Morgan Stanley predicts AI won’t let you retire early: Instead, you’ll have to train for jobs that don’t exist yet

· · 来源:dev资讯

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Git packfiles use delta compression, storing only the diff when a 10MB file changes by one line, while the objects table stores each version in full. A file modified 100 times takes about 1GB in Postgres versus maybe 50MB in a packfile. Postgres does TOAST and compress large values, but that’s compressing individual objects in isolation, not delta-compressing across versions the way packfiles do, so the storage overhead is real. A delta-compression layer that periodically repacks objects within Postgres, or offloads large blobs to S3 the way LFS does, is a natural next step. For most repositories it still won’t matter since the median repo is small and disk is cheap, and GitHub’s Spokes system made a similar trade-off years ago, storing three full uncompressed copies of every repository across data centres because redundancy and operational simplicity beat storage efficiency even at hundreds of exabytes.

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在此次硬件更新的同时,微软也预告了 Windows 365 在 2026 年即将迎来的两项功能升级。 其一是用户在初始配置(onboarding)过程中即可连接蓝牙外设,简化首次使用体验。 其二是登录界面将支持企业自定义品牌元素,包括公司 Logo、名称以及定制壁纸,从而在云端 PC 上延续统一的企业视觉形象。 目前,Windows 365 云 PC 登录界面仍使用一款基于 Windows 11“绽放”(Bloom)壁纸的定制版本,微软还提供了这款壁纸的 4K 下载链接,供用户在本地 PC 上使用。