Research themes
Control Erosion, Authority Drift, Effective Human Control, symbolic supervision, evidence trajectories and operational governability.
Research discipline
Research hypotheses, internal observations and commercial descriptions are kept distinct. Independent replication, empirical calibration and enterprise field evaluation remain important validation needs.
From research to practice
The public concepts inform a bounded diagnostic without publishing the protected mechanics used to derive findings.