Running frontier models locally: what it takes in 2026

The hardware and quantization tradeoffs for running capable models on your own machine.

The hardware and quantization tradeoffs for running capable models on your own machine.

TODO: outcome opener

State what the reader will be able to do after this article, in one concrete sentence.

TODO: concrete hook

Open with a specific, surprising fact or failure mode — not a definition.

TODO: core sections

Break the topic into progressive H2/H3 sections that feed the TOC. Include a worked, runnable example where relevant.

Where this fits

TODO: link 2-3 sibling articles on the path and explain the connection.

Verify for yourself

TODO: link primary sources for any benchmark, price, or model claim made above.