hardware

2026 marks a pivotal year for AI hardware as custom ASICs and TPUs gain significant market share from GPUs. Learn how this accelerator diversification is transforming data centers, automotive, and sovereign AI infrastructure.

AI hardware accelerators are evolving beyond raw compute power toward system-level optimization. Discover how rack-scale design, memory bandwidth, custom silicon, and inference specialization are reshaping the AI infrastructure landscape in 2026.