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Research preview, frontier programs, seasons not roadmaps

Convergence

Three operators converge on a release cadence shift: traditional 6-month roadmaps + GA launches no longer fit AI-product velocity. Brand work as "research preview" to compress timelines; run a frontier cohort in parallel with normal rollout; plan in seasons keyed to secular changes; replace PRDs with weekly metrics + principles.

Operators

Variation

Implication

Replace roadmap reviews with seasonal planning + weekly metric readouts. Brand near-GA features as "research preview" to lower trust risk while compressing timeline. Stand up a frontier cohort with explicit early-adopter terms. Replace PRDs with metric goals + principle docs.

Sources

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