‘The kinetic energy is palpable’: Manchester embraces its first Brit awards

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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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公司试图借产能扩张卡位高压功率半导体赛道,其产品技术进展与扩产规划形成对应,但核心矛盾凸显:一期产能仍处于爬坡阶段、未达规划目标,便新增超50%产能,消化能力待考。

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今天,Google 正式推出新一代图像生成模型 Nano Banana 2(Gemini 3.1 Flash Image),主打在高速生成的基础上进一步提升画质、理解力与主体一致性,定位为 Nano Banana Pro 的轻量替代方案,面向更广泛用户开放使用。