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Engineering Notes

Hands-on writing about building production AI systems -- the choices, the tradeoffs, and what actually breaks in the real world.

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April 08, 2026 · 2 min read · GPU Clouds Team

Welcome to the GPU Clouds Engineering Blog

What we'll write about here -- production AI engineering, the choices behind real systems, and the things nobody tells you until something breaks at 2am.

announcement engineering
April 08, 2026 · 8 min read · GPU Clouds Team

What AI actually costs an SMB in 2026 -- an honest breakdown

Most "AI for business" articles dodge the price question. Here are real 2026 numbers across model usage, infrastructure, and integration -- with the hidden costs nobody mentions.

pricing smb llm infrastructure cost
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