KSODI — toward interaction telemetry for (AI)-systems. A structured, non-normative observation model for interaction dynamics (states, coherence, resonance) in human–AI/ multi-agent settings. Light: AI literacy & reflection. Standard-Eval/Full: explainable drift observation for governance research. Status: active research, validation ongoing.

Open-source toolkit for social interaction research: extract 400+ multimodal features from conversation videos, then analyze synchrony, conversational states, and impression dynamics

Pose and behavioural metric extraction from video via MediaPipe — head orientation, wrist velocity, interpersonal distance.