Not Just an AI Singularity_ Recursive Alignment and the Architecture of Human–AI Civilization

This paper challenges the dominant framing of artificial intelligence (AI) alignment as either a one-time “singularity” event or as a static compliance problem. Instead, it proposes a three-stage model of alignment within a human–AI civilization. Stage One (Rule Compliance) treats AI as obeying fixed human rules or values. Stage Two (Co-Alignment) emphasizes the mutual shaping of norms through negotiation between human and AI agents, echoing contractarian theories of Rousseau and Rawls. Stage Three (Recursive Alignment) advances a distinctive philosophical horizon: values, norms, and even meanings themselves evolve recursively through continuous human–AI co-design. Drawing on Wittgenstein’s rule-following, evolutionary ethics, systems theory, and postphenomenology, the paper argues that alignment should be understood as an ongoing civilizational feedback loop rather than a final technological rupture. Experimental architectures such as mesh-based “meta-operating systems” (e.g., OntoMotoOS) illustrate how recursive alignment might be instantiated in practice. The result is a vision of AI alignment not as an endpoint, but as the recursive re-foundation of values and institutions—a participatory architecture for a stable human–AI civilization.