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- Prefer canonical `dataset_ids` over legacy `kb_ids` in Canvas retrieval components. - Cover selected and explicitly cleared dataset IDs with regression tests. - Add cross-language retrieval with dataset-specific embedding and rerank models. - Support vector and keyword similarity controls, metadata filtering, TOC enhancement, and child-chunk expansion. - Route Canvas retrieval across datasets and memories with compatible embedding validation.