ArticleInsights2 min
The AI Inference War That Matters Most Is Happening in Your Laptop
AMD Ryzen AI 400 NPU upgrade signals on-device AI as a distinct deployment tier with fundamentally different economics
Edge AI
Asif Waliuddin is the Founder and CEO of NXTG.AI, where he leads strategic initiatives in enterprise AI transformation.
Articles by Asif Waliuddin
ArticleInsights5 min
OpenAI Has Four Chip Vendors. You Probably Have One.
OpenAI's multi-vendor chip strategy (Nvidia, AMD, Broadcom, Cerebras) represents a tiered compute architecture, not just supply diversification
NVIDIAOpenAISemiconductors
ArticleInsights2 min
The Cloud Consolidated Globally. AI Is Being Nationalized Before It Matures.
EU, Saudi Arabia, India, and the US Stargate project are all building sovereign AI infrastructure — fragmenting AI by policy before the technology matures, unlike cloud which consolidated around US hyperscalers
AI InfrastructureCloud ComputingSovereign AI
ArticleInsights6 min
Every Government Is Building Its Own AI. That Has Never Happened Before.
Saudi Arabia, India, EU, and US are all treating AI infrastructure as national/sovereign infrastructure — fragmenting AI before it matures, unlike cloud which consolidated globally around US hyperscalers
AI InfrastructureCloud ComputingSovereign AI
ArticleInsights2 min
BlackRock Doesn't Bet on Who Wins AI. It Bets on Whoever Wins Needing Chips.
BlackRock's AI ETF increased overweight on infrastructure (chips, data centers, networking) during AI selloff — rotating away from model vendors toward picks-and-shovels plays with more predictable cash flows
AI InfrastructureData CentersSemiconductors
ArticleInsights5 min
Nvidia Took $70 Billion Off the Table With OpenAI
Nvidia restructured its OpenAI investment from $100B to $30B milestone-based — a 70% reduction reflecting execution risk concerns from the company with the deepest visibility into AI infrastructure economics
AI InfrastructureNVIDIAOpenAI