data_handling.qh_data.materialization
Typed rollout and VIN materialization for finite-candidate Q_H chains.
This internal module converts validated reader-owned NumPy payloads and VIN evidence into frame-aware Q_H views. Dataset selection, source-identity joins, and stage admission remain outside this owner.
# data_handling.qh_data.materialization { #aria_nbv.data_handling.qh_data.materialization }
`data_handling.qh_data.materialization`
Typed rollout and VIN materialization for finite-candidate Q_H chains.
This internal module converts validated reader-owned NumPy payloads and VIN
evidence into frame-aware Q_H views. Dataset selection, source-identity joins,
and stage admission remain outside this owner.