General artificial intelligence: which capability gaps the current scaling recipe does not close

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How does a compiler decide which operations stay on the NPU? Project scaffolding for a new machine learning repo saves a week Materials discovery is moving from the lab bench into simulation — what density functional theory still gets wrong Fusion power is always thirty years away — what changed in the last five Why do classical simulations keep catching up with quantum advantage claims? Superconducting transmons vs trapped ions vs neutral atoms: which qubit wins? Which problems will quantum computers genuinely be faster at and which are hype? Hugging Face Transformers vs writing your own training loop What does a systolic array do that a GPU's SIMT cores cannot? Feature stores: real bottleneck or a tool looking for a problem