Measure Claude Code routines from trigger to unreverted merge, separating run health, task success, CI, review, and workflow losses.
AI safety controls need independent logs, synthetic probes, expiring exceptions, and end-to-end evidence when blocking is disabled.
本地视觉与云端推理分层，可以让家庭图像留在设备内，再用校准升级、事件日志和可逆动作建立闭环。
A local-vision, cloud-reasoning architecture keeps home images private while using calibrated escalation, event logs, and reversible actions.
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.
