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▶ 5:32 · AI Infrastructure · New GPU primitives below PyTorch enable novel data-efficient algorithms

now playing · AI Infrastructure

AI Economics & Business Modelstailwindscore 8/10asher spector

Data efficiency, not compute, is the binding constraint for economy-wide AI adoption

Compute scales homogeneously and exponentially cheaper, while data remains fragmented, regulated, and negotiation-heavy; achieving 1000x data efficiency would democratize AI development bey…

AI Infrastructuretailwindscore 7/10ben spector

New GPU primitives below PyTorch enable novel data-efficient algorithms

Current frameworks like PyTorch express only a subset of GPU capabilities; by building a VM that takes full GPU control, Flappy unlocks fine-grained, pipelined, and hogwild-style training l…

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▶ 5:32 · AI Infrastructure · New GPU primitives below PyTorch enable novel data-efficient algorithms

now playing · AI Infrastructure

AI Economics & Business Modelstailwindscore 8/10asher spector

Data efficiency, not compute, is the binding constraint for economy-wide AI adoption

Compute scales homogeneously and exponentially cheaper, while data remains fragmented, regulated, and negotiation-heavy; achieving 1000x data efficiency would democratize AI development bey…

AI Infrastructuretailwindscore 7/10ben spector

New GPU primitives below PyTorch enable novel data-efficient algorithms

Current frameworks like PyTorch express only a subset of GPU capabilities; by building a VM that takes full GPU control, Flappy unlocks fine-grained, pipelined, and hogwild-style training l…