pip’s --uploaded-prior-to and npm’s older --before flag both take absolute timestamps, and the discussion about adding relative duration support to pip reveals how these two modes serve different goals that happen to share implementation surface. An absolute timestamp pins your dependency resolution to a moment in time, so running the same install six months from now produces the same result, which is a reproducibility feature. A relative duration like 7 days creates a sliding window that moves forward with you, so you always exclude recently published packages regardless of when you run the build, which is a security feature. uv’s --exclude-newer accepts both forms, and npm has both --before for absolute dates and min-release-age for relative durations. pnpm, Yarn, Bun, and Deno only accept relative durations.
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2013年，杨立昆加入Facebook（后更名为Meta），牵头创立Facebook AI Research（FAIR），这支团队后来成为了Meta旗下最具影响力的AI实验室。作为首席AI科学家，他带领团队打造出卷积神经网络（CNN）、JEPA架构等核心技术，为Meta的AI版图奠定了坚实基础。在他的带领下，FAIR产出了大量高影响力论文，培养出大批顶尖AI人才，与Google DeepMind、OpenAI并称为全球三大AI研究实验室。