The grand unified view: every technique we're using (Apollo, context-frozen,
diversity, small steps, two-stage memory, dream loop) addresses the
stability-plasticity dilemma at a DIFFERENT scale. They're orthogonal,
complementary defenses. Together they predict we can use higher lr (1e-4)
than typical fine-tuning because the multi-scale defense compensates.
The dream loop is the keystone connecting all scales. Architecture converges
with neuroscience because the problem has the same structure regardless of
substrate.
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