両者は対立する概念ではなく、上流 (素材作り) と下流 (盛り付け) の関係です。Anthropic が紹介する just-in-time retrieval（必要な瞬間にだけ context へ取り込む）も、素材側の意味付けとメタデータが整っていなければ「取り込むべき適切な単位」を選べません。Context Data Pipeline の品質が、Context ...

(But note that there is a test module, test_md5py.py, that compares this Python implementation with the C one of the Python standard library. BEWARE: this comes with no guarantee whatsoever about ...

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