2026
6 篇文章Anthropic 15 億美元圖書和解案獲批：每本書 3,000 美元
聯邦法官 Araceli Martinez-Olguin 最終批准 Anthropic 15 億美元圖書侵權和解，約 50 萬本書、每本 3,000 美元；但 AI 訓練資料的版權之戰才剛進入下一輪。
閱讀文章 ↗Meta 自導式測試時訓練：讓 LLM 自己挑該學的長上下文證據
Meta AI 提出自導式測試時訓練 S-TTT，先讓模型自行挑選與問題相關的證據段落、再只對這些段落做適應訓練，在 LongBench-v2 與 LongBench-Pro 上帶來最高 15% 的相對準確率提升。
閱讀文章 ↗Karpathy 宣布加入 Anthropic：pre-training 人才流向的風向球
2026 年 5 月 19 日，OpenAI 共同創辦人 Andrej Karpathy 在 X 宣布加入 Anthropic 的 pre-training 團隊。本文看這項人事的指標性，與人才流向對前沿模型競賽的訊號。
閱讀文章 ↗David Silver 創辦 Ineffable Intelligence:11 億美元豪賭「超級學習者」
2026 年 4 月,DeepMind 強化學習主管 David Silver 創辦的 Ineffable Intelligence 以 51 億美元估值募得 11 億美元,目標是打造純靠強化學習試錯、不依賴人類資料的「超級學習者」。本文解析資金、技術賭注與倫敦 AI 樞紐的崛起。
閱讀文章 ↗內省式擴散語言模型 I-DLM：首次追平同規模自回歸模型
Together AI 與 UIUC、Stanford 等團隊提出 I-DLM，用內省式跨步解碼讓擴散語言模型邊生成邊驗證，8B 版在 15 項基準追平 Qwen3-8B，AIME-24 大勝 LLaDA-2.1-mini，還能直接跑在 SGLang 上。
閱讀文章 ↗歐盟理事會通過 EuroHPC 修正案，AI 超級工廠取得法律基礎
2026 年 1 月 16 日，歐盟理事會通過理事會法規 2026/150，把 EuroHPC 聯合企業的任務擴及 AI 超級工廠與量子運算，1 月 20 日生效。本文解析這套算力主權路線的資金架構、採購規則與第一季招標時程對開發者的意義。
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2025
1 篇文章2026
7 ARTICLESAnthropic's $1.5B Books Settlement Wins Final Approval
A federal judge gave final approval to Anthropic's $1.5B copyright settlement — 500,000 books at $3,000 each. The AI training data fight is entering its next round.
READ POST ↗Meta's Self-Guided Test-Time Training for Long-Context LLMs
Meta AI's S-TTT has models pick the evidence spans worth learning before test-time adaptation, cutting noise and gaining up to 15% on LongBench-v2 and LongBench-Pro.
READ POST ↗Karpathy Announces He Has Joined Anthropic: A Bellwether for Frontier-Lab Talent Flows
On May 19, 2026, OpenAI co-founder Andrej Karpathy announced he has joined Anthropic to work on the pre-training team. What the move signals about frontier-lab talent flows.
READ POST ↗Search Quality Shapes RL Outcomes: Why Your Agent's Backend Matters More Than You Think
Exa's controlled experiment shows that changing the search backend during RL training significantly impacts agent performance and efficiency.
READ POST ↗Ineffable Intelligence: $1.1B to Learn Without Human Data
David Silver's lab Ineffable Intelligence raised $1.1B at a $5.1B valuation to build a 'superlearner' trained by reinforcement learning alone — no human data. Inside the round.
READ POST ↗I-DLM: A Diffusion LLM That Matches Same-Scale AR Quality
Diffusion LM meets AR self-checks: I-DLM-8B matches Qwen3-8B on 15 benchmarks, beats LLaDA-2.1-mini by 26 points on AIME-24, and runs on stock SGLang at 2.9-4.1x the throughput.
READ POST ↗EU Clears the Legal Path for AI Gigafactories Under EuroHPC
The Council of the EU adopted Regulation 2026/150 on January 16, extending the EuroHPC Joint Undertaking's mandate to AI gigafactories and quantum. A first call is due in Q1 2026.
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