Matrix Brain Cockpit

Confidence tuning

dynamic, namespace-scoped merge weights — defaults preserved when disabled

Set provider weight

explicit override (0 … 2)

Critical-field override

force a provider to win a field

Record accuracy

observations fold into a mean → base × mean weight