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Despite their many advantages, it is essential to consider the compatibility of polycarboxylates with other concrete additives, such as air-entraining agents or set retarders. Compatibility tests are crucial to ensure that the desired performance characteristics are achieved without adverse reactions that could compromise concrete quality. Additionally, ongoing research continues to explore the optimal use of polycarboxylates, with an emphasis on nanotechnology and smart materials to improve their efficacy further.