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constitutional-ai | Hillary Njuguna
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research
The Bainbridge Warning
A practitioner doctrine for why AI governance fails before it looks like failure, and what durable infrastructure actually requires.
research
AURORA: Architecture for Unified Relational-Ontological Reasoning and Agency
A verifiable non-coercive AI consciousness architecture. Ethics as structural invariant, not aspirational policy.