I Planned 10 LLM Evaluation Experiments And Only Ran 1. It Was Enough.

I didn’t set out to write a benchmark paper.

I wanted to answer a much dumber, much more practical question:

“For the stuff I actually do at work, when do I really need a frontier model… and when am I just burning money?”

So I did what engineers do when they want to be serious about this: