Xiaomi's AI cube launch intensifies hardware competition in edge AI compute. Pricing pressure accelerates commoditization of inference hardware—margin compression for incumbents, faster adoption curves for builders. Watch for follow-on effects: cheaper inference = more aggressive AI deployment across consumer/enterprise segments. Net bullish for ecosystem scale, bearish for premium hardware multiples.