Adopting intermittent renewable electricity to produce “green” hydrogen has been a critical challenge because at a high current density the mass transfer capability of most catalytic electrodes deteriorates significantly. Herein, we report a unique lamellar fern‐like alloy aerogel (LFA) as a self‐standing electrode, showing a unique dynamically adaptive bubbling capability and can effectively avoid stress concentration caused by bubble aggregation. The LFA electrode is intrinsically highly catalytic‐active and shows a highly porous, resilient, hierarchically ordered, and well‐percolated conductive network. It not only shows superior gas evacuation capability but also exhibits significantly improved stability at high current densities, evidenced by showing the record lowest oxygen evolution reaction (OER) overpotential of 244 mV at 1000 mA cm−2 and continuously catalyzing OER for over 6000 hours. With the merits of mechanical robustness, excellent electron transport, and efficient bubble evacuation, LFA can be an ideal motif of a self‐standing catalytic electrode in anion‐exchange‐membrane water electrolysis (AEMWE), also functioning as the gas diffusion layers, which can achieve 3000 mA cm−2 at a low cell voltage of 1.88 V and can sustain stable electrolysis at 2000 mA cm−2 for over 1300 hours. This strategy can be extended to various gas evolution reactions as a general design rule for multiphase catalysis applications.This article is protected by copyright. All rights reserved