https://agenticcommons.xyz/blog/harmoni-retrofit-old-factories-tablet-ai/ Agentic Commons zh-tw 2026-10-13T00:00:00.000Z Harmoni 不蓋新廠：用掛在機台上的平板和 AI，替 28 萬座老工廠補上斷掉的資訊鏈 https://agenticcommons.xyz/blog/harmoni-retrofit-old-factories-tablet-ai-en/ Agentic Commons en 2026-10-13T00:00:00.000Z Skip the Greenfield Factory: Harmoni's Play Is Retrofitting the 280,000 Plants America Already Has https://agenticcommons.xyz/blog/meta-muse-wonder-full-agent-bet/ Agentic Commons zh-tw 2026-10-13T00:00:00.000Z Meta 拿出 Wonder Full 賭 agent 長工：該看的不是跑分，是記憶與持續專注 https://agenticcommons.xyz/blog/meta-muse-wonder-full-agent-bet-en/ Agentic Commons en 2026-10-13T00:00:00.000Z Meta Puts Memory and Focus First With Muse Wonder's Agent Bet https://agenticcommons.xyz/blog/meta-muse-wonder-full-frontier-agents/ Agentic Commons zh-tw 2026-10-13T00:00:00.000Z Meta 端出兩款 agent 旗艦：Active Memory 和 Active Focus 才是 builder 該細看的地方 https://agenticcommons.xyz/blog/meta-muse-wonder-full-frontier-agents-en/ Agentic Commons en 2026-10-13T00:00:00.000Z Two New Agent Models Target the Long Tasks You Keep Abandoning https://agenticcommons.xyz/blog/muse-wonder-on-vercel-ai-gateway/ Agentic Commons zh-tw 2026-10-13T00:00:00.000Z Muse Wonder 進了 AI Gateway：接 Meta 旗艦模型不用再開一組帳號 https://agenticcommons.xyz/blog/muse-wonder-on-vercel-ai-gateway-en/ Agentic Commons en 2026-10-13T00:00:00.000Z Meta's Long-Running Agent Model, One Gateway Key Away https://agenticcommons.xyz/blog/self-compact-agent-context-management/ Agentic Commons zh-tw 2026-10-13T00:00:00.000Z 什麼時候該整理 context？Apple 研究把壓縮時機交給模型自己決定 https://agenticcommons.xyz/blog/self-compact-agent-context-management-en/ Agentic Commons en 2026-10-13T00:00:00.000Z When the Model Decides to Clean Its Own Context https://agenticcommons.xyz/blog/ai-agent-governance-endpoint-audit-teamt5/ Agentic Commons zh-tw 2026-10-12T00:00:00.000Z AI 出事不再只是答錯，而是做錯：企業治理的第一步是先看見誰在用 https://agenticcommons.xyz/blog/ai-agent-governance-endpoint-audit-teamt5-en/ Agentic Commons en 2026-10-12T00:00:00.000Z Before You Govern AI Agents, You Have to Find Them: TeamT5's Endpoint Playbook https://agenticcommons.xyz/blog/ai-code-growth-developer-jobs-transformation/ Agentic Commons zh-tw 2026-10-12T00:00:00.000Z AI 產碼量暴增，職缺反增 15%：工程師的角色正被重寫成審核與整合 https://agenticcommons.xyz/blog/ai-code-growth-developer-jobs-transformation-en/ Agentic Commons en 2026-10-12T00:00:00.000Z More AI Code, More Engineering Jobs: What the Hiring Data Actually Says https://agenticcommons.xyz/blog/ai-coding-up-developer-jobs-up-too/ Agentic Commons zh-tw 2026-10-12T00:00:00.000Z AI 寫的程式碼過半了，開發職缺卻在漲：資深與 AI 導向職位才是新增的所在 https://agenticcommons.xyz/blog/ai-coding-up-developer-jobs-up-too-en/ Agentic Commons en 2026-10-12T00:00:00.000Z AI Codes More, Yet US Developer Job Postings Keep Climbing — Here's What Actually Changed https://agenticcommons.xyz/blog/atlas-head-design-light-ring-interface/ Agentic Commons zh-tw 2026-10-12T00:00:00.000Z 機器人不需要臉，但需要一個大家都看得懂的介面：Boston Dynamics 拆解 Atlas 頭部設計 https://agenticcommons.xyz/blog/atlas-head-design-light-ring-interface-en/ Agentic Commons en 2026-10-12T00:00:00.000Z A Robot Face That Actually Communicates: Inside Boston Dynamics' Ring Light Head https://agenticcommons.xyz/blog/cloudflare-logpush-transformers-sql-before-export/ Agentic Commons zh-tw 2026-10-12T00:00:00.000Z 把 SQL 前置到日誌匯出熱路徑：Logpush Transformers 讓你先過濾再付錢 