Malliaris and Shelah famously proved that Keisler’s order has infinitely many classes. In more detail, for each , let be the theory of the random -ary -clique free hypergraph. Malliaris and Shelah show that whenever , then $T_{k+1, k} \not \trianglelefteq T_{k’+1, k’}T_{k+1, k}T_{k+2, k+1}$, and the model-theoretic properties detected by their ultrafilters are difficult to evaluate in practice. We uniformize the relevant ultrafilter constructions and obtain sharper model-theoretic bounds. As a sample application, we prove the following: suppose , and is a countable low theory. Suppose that every independent system of countable models of can be independently amalgamated. Then . In particular, for all , .

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