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2026-08-20 12:25
A benchmark is only as good as the model you use to grade it
I built a pytest harness that runs the same set of questions through five language models at once - a free local Llama, plus GPT, DeepSeek, and two Claude models - and compares them on the three things a team pays for: cost per query, speed, and answer quality. The plan was simple. Run the grid, read the scoreboard, say which model to use.
The scoreboard came back clean and easy to read. This is ...