Revenge of the Data Mesh: AI and the Fourth Epoch of Data Management

The history of enterprise data management is a recurring cycle of centralization and decentralization. Each epoch begins when organizations face an explosion of complexity that local teams cannot coordinate on their own. A new centralized architecture emerges to solve the problem. Over time, however, the very mechanisms that enabled coordination become bottlenecks to innovation. The cycle then repeats at a higher level of abstraction.

ROY: Research Object YAML

ROY is a compressed, human-first representation of RO-Crates in YAML. / It preserves all identifiers needed to reconstruct the original JSON-LD, but it presents them in a way that feels closer to a datasheet or a BibTeX entry.

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