A new approach called scaling participation proposes building modular AI systems through contributions from diverse stakeholders, enhancing representation of human knowledge and values. These participatory AI systems have shown to outperform traditional monolithic models by up to 15.4% in various tasks, indicating a shift towards more collaborative and effective AI development.