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| # Limitations and deviations | |
| Definition 2 is an architecture definition, not a performance theorem. The | |
| certificate verifies exact equivalence between Q=K=0 attention and the | |
| mean-pooled form, including the query handoff to the decoder. It does not train | |
| the encoder or decoder and makes no approximation or generalization claim. | |