decision-traceability

Design notes on execution boundaries and responsibility structures for AI systems interacting with the physical world.

HyperUnit Network — a bilingual white paper and interactive demo for responsibility-centered capability digitization, decision traceability, AI governance, and reality-validated organizational learning.

A disk-backed causal workspace that makes complex LLM agent decisions inspectable, falsifiable, and evidence-bound.

Offline-first structured workflow tool for documenting AI-supported practice and generating AI Workflow Records using the CloudPedagogy AI Capability Framework.