Governance, Not Just Generation, Is the Synthetic Data Bottleneck

Recent source material points to a shift in synthetic data from a narrow generation problem to a broader governance and compliance challenge. IRS AI governance guidance and two arXiv papers on trust trade-offs and ethical risk all converge on the same point: synthetic data programs need documented controls, measurable review standards, and cross-functional accountability.