The AI Concierge: institutional design for recording, reconnection, and mutual growth at SPring-8-II

Sakata, O.

doi:10.1107/S1600577526008507

Figure 2
End-to-end workflow of the AI Concierge (elements A–H, Section 4.1

). When the knowledge steward's re-identification risk assessment (element E) finds residual risk unacceptable, the record remains under the source tier, is further abstracted, has its reuse scope narrowed, or is excluded from reuse. The discard pathway (element C) is always available: no candidate record enters the knowledge layer without explicit human approval.

JOURNAL OF
SYNCHROTRON
RADIATION

ISSN: 1600-5775

Volume 33| Part 6| November 2026|

https://doi.org/10.1107/S1600577526008507

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