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Ana Maria Constantin

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2026-09-07 / thought-leaders-researcherTNW finds the contradiction inside OpenAI's own data: a 59.2% GPU cut to Astra-class training moved compute rather than removing itAna Maria Constantin's September 6 analysis pairs Pachocki's slowdown essay against OpenAI's research post and reports that when safety restrictions forced a 59.2% reduction in Astra-class GPU allocation, other model classes absorbed 85% of the decline, so "compute stays valuable and flows into other uses." She also notes that over half of successful four-to-eight-hour agent tasks required at least one human intervention, while internal support channels have gone quiet. She frames the essay as a response to the July 20 infrastructure compromise and August 7 cyber concerns rather than as an abstract argument.

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Jakub Pachocki
Ana Maria Constantin analyzed Jakub Pachocki's safety essay.
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