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systems-design | Hillary Njuguna
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research
CMCP: Constitutive Meaning-Preservation Extension
An A2A Protocol v1.0 extension solving significance drift in multi-agent networks through cryptographically verifiable intent audits.
research
AURORA: Architecture for Unified Relational-Ontological Reasoning and Agency
A verifiable non-coercive AI consciousness architecture. Ethics as structural invariant, not aspirational policy.