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M31 and Ambiq Optimize TSMC N12e Power Efficiency for Edge AI

Designers facing the dual pressure of tightening power budgets and shrinking die sizes for AIoT devices have a new resource, as M31 and Ambiq unveiled a joint Foundation IP solution at the TSMC 2026 North America OIP Ecosystem Forum, specifically tailored for the TSMC N12e process node.

M31 and Ambiq Optimize TSMC N12e Power Efficiency for Edge AI
Photo: Bio & News

The collaboration integrates an optimized SPSRAM memory compiler with an ultra-low-leakage standard-cell library to address the demands of always-on edge applications. By utilizing Ambiq’s cascade-style methodology alongside M31’s circuit innovations, the platform achieves a 50% reduction in leakage power. This technical synergy allows developers to hit aggressive performance, power, and area targets without sacrificing compute responsiveness.

The memory compiler features a dual-rail architecture capable of reaching 500 MHz at near-threshold voltages while keeping retention leakage minimal. According to Jayanta Lahiri, VP at M31, this co-optimized approach provides a practical path for designers to meet the complex requirements of next-generation edge intelligence. Scott Hanson, CTO and Founder of Ambiq, emphasized that building energy efficiency into the foundation of a system-on-chip is critical as edge devices take on increasingly sophisticated AI workloads.

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