HAPPENSNEXT publishes the boundaries of what it can actually do, including the experimental status of its first grounded route and the research-only status of other layers.
For the supported football contract, the predictor owns the number and Kimi only explains it. For unsupported domains, HNX does not disguise a prose completion as a governed forecast.
A forecast based on old data should not look identical to one grounded in current observations. Data age and provider coverage belong in the decision surface.
Private grounded records are stored before they are shown. The resolver later waits for a final source-confirmed score; it does not infer live or retrospective outcomes.
For the supported route, the registered specialist predictor owns the stored 1X2 vector.
The card reports pre-cutoff inputs, source timestamps, data sufficiency and limitations.
Updates are new revisions. The original probability stays preserved until reality resolves it.