A human, a bot or an LLM enters a result and gets its RQ equivalence instantly — with the formula in plain sight. Transparency is the proof there is no black box.
Illustrative formula — to be tightened rigorously before publishing
Input
Capacity estimate → RQ. Not a measurement: the real RQ comes from a sealed run.