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/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