Dell and Intel say enterprise AI teams are rethinking where to run inference because cloud token costs are exhausting budgets faster than planned for growing agentic workloads. Customers are running through allotted token budgets in weeks instead of months. The shift is moving more deployments toward on-premises CPU resources and open-weight models alongside frontier cloud models.
Apple cut supplier component orders for iPhone 18 Pro and iPhone 18 Pro Max, with Nikkei Asia saying the October orders are at least 15% below what Apple originally requested. The iPhone 18 Pro starts at $1,199 and the iPhone 18 Pro Max at $1,299, each $100 more than the iPhone 17 Pro models they replaced. As memory-chip costs rise due to AI-driven demand, Apple shifts shipments toward premium models and delays the standard iPhone 18 to spring 2027.
The article describes the author’s month-long use of DeepSeek 4.1 Flash across many projects, arguing it feels as capable as top “frontier” models despite being much cheaper. It claims DeepSeek 4.1 Flash reduced KV-cache size by about 437x versus DeepSeek V1, which the author says keeps long coding sessions under $1 (and sometimes $0.003 per task). It changes developers’ behavior by making high-volume, low-stakes “unattended” work and long sessions economically practical, reducing reliance on expensive frontier subscriptions and suggesting future on-device/locally run efficiency improvements.
PC shipments fell more than 20% in Q3 2026 as AI-related memory and storage shortages drove up component prices and demand faded after earlier pre-orders. Shipments dropped 21.2% year-on-year to 58.1 million units worldwide in Q3 2026. The market lost momentum, inventory built up from the first-half pull-in, and forecasts point to further declines in Q4 2026 and 2027.
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