04:15
2026-09-21
dev.to
ai-safety
When is an aggregate really anonymous? Differencing attacks on AI query layers
A developer has built Nowl, a self-hosted semantic access layer that enforces k-anonymity on aggregate queries over sensitive business data, arguing that query-shape rules can be bypassed by filters t…