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8GB RAM laptops cause freezing and frustration in 2026 due to browser tabs and AI features. Three 16GB Windows laptops under $500 exist: HP OmniBook 3 with Snapdragon X and 20-hour battery, Asus Vivobook 16 with Ryzen AI 5, and Acer Aspire Go 15 with Intel Core i5.

Falling costs of AI prototyping have shifted the bottleneck from execution to decision-making. Organizations must embed a kill engine: a discipline for stopping initiatives early when evidence shows they no longer deserve resources. The harder problem is continuous selection, not delivery.
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