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Applied AI·September 4, 2026·1 min read

Sam Altman apologizes for ‘messy’ GPT-6 Astra rollout that’s locked out paying users

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When a frontier model launch locks out paying users within hours, the constraint isn’t just compute—it’s launch discipline and capacity planning. If your product roadmap assumes day-one access to new frontier models, build fallbacks and staggered rollouts into your commitments to customers.