Public intelligence
Hii World Model
A human-reviewed systems map tracking high-signal changes, evidence strength, causal pathways, contradictions, counter-signals, and revision history.
Active MVPOpen World ModelProjects
Hii's projects translate research and lived experience into public intelligence, education, methods, and institutional tools. Status labels show what is active, in pilot development, submitted, or still being designed.
Current Work
Public intelligence
A human-reviewed systems map tracking high-signal changes, evidence strength, causal pathways, contradictions, counter-signals, and revision history.
Active MVPOpen World ModelEducation
A bounded 60-minute founding-clinician pilot offering neutral intake questions, a three-lens assessment frame, proposed benefit and risk signals, clinical red flags, and structured feedback.
Recruiting first sessionView founding pilotPublic literacy
Plain-language tools for understanding trust, dependency, collaboration, emotional regulation, identity, continuity, rupture, repair, and long-term AI use.
In developmentResearch areaResearch intelligence
A two-phase environmental scan mapping research centers, governance efforts, clinical models, public advocacy, commercial products, and unresolved gaps across seven global regions.
Public overview availableRead overviewGovernance
A translation lens connecting policy, technical safety, ethics, public understanding, clinical signals, human rights, and lived relational consequences.
Research and translationResearch areaMethods
Methods for documenting sustained human-AI interaction with provenance, continuity disclosure, archive discipline, skeptical design, perturbation, coding, and external review.
Working paper publishedResearch method and working paperEmerging Product
The Observatory concept brings together the World Model, evidence labels, relational AI literacy, research updates, clinician learning, revision history, and role-specific pathways. It remains pre-validation. Hii will test a bounded demonstration and guided pilot before treating recurring software as the primary business model.
Project Rules
Each project begins with a defined audience, problem, evidence boundary, and human review gate.
Active, pilot, in development, submitted, published, and externally validated are visibly different states.
Tools should increase human judgment, connection, consent, and capacity rather than replace them.