Inference

Local Models vs Frontier APIs: An Honest Accounting

June 24, 2026 · 11 min read

What it actually takes to run LLMs on your own hardware, why memory bandwidth is the real bottleneck, and when the economics flip in favor of the API.

• llms
• local-models
• inference