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…ons and optimizations - init: Initialize layer norm state with phi-optimized parameters - forward: Compute layer normalization with proper mean/variance calculation - forward_strand: Strand-local forward pass with phi offsets - backward: Compute gradients using proper backpropagation formulas - backward_strand: Strand-local backward pass - update: Update parameters using gradient descent - normalize_vector: Utility function for vector normalization - phi_init_gamma: Initialize gamma with phi-based pattern - phi_init_beta: Initialize beta with phi-based pattern - phi_normalize: Phi-optimized normalization with reduced numerical error - create_strands: Create 3 strands for parallel processing All functions include proper error handling and maintain existing test structure. Closes #3727
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Closes #3727
Opened from the bee branch
queen-3727, which was pushed but never turned into a pull request. Every changed path is inside the boundary the issue declares:specs/ml/transformer/norm.t27The acceptance criteria are structural and were checked by the swarm, not by a human; the review-side oracle is what decides whether the generated code compiles and passes its tests.