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Applied AI·September 10, 2026·1 min read

Thelio Mira AI Linux Workstation: 192 GB GPU Memory

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A Linux workstation with 192 GB of GPU memory is a concrete sign that serious AI dev boxes are moving on-prem, not just into the cloud. For teams pushing large context windows or multi-model experiments, this kind of local capacity can cut iteration latency and cloud bills—worth evaluating against your heaviest workflows.

Applied AI

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Adobe turning 100M+ freemium users—up 70% YoY—into an AI distribution channel means incumbents with large installed bases can move the goalposts on upstarts overnight. If you're building creative or marketing tools, assume the default user already has 'good enough' AI in their existing suite and differentiate on workflow depth, not raw generation.