TSMC SVP: better AI days lie ahead, remember the keyword 'COUPE'

TSMC’s invocation of 'COUPE'—Chiplet, Optimization, Ubiquitous AI, Power efficiency, Edge inference—signals a strategic pivot to redefine AI infrastructure beyond monolithic scaling. This accelerates heterogeneous integration into mid-tier GPUs, forcing EDA and IP vendors to adapt within six months or risk ecosystem exclusion. U.S. export controls have inflated TSMC Arizona’s operating costs by ~20%, yet its Japan-Europe redundancy strategy mitigates supply chain fragility. Intel and Samsung may abandon full-stack ambitions, instead aligning with TSMC on chiplet interoperability standards. Over the next 18 months, power-per-inference will dominate capital allocation; edge AI SoCs with sub-10W envelopes could double market share. Firms without CoWoS capacity access will fall irreversibly behind in deployment-scale AI.