DiffusionGemma 在 batch 1 下达到 7.1 倍 AR 解码速度，质量、prefill 和并发决定这份收益能否进入真实工作流。
DiffusionGemma reaches 7.1x AR decoding speed at batch one, but quality, prefill, and concurrency determine whether that gain survives.
Anthropic 多 Agent 冲突实验表明，协调系统还需要不可静默改写的委托记录、升级规则和独立验收。
Anthropic's conflict tests show why multi-agent coordination needs mandate invariants, escalation rules, and independent acceptance checks.
56 项随机研究显示职业再培训平均有效但增益有限，sector program 效果更强，却受到筛选、雇主关系和规模化约束。
A review of 56 randomized studies finds modest average gains from worker retraining, stronger sector programs, and major limits for AI displacement.
WhatsApp Scam Alert 用端侧推理、机密分析、透明账本和失败关闭验证，在端到端加密下建立可审计的诈骗识别链路。
WhatsApp Scam Alert shows how on-device ML, confidential analytics, transparency logs, and fail-closed verification can protect E2EE messaging.
A Munich court found six songs reproducibly contained in Suno models. The ruling turns on memorization, recognizable outputs, and territorial copyrigh
