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Generation Provenance Before Behavior Attribution: Auditing Synthetic Speech Research Objects

Attributing model behavior to synthetic training data requires knowing what produced each training item before estimating what that item caused. A waveform-label pair does not preserve this knowledge. We propose a generation-provenance substrate in which a synthetic research object binds source specification, generated content, waveform, target, fact requirements, quality signals, review lineage,…

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The great AI rebranding is on, led by President Trump and tech titans like Nvidia CEO Jensen Huang, who are embracing an alternative term: "Superintelligence," or SI. Why it matters: Leaders in D.C.

We may be the last generation of mathematical heroes

A generation from now, the mathematician may no longer be anyone’s idea of a hero. In our era, physicists and mathematicians have had a certain hero charm. AI is taking it away, and fast. I should know. I’m one of those heroes. For most of history, math was for nerds.

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