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- Soften short-context claim: 1-kv-/8-kv-per-cube are tied at 8K and separate as context grows (1-kv faster at the large end). - Add a bridge noting the six-case placement taxonomy (§5.1) is the long-context lens; short context turns on head-to-CUBE distribution. - Remove caption-duplicating numbers from the long-context conclusion. - Reduce the closing subsection to a GQA-scoped Summary; defer the cross-cutting hardware-investment thesis to the Discussion. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>