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What Hardware Do You Need for AI Work?

June 12, 2026 · 8 min read

Most people need far less hardware than forums suggest, because most work is API calls.

API-only work

Any modern laptop is fine. You are renting compute, not running it.

Local inference

Unified memory or a 12GB+ GPU opens up capable local models.

Fine-tuning

Rent cloud GPUs by the hour; buying rarely pays back for occasional training.

Storage and RAM

Models are large. Plan for hundreds of gigabytes if you experiment locally.