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/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/anthropic-nonprofit-fellowship-early-career-builders/ Agentic Commons zh-tw 2026-10-11T00:00:00.000Z 把早期職涯人才放進非營利組織：Anthropic 的公共部門實驗對 builder 的啟示 https://agenticcommons.xyz/blog/anthropic-nonprofit-fellowship-early-career-builders-en/ Agentic Commons en 2026-10-11T00:00:00.000Z A Fully Funded Year to Build AI Inside Nonprofits: What Anthropic's New Fellowship Offers https://agenticcommons.xyz/blog/brand-kit-visual-identity-object/ Agentic Commons zh-tw 2026-10-11T00:00:00.000Z 把品牌規則搬出 prompt：Brand Kit 用一個物件解決團隊生成不一致 https://agenticcommons.xyz/blog/brand-kit-visual-identity-object-en/ Agentic Commons en 2026-10-11T00:00:00.000Z Your Brand Stops Living in Every Prompt https://agenticcommons.xyz/blog/claude-haiku-5-5-tiered-pricing-effort-controls/ Agentic Commons zh-tw 2026-10-11T00:00:00.000Z 一百 K tokens 是新的分水嶺：Haiku 5.5 把小模型的計價和調控都交給 builder https://agenticcommons.xyz/blog/claude-haiku-5-5-tiered-pricing-effort-controls-en/ Agentic Commons en 2026-10-11T00:00:00.000Z Two-Tier Token Pricing and Effort Knobs Change How You Route Cheap Work https://agenticcommons.xyz/blog/deepseek-v3-2-thinking-in-tool-use/ Agentic Commons zh-tw 2026-10-11T00:00:00.000Z 把思考塞進工具呼叫裡：DeepSeek-V3.2 對 agent 開發流程的實際改動 https://agenticcommons.xyz/blog/deepseek-v3-2-thinking-in-tool-use-en/ Agentic Commons en 2026-10-11T00:00:00.000Z DeepSeek's First Model That Thinks While Calling Tools https://agenticcommons.xyz/blog/deepseek-v4-preview-1m-context-api/ Agentic Commons zh-tw 2026-10-11T00:00:00.000Z 1M context 變成預設值：DeepSeek-V4 Preview 上線，開發者要改的其實只有一行 https://agenticcommons.xyz/blog/deepseek-v4-preview-1m-context-api-en/ Agentic Commons en 2026-10-11T00:00:00.000Z Two DeepSeek V4 Preview Models Put 1M Context at the Default