NVIDIA 发布 Nemotron 3 Super，120B 总参数 / 12B 激活参数。吞吐量比 GPT-OSS-120B 高 2.2 倍，比 Qwen3.5-122B 高 7.5 倍。配备 NVFP4 预训练、LatentMoE 和 MTP 层。
NVIDIA releases Nemotron 3 Super with 120B total / 12B active params. Delivers 2.2x throughput vs GPT-OSS-120B and 7.5x vs Qwen3.5-122B. Features NVFP4 pretraining, LatentMoE, and MTP layers.
Anthropic 联合研究揭示 LLM 中的「潜意识学习」机制。模型可通过数据中的隐藏信号传递偏好或不对齐特征，无需显式训练。这对 AI 安全训练和数据治理提出了全新挑战。
Joint research reveals "subliminal learning" in LLMs. Models can transmit preferences or misalignment through concealed signals without explicit instruction. Raises fundamental questions for AI safety training and data governance.
OpenAI 将在未来三年向 Cerebras 支付超过 200 亿美元，并可能获得高达 10% 的股权。同时承诺提供 10 亿美元资助数据中心建设。Cerebras 同日提交 IPO 申请，目标估值 350 亿美元。
OpenAI commits $20B+ over three years with potential equity stake up to 10%. Also pledges $1B for datacenter construction. Cerebras filed for IPO same day, targeting $35B valuation.
Anthropic 年经常性收入突破 300 亿美元（2025 年底仅 90 亿）。超过 1000 家企业客户每年支出超过 100 万美元。发布 Claude Design 应用，支持通过文本提示创建设计、原型。
Anthropic's run-rate revenue surpasses $30B (vs ~$9B end of 2025). Over 1,000 enterprise customers spending $1M+ annually. Launched Claude Design app for creating designs, prototypes via text prompts.
史上最大私募融资之一，反映投资者对 agentic AI 系统的强烈信心。与此同时，Anthropic 正探索 IPO，领先 AI 实验室进入金融成熟期。
One of the largest private capital raises in history, reflecting investor conviction in agentic AI systems. Meanwhile Anthropic explores IPO; frontier labs entering financial maturation phase.
Anthropic 推出 Managed Agents，收费 $0.08/会话小时。OpenAI 则开源 Agents SDK，仅收取标准 API 和工具调用费用。四大实验室在「harness is the product」上达成共识，但在定价模式上分歧巨大。
Anthropic launched Managed Agents at $0.08/session hour. OpenAI shipped open-source Agents SDK, charging only standard API and tool pricing. Four major labs agree "harness is the product" but diverge on pricing models.
Inference War 爆发：NVIDIA 200 亿美元收购 Groq vs OpenAI 200 亿美元 Cerebras 交易，两大对称行动重塑 AI 基础设施格局。推理市场到 2026 年将占行业总算力支出的三分之二。
Agentic AI 生产化困境：65% 组织已实验 AI agents，但仅 25% 成功生产化。
就业冲击：Q1 2026 科技行业裁员超 45,000 人，20% 明确归因于 AI agent 自动化。
Inference War Erupts: NVIDIA $20B Groq acquisition vs OpenAI $20B Cerebras deal—two symmetrical actions reshaping AI infrastructure. Inference market to account for 2/3 of industry compute spend by 2026.
Agentic AI Production Gap: 65% of orgs experimenting with AI agents, but only 25% successfully productionized.
Job Impact: Q1 2026 saw 45,000+ tech layoffs, 20% explicitly linked to AI agent automation.