INDEPENDENT BY DESIGN
Ask better questions.
GigglesVAERified exists because individual experiences deserve a structured place in the record—and because honest analysis requires more than a dramatic count.
THE POSITION
Skepticism cuts both ways.
Institutions can miss signals, move slowly, communicate badly, and protect incentives. Crowds can also overfit noise, repeat errors, and confuse timing with causation. A useful registry should distrust easy certainty from either direction.
So this project does something deliberately narrow: it collects structured reports, protects identities, exposes aggregate patterns, and states what the data cannot establish.


