AIBullisharXiv – CS AI · May 276/10
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Beyond the Data Mesh Illusion: Designing Modern AI-augmented Lakehouses to Bridge the Gap Between Theory and Practice
Researchers propose an AI-augmented hub-and-spoke lakehouse architecture as a practical alternative to pure data mesh implementations, combining centralized governance automation with domain team autonomy. The model uses large language models to standardize data products, enforce quality rules, and democratize data access while enabling incremental responsibility transfer from central teams to domain teams as they mature.