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Continual Learning Systems That Adapt Without Retraining

7 min read  · 1,350 wordsBy Orandi Felix

Memory usage here is not RAM—it’s the number of **allocated slots** in the differentiable memory matrix. Think of it as the model’s internal notepad getting filled.

Always initialize memory-access heads with **narrow ranges** (±0.1). Otherwise, gradients explode or writes saturate immediately.

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