#Benchmarks

Posts tagged #Benchmarks. See all posts.

Adventures in Local LLMs: How We Made Our AI 2.3x Faster for 81 Cents

Same graphics card, same model. With Claude Opus 5.5 orchestrating, our local-server LLM ended up reading prompts 2.3x faster, and the whole run used 81 cents of electricity.

Reading the AI Visibility Numbers

LinkedIn's AI visibility guide gives sound advice, but several of its headline numbers measure something narrower than they sound. A small business should plan around its own baseline.

GDPval Isn't One Benchmark Anymore

A model scoring 85% on GDPval sounds like a fixed, trustworthy number. It isn't anymore, there are two different tests sharing that name, and they disagree.

Where Your Context Window Actually Goes

Most agent CLIs never show you what's actually sitting in context. Here's a real breakdown, and the mechanism behind it.