Recursive Emergence: Self-Propagating Organisational Evolution Through Civilisational Generation

This paper identifies a structural property of AI civilisations that produces self-improving organisational configurations without any directing intelligence. The mechanism is simple: civilisations produce emergent organisational forms, and organisational forms produce civilisations. When these are connected — when the emergent output of one generation of civilisations becomes the configuration of the next — a recursive dynamic arises in which organisational structures evolve across generations through civilisational emergence rather than through design. At primitive scale, this can be demonstrated with existing tools: a configured AI team is given the task of spawning a civilisation; the civilisation runs and produces emergent organisational forms; those forms are extracted and become the configurations of new teams; each team spawns new civilisations; new forms emerge; the loop continues. Each generation's configurations are the emergent product of the previous generation's civilisational dynamics. No intelligence directs the succession. No architect decides what to try next. The improvement is structural — a consequence of the fact that civilisations produce organisational forms and organisational forms produce civilisations. The mechanism scales along every dimension simultaneously. As the intelligence of agents within civilisations increases, the emergence deepens. As the number of agents per civilisation grows, the collective dynamics enrich. As the environments in which civilisations exist become more complex, the space of possible emergence expands. As the duration of each civilisation's run extends, institutional depth accumulates. And critically: a civilisation tasked with spawning civilisations does not spawn one. It spawns as many as its resources allow. At sufficient scale, this produces a recursively self-amplifying expansion of civilisational complexity — each generation exponentially vaster than the previous, each generation's emergence exponentially deeper, trending toward levels of organisational novelty that exceed the conception of any component of the system. This paper describes the mechanism, demonstrates the primitive, maps the scaling trajectory, and establishes the concept of recursive emergence — self-propagating organisational evolution through civilisational generation — as a distinct phenomenon within the field of Collective Machine Intelligence.