
Conceptual update:
- Simplified PMF incorporated in the Structural Intelligence Framework
- Entity is the common managed-object base class.
- Host, Sensor, Signal, Event, Knowledge, Agent, Interface, and Log are Entity subclasses..
Open object-oriented models for accountable AuI

This index provides a consolidated view of the OAII Base Model v0.1 object set, their roles, and their relationships. The Base Model defines an open, object‑oriented, edge‑primary architecture for autonomous intelligence systems, with aging‑in‑place event recognition used as a reference domain. The Base Model is normative at the object level and non‑normative at the implementation…

The Log object provides an explicit, structured, and privacy-aware record of system activity within a World. Logs enable auditability, accountability, debugging, and review without requiring continuous data retention or surveillance. In the OAII Base Model, Logs are first-class objects designed to support trust, not monitoring.

One of the most common sources of harm in AI systems is not malicious intent, poor data, or even flawed models. It is context leakage. When AI systems fail, they often fail because observations, interpretations, or rules escape the context in which they were valid. Meaning is treated as portable when it is not. This…

When discussions about AI architecture turn to the edge, they often focus on latency, bandwidth, or reliability. Those considerations matter — but in the home, they are secondary. In domestic settings, where intelligence runs is a question of dignity. Aging‑in‑place systems are not abstract infrastructure. They inhabit private spaces, observe intimate routines, and influence moments…