Compacting at 500k tokens costs a third less than 1M: real usage data on context compression

EricBuess · x · 2026-11-14

Eric Buess shares real cost data on context compaction: setting compaction around 500k tokens costs roughly a third less per day than at 1M, with diminishing savings below that. His chart shows daily compactions drop from 27 (250k) to 4 (1M) while plan points rise from 19 to 31; each compaction reloads 110-130k tokens and rewrites 80-100k. Cached re-reads cost 1/20 of a fresh token yet still account for 60% of plan points. He also notes models follow the thread worse past half the window, and uses Opus 5.5 headless voice sessions with hot swapping instead of compaction.

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