We show that once , every sufficiently long interval contains many -term arithmetic progressions of primes, uniformly in the starting point . More precisely, for each fixed and , for all sufficiently large and all , where , , and for a small fixed . This is obtained by combining the uniform short-interval prime number theorem at exponents (a consequence of recent zero-density estimates of Guth and Maynard) with the Green-Tao transference principle (in the relative Szemerédi form) on a window-aligned -tricked block. We also record a concise Maynard-type lemma on dense clusters \emph{restricted to a fixed congruence class} in tiny intervals , which we use as a warm-up and for context. An appendix contains a short-interval Barban-Davenport-Halberstam mean square bound (uniform in ) that we use as a black box for variance estimates. The proofs in this paper were assisted by GPT-5.

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