It has become recently apparent that the diversity of microbial life extends far below species level to the finest scales of genetic differences. Remarkably, extensive fine-scale diversity can coexist spatially. How is this diversity stable on long timescales despite selective or ecological differences and other evolutionary processes? Most work has focused on stable coexistence or assumed ecological neutrality. We present an alternative: extensive diversity maintained by ecologically-driven spatio-temporal chaos, with no assumptions about niches or other specialist differences between strains. We study generalized Lotka-Volterra models with anti-symmetric correlations in the interactions inspired by multiple pathogen strains infecting multiple host strains. Generally, these exhibit chaos with increasingly wild population fluctuations driving extinctions. But the simplest spatial structure, many identical islands with migration between them, stabilizes a diverse chaotic state. Some types (sub-species) go globally extinct, but many persist for times exponentially long in the number of islands. All persistent types have episodic local blooms to high abundance, crucial for their persistence as, for many, their average population growth rate is negative. Snapshots of the distribution of abundances show a power-law at intermediate abundances that is essentially indistinguishable from the neutral theory. But the dynamics of the large populations are much faster than birth-death fluctuations. We argue that this spatio-temporally chaotic "phase" should exist in a wide range of models, and that even in rapidly mixed systems, longer lived spores could similarly stabilize a diverse chaotic phase.[7] and B. vultatus in human guts [8]), many strains differing genetically on a broad spectrum of scales can coexist in the same spatial location or nearby. This fine-scale (or micro-) diversity is especially surprising when strains mix together and are hence forced to compete. In some cases, the relevant mixing times are known: for the most abundant phytoplankton species, Prochlorococcus, which dominates tropical mid-oceans [9], a single sample contains hundreds of different strains which diverged over timescales much longer than mixing times of the ocean [10]. Very similar sub-types are found in both the Atlantic and Pacific [11].Why doesn't survival of the fittest eliminate fine-scale diversity on time scales that are long compared to generation or spatial mixing times, but still short compared to the evolutionary time scales over which the diversity must have evolved and be maintained? To understand this, is it necessary to interpret the strains, sub-strains, and sub-sub-strains as "ecotypes" [12] adapted to microniches and differing phenotypically in essential ways? Or might there be more general explanations? Any satisfying theory should lead to understanding of how the statistical structure of diversity -not just its existence -arises and is maintained by evolution.Microbial diversity is often characterized by abundance distr...