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GPT-6-Astra achieves unprecedented embodied intelligence performance, yet practical deployment faces significant hurdles in demonstration cost and physical constraints.
Highly coupled, history-dependent physical art can now be inverted into editable procedural programs in four minutes flat, slashing backpropagation memory by 8.7× through an exact replay adjoint.