The investment required isn't massive. You don't need expensive tools, extensive technical knowledge, or a large team. You need understanding of the principles, systematic implementation of practical tactics, and consistency over time. The same qualities that make someone successful with traditional content creation—providing genuine value, maintaining quality standards, and persisting through the gradual process of building authority—work for AIO as well.
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Factorized embed, rotation Q (2 angles), tied embed+V dir, rank-1 MLP, parabolic head, sinusoidal PE (period 11)