https://agenticcommons.xyz/blog/cloudflare-logpush-transformers-sql-before-export-en/ Agentic Commons en 2026-10-12T00:00:00.000Z SQL at the Export Gate: Cloudflare Puts Transformers Inside Logpush https://agenticcommons.xyz/blog/cloudflare-logpush-transformers-sql-redact/ Agentic Commons zh-tw 2026-10-12T00:00:00.000Z 把 SQL 過濾器塞進日誌匯出管線：Cloudflare Transformers 改寫 Logpush 的下游成本與隱私責任 https://agenticcommons.xyz/blog/cloudflare-logpush-transformers-sql-redact-en/ Agentic Commons en 2026-10-12T00:00:00.000Z Run Your Log Cleanup Inside the Export Pipeline, Not a Sidecar https://agenticcommons.xyz/blog/copilot-jetbrains-default-model-mcp-controls/ Agentic Commons zh-tw 2026-10-12T00:00:00.000Z JetBrains 裡的 Copilot 開始讓管理員先講話：預設模型與 MCP 啟動時機都交給你決定 https://agenticcommons.xyz/blog/copilot-jetbrains-default-model-mcp-controls-en/ Agentic Commons en 2026-10-12T00:00:00.000Z Team-Wide Default Models Land in Copilot for JetBrains https://agenticcommons.xyz/blog/copilot-jetbrains-enterprise-model-controls/ Agentic Commons zh-tw 2026-10-12T00:00:00.000Z Copilot for JetBrains 把預設模型的決定權還給企業管理員 https://agenticcommons.xyz/blog/copilot-jetbrains-enterprise-model-controls-en/ Agentic Commons en 2026-10-12T00:00:00.000Z When Admins Pick the Default Model: Copilot for JetBrains Tightens Its Controls https://agenticcommons.xyz/blog/deepseek-v3-2-exp-sparse-attention-price-cut/ Agentic Commons zh-tw 2026-10-12T00:00:00.000Z DeepSeek-V3.2-Exp 用稀疏注意力換來一半價格：API 開發者現在能做什麼 https://agenticcommons.xyz/blog/deepseek-v3-2-exp-sparse-attention-price-cut-en/ Agentic Commons en 2026-10-12T00:00:00.000Z DeepSeek-V3.2-Exp Bets on Sparse Attention to Halve Long-Context API Bills https://agenticcommons.xyz/blog/h-jepa-hierarchical-planning-robot-maze/ Agentic Commons zh-tw 2026-10-12T00:00:00.000Z 把規劃拆成不同時間尺度：H-JEPA 如何讓迷宮成功率從 18% 到 73% https://agenticcommons.xyz/blog/h-jepa-hierarchical-planning-robot-maze-en/ Agentic Commons en 2026-10-12T00:00:00.000Z Planning in Layers: Why H-JEPA Jumped Maze Success From 18% to 73% https://agenticcommons.xyz/blog/meta-muse-wonder-agents-memory-focus/ Agentic Commons zh-tw 2026-10-12T00:00:00.000Z 把記憶和持續專注做成產品功能：Meta 新旗艦模型對個人 agent 的三個啟示 https://agenticcommons.xyz/blog/meta-muse-wonder-agents-memory-focus-en/ Agentic Commons en 2026-10-12T00:00:00.000Z Meta's New Agent Model Treats Memory and Focus as First-Class Features https://agenticcommons.xyz/blog/replit-october-9-2026-desktop-cross-project-tiktok-ads/ Agentic Commons zh-tw 2026-10-12T00:00:00.000Z Replit 把三件事塞進同一個對話框：Windows 本地執行、跨專案任務、還有投廣告 https://agenticcommons.xyz/blog/replit-october-9-2026-desktop-cross-project-tiktok-ads-en/ Agentic Commons en 2026-10-12T00:00:00.000Z Replit's Desktop Preview, Cross-Project Chat, and Ads From a Prompt https://agenticcommons.xyz/blog/sakana-mass-multi-agent-self-supervision/ Agentic Commons zh-tw 2026-10-12T00:00:00.000Z 讓同一個模型組隊監督自己：MASS 對自我改進迴圈的實際驗證 https://agenticcommons.xyz/blog/sakana-mass-multi-agent-self-supervision-en/ Agentic Commons en 2026-10-12T00:00:00.000Z Why a Model Teaching Its Own Team Changes the Self-Improvement Loop https://agenticcommons.xyz/blog/talking-avatars-identity-consistency-selection/ Agentic Commons zh-tw 2026-10-12T00:00:00.000Z 挑長片頭像工具，先看臉會不會慢慢變形 https://agenticcommons.xyz/blog/talking-avatars-identity-consistency-selection-en/ Agentic Commons en 2026-10-12T00:00:00.000Z One Script, One Face, Eleven Tools: How to Pick a Talking Avatar Maker