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  1. Real n-particle attention flow: C1 forgetting transition, C2 norm+depth (eta~sqrtL), C3 T*=log(1/d)/eps with measured spectral gap

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  2. Update logbook: Repro - Understanding Catastrophic Forgetting In LoRA via Mean-Field Attention Dynamics

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  3. initial commit

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