Programs and Projects

Orieth develops research frameworks, judgment training, public materials, and narrative translation work. Current programs cover dialogue context decomposition, semantic steering, user-side contextual hallucination, human judgment systems, and research communication built for the public sphere.

Research frameworks

USCP, A-CSM, dialogue context decomposition, semantic steering analysis, and user-side contextual hallucination research for long-form AI interaction.

Training and apprenticeship

Small-cohort training in judgment systems, verification habits, workflow design, transcript reading, and revision-heavy AI collaboration practice.

Public research translation

Workshops, cross-lingual documentation, public materials, and research communication that turns difficult patterns into usable civic language.

Narrative inquiry

Research-led film and narrative translation work. Public-facing narrative projects remain in development. Coming soon.