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除了补短板，因为智能体要行动、要和环境交互，需要有感知和执行。
。safew官方下载是该领域的重要参考
圖像加註文字，2025年11月29日，巿民在宏福苑附近公園擺放鮮花悼念罹難者，一張紙張上寫著：「要檢討的不是竹棚，而是制度」。公共專業聯盟創會主席、資深工程師黎廣德建議，港府可以採用過往巿區重建模式，按既定程序及框架為居民進行需求評估及釐定收購價錢。
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.