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A twelve-million-token context claims a thousandth the compute

development2026-05-06

Claim

Subquadratic announced a twelve-million-token context model demanding nearly a thousand times less compute, with its sparse attention reaching 65.9% on a long-context benchmark against Opus 4.6's 78%, while Google's multi-token drafters delivered threefold speedups with no quality loss.

Reported metric: 12M tokens / ~1000x

Reporting date: (not necessarily the event date)

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