The observable
Features are chosen explicitly. If the answer changes with them, that is part of the result.
Controlled Quotient Testing
CQT emerged from a practical nuisance: two structures may look identical after a convenient coarse-graining even though an important distinction has already disappeared.
The method forces us to state in advance what is observed, which transformations are allowed, and when a comparison is meaningful at all.
Four commitments
Features are chosen explicitly. If the answer changes with them, that is part of the result.
A quotient is not a technical detail. It determines which distinctions we agree to lose.
The mechanism that created a label should not be its only witness.
Sometimes the correct answer is that the selected observation channel does not support the comparison.
The most useful inconvenient answer
INVALID is not a failed computationIf a distinction disappeared before it was tested, the system must not pretend that it found a meaningful match. INVALID keeps the method’s boundary of applicability visible.
This is where CQT becomes not only an algorithm but a research ethic: do not present information loss as a discovered law.
Where it is used
This page is an entry point, not a replacement for technical documentation. Before publication it will include the release, manuscript, corpus version, and a minimal reproducible example.