓦效能並壓低即時 AI 工作負載成本。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782515862249-pgls.png","2026-06-26T23:17:18.077+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},"e5ddd81c-7a48-4394-8271-71863ee7034c","product-hunt-best-prompt-engineering-tools-2026-zh","5 款 Prompt 工具各自最適合的工作","418 款 Product Hunt prompt 工具中，這 5 款分別對應模型比較、提示庫、瀏覽器工作與多代理研究，幫你快速選對工具。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782507772922-ljrs.png","2026-06-26T21:02:19.132+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},"6060d642-55b6-444c-811d-60388b99d5d1","suno-launches-spark-indie-artists-zh","Suno 用 Spark 拉攏獨立音樂人","Suno 推出 Spark，給未簽約獨立音樂人提供補助、導師和行銷支援，想在版權爭議中重建音樂圈信任。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782486181801-h39c.png","2026-06-26T15:02:31.632+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},"235b157a-f1d3-4e4f-91ed-eb7eafba754d","ai-entry-four-skills-low-barrier-guide-zh","AI入行四件套，把门槛降到能上手","把AI入行拆成标注、提示词、RAG、Agent四条路，并附可直接套用的学习模板。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782479911346-85tp.png","2026-06-26T13:18:00.58+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},"363fd932-07be-4360-a86e-166bfd17ca46","15-ai-newsletters-by-use-case-zh","15 封 AI 電子報，按用途直接選","15 封 AI 電子報按用途整理，從日更快訊、提示詞、求職到研究與 agents 更新，幫你直接挑出最適合的訂閱組合。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782458277025-j1za.png","2026-06-26T07:17:26.797+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},"835183a4-b35d-4171-9689-c836901454c8","webassembly-runtimes-2026-who-got-faster-zh","2026 WebAssembly 執行器誰變快了","7 個 WebAssembly 執行器在 2026 年的 libsodium 基準顯示明顯分化，wide_arithmetic 對加密效能的影響最大。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782456472060-bs3x.png","2026-06-26T06:47:26.15+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},"aead5b75-715f-4754-b9f9-45e46f60fa6d","raise-us-ai-jobs-push-retraining-playbook-zh","RAISE US 把焦慮變成再訓練","我拆解 RAISE US 的再訓練做法，整理成可直接套用的 AI 時代勞動轉職模板。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782440301121-0qsk.png","2026-06-26T02:17:55.942+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},"79038fd5-cf90-4ab7-a5e6-e5b15665b8b4","nx-polygraph-ai-agent-bottlenecks-zh","Nx Polygraph 盯住 AI 代理卡點","4 個重點看 Nx Polygraph 如何找出 AI 寫碼代理在 monorepo 變慢的原因，並判斷該先補觀測、驗證還是工作流。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782405177271-be2u.png","2026-06-25T16:32:24.066+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},"9b59d0be-b9f6-4c16-9528-28f7ebc9a5cb","github-ai-news-lists-save-daily-triage-zh","5 個 GitHub AI 新聞專案，先看這份再選","5 個 GitHub 專案把 AI 新聞、RSS 和推送整理成更快的每日簡報與更乾淨的資訊流。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782377275878-evmx.png","2026-06-25T08:47:25.407+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},"0113784b-be26-4965-aa50-4887369b85b1","worthing-watersports-duotone-demo-wales-zh","5 款 Duotone 2026 試玩重點，Rhosneigr 一次看完","5 項 Duotone 2026 Rhosneigr 試玩重點：kite、wing、windsurf、SUP 與 foil assist，一次比完再決定要不要買。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782345769221-3qwi.png","2026-06-25T00:02:22.412+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},"493ea70d-fffd-4365-ba76-63069ada5744","atomicbot-llama-cpp-fork-throughput-gains-zh","AtomicBot 的 llama.cpp 分支，兩條路都加速","4 項改動看懂 AtomicBot 的 llama.cpp 分支：Gemma 4、Qwen 3.6、TurboQuant KV 與權重壓縮，最快可達 30-50% 吞吐提升。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782332275892-6iw2.png","2026-06-24T20:17:28.719+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},"0ca173ef-42e8-413e-9631-b68375b5793b","openai-statistics-2026-users-revenue-funding-zh","OpenAI 2026 數據總覽","OpenAI 在 2026 年週活躍用戶突破 8 億，營收、募資與算力也同步拉升。這篇整理用戶、收入、融資與 compute 數字，順便看它和 ChatGPT、競品的差距。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782321481216-sj89.png","2026-06-24T17:17:35.936+00:00"]