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AI roadmaps must handle capabilities that may arrive early, late or never, frequent model releases, and the gap between capability and reliability. This guide structures roadmaps into commitments, capability bets, reliability milestones and platform work, explains model-swap cadence as a recurring item, and covers communicating uncertainty to stakeholders.
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