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Make the component factories and model layers consume LayerSpec. Move attention, FFN and convolution structure out of algorithm parameters and validate algorithm context contracts. Keep cross-layer behavior in the algorithm.
Legacy export rejects layouts that cannot be represented without losing structure. The versioned public format follows in the next PR.
Depends on #1061.
Validation: 653 CPU-suite tests completed, 48 skipped.
Stack: #1042 → #1043 → #1058 → #1059 → #1044 → #1060 → #1061 → #1052 → #1045 → #1046.
Independent CPU CI: #1053.