later tokens cost up to 7x more than earlier ones on frontier open-weight models, yet frequent compaction sacrifices little to no task accuracy across long-horizon and long-input tasks, and performance does not collapse on long-horizon software-engineering tasks even at one action per context. The paper questions the need for long-context models outright and outlines "semantic state space models" as the alternative.