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Exponential decay (0.95^age) makes newest exemplars dominate the weighted mean. Old stale exemplars fade naturally, so re-learning after target movement is always fast regardless of buffer history. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>