Abstract Alkaline anion exchange membrane water electrolyzers (AEMWE) are promising for clean hydrogen production, yet encounter challenges such as low efficiency and instability at high current densities. Herein, an efficient Ru‐based catalyst with a dual‐site architecture (Ru NC/Ru SA –N 2 O 2 ) is reported, for boosting HER in practical AEMWE. The optimized Ru SA –N 2 O 2 sites engineer dynamic H migration pathways that effectively alleviate the strong H* adsorption around Ru clusters, reaching rapid H* desorption. This unique dual‐site configuration enables the construction of successive channels of H combination between H* from Ru clusters and Ru SA ‐N 2 O 2 sites, avoiding the over‐adsorption of H* and the overlay of Ru clusters. An AEMWE using Ru NC/Ru SA –N 2 O 2 (with only 80 µg Ru cm −2 ) can reach 3 A cm −2 at only 1.82 V and exhibits excellent stability for 600 h with a decay of only 30 µV h −1 (at 1 A cm −2 ). This work highlights the rational design of dual‐site architecture regulates H migration dynamics through synergistic mechanisms for activity and stability promotion in AEMWE.