Authority before autonomy
Why the hardest AI design problem is not reasoning—it is permission, reversibility and ownership.
Inspect the supporting standard10
Field Notes
Ideas should survive contact with operations.
Morifar Field Notes turns our engineering position into falsifiable arguments—open to clients, assessors and technical peers.
The evidence deficit
Why polished model output becomes operationally dangerous when provenance and acceptance boundaries disappear.
Inspect the supporting standardEvaluation is a business specification
Why aggregate accuracy cannot substitute for failure classes, affected parties and decision consequences.
Inspect the supporting standardThese are practitioner positions—not peer-reviewed research.
Morifar will label external review, datasets, experiments and independent replication only when they exist. Until then, Field Notes document our current reasoning and invite challenge.