Typical Challenges
- Diverse rigs make interfaces and workflows hard to unify.
- Limited samples and noisy data reduce inversion robustness.
- Cross-team reproducibility needs a standard toolchain.

Solution
Standardize measurement workflows, data structures, and result traceability for multi-project research.
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