Designing trust in a research data catalog
Embedded collaboration and AI-assisted exploration into CSL's internal research catalog so scientists could verify AI output, resume decisions, and discuss results without leaving dataset context. Combined shipped annotation patterns, a source-visible AI pilot, and a future-state workspace concept for longer-running research workflows.