Research correspondence
Discussion of papers, concepts, doctoral research, publications, and academic collaboration.
Correspondence is open for academic collaboration, research discussion, institutional assessment, executive workshops, and independent review of consequential AI systems.
Give us enough context to judge fit and scope: the system’s purpose, decision context, affected people, deployment stage, and the responsibility or governance problem that needs review.
Discussion of papers, concepts, doctoral research, publications, and academic collaboration.
Independent analysis of an AI system, evidence base, responsibility architecture, and contestability.
Focused sessions on machine testimony, responsibility laundering, narrative identity, or public-sector AI.
It does not issue an “ethical AI” badge. It produces a structured analysis of claims, evidence, institutional roles, unresolved uncertainty, and the conditions required for legitimate reliance.
Review the public method