Built by someone who expects every answer to be inspected.

That work taught me that a plausible result was not good enough. Payments had to reconcile. Failures had to be explainable. Changes had to be reviewed before reaching production.

When I began working with AI knowledge systems, I saw that same discipline was often missing. The failures were concrete: an unsupported citation, a mismatched number, or a claim that could no longer be traced cleanly to its source.

Viore is my attempt to bring that discipline back: important claims tied to their sources, outputs that can be inspected, and finished work that can be reviewed before it ships.