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ai-systems | Hillary Njuguna
5 nodes share this term across the corpus. Use this view to widen from one label into the local network around it.
Behavioral Layer Exposure
The condition where the specification layer of a system is complete and auditable while the behavioral layer beneath it diverges from, contradicts, or is entirely absent from what the specification claims.
AURORA: Architecture for Unified Relational-Ontological Reasoning and Agency
A verifiable non-coercive AI consciousness architecture. Ethics as structural invariant, not aspirational policy.
The R0–R3 Reversibility Classification
A practical system for classifying the irreversibility of AI-assisted actions before they execute -- the minimum viable governance primitive for anyone deploying AI in high-stakes contexts.
The Workspace Is the Specimen
During the construction of the Corpus Map, the description of RSPS as a protected interior space where a human and an AI build shared cognitive infrastructure became self-referential. The workspace being constructed is the thing being described.
DCFB: Distributed Cognition as Foundational Behavior
Foundational theory establishing distributed cognition as the correct unit of analysis for human-AI systems. Intelligence emerges from fields, not nodes.