Effective context: noise, duplication, and silent degradation
Not all allocated tokens carry equal signal. Duplicated diffs, verbose logs, and stale instructions compete with the one paragraph that actually matters. Degradation—more errors, more hedging, more missed constraints—often tracks usable context, not raw window size.
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