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Deep & Emerging Tech·August 12, 2026·1 min read

Cerebras Hardware Business Declines in Sign of ‘Lumpy’ Demand

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Cerebras’ hardware revenue dip underscores how non-standard AI accelerators face lumpy, project-based demand compared to the GPU default. If you’re considering alternative chips, model your risk around ecosystem maturity and deal timing — not just raw performance.

Deep & Emerging Tech

US Navy's new "Trump class" nuclear-powered program could hit $275 billion — with the first ship alone costing an eye-watering $23.4 billion

A $275 billion, nuclear-powered surface program that strains already-delayed yards is a signal that defense capex is locking in for decades, even as timelines slip. Shipbuilders and suppliers can plan for durable demand, but anyone selling “fast” dual-use tech into this stack needs to price in slow integration and chronic capacity bottlenecks.