ROUND 3: Rust struct for multi-scale vectors. Attractor pattern completion step by step. Test that PROVES graceful degradation with smooth monotonic curve. EXACT theorem statement for peer review: For any stored pattern p_i and corruption c with norm < delta(N,D,k,beta), the attractor converges to p_i in at most T iterations.
