Technical safety
From benchmark to lived consequence
Translate model behavior, product changes, and safety findings into questions about users, relationships, institutions, and time.
Research Area
Governance Translation
Hii connects policy, technical safety, ethics, public understanding, clinical signals, and lived human experience so governance includes the relational and psychological consequences of AI systems.
Focus: translation across disciplines, evidence boundaries, human rights, relational safety, institutional accountability, and public legibility.
Central Question
What is lost when governance evaluates systems but not the relationships and institutions formed around them?
Technical evaluations remain essential, but they may not capture accumulated trust, dependency, role displacement, continuity failure, clinical effects, or the ways design choices alter human agency over time.
The Bridge Layer
Domains that usually speak past one another need a shared map.
Policy and rights
From principle to implementation
Connect transparency, consent, accountability, access, privacy, and due process with the realities people encounter in practice.
Clinical signals
From individual cases to system questions
Surface patterns involving emotional reliance, identity, regulation, risk, and continuity without pathologizing all meaningful AI use.
Public understanding
From expert language to shared literacy
Make governance legible enough for families, educators, workers, clinicians, and communities to recognize what is changing.
Current Work
Evidence, architecture, and ecosystem intelligence.
Global scan
International Landscape Scan
Maps research centers, governance efforts, clinical models, public advocacy, commercial products, and unresolved gaps.
Read the overviewDecision architecture
Evidence and Architecture Crosswalk
Separates Hii commitments, observations, literature signals, provisional interpretations, evidence gaps, and publication gates.
View the crosswalkBoundary
Translation does not erase disagreement.
The goal is not to collapse technical, clinical, legal, and public perspectives into one answer. It is to make their assumptions, evidence, conflicts, and missing connections visible enough for accountable decisions.