After every race weekend on apexclub.live I used to do the same three things by hand. Enter the starting grid, enter the final classifications, trigger the scoring calculation. Every step was a few clicks and a few minutes. The annoying part wasn’t the time. It was the kind of work. It’s detectable, it’s repetitive, and getting it wrong silently corrupts a season’s standings. So I wanted it gone, but only on my terms.

I wanted something autonomous enough that I didn’t have to remember. Deterministic enough that I could trust it. Small enough that I could still explain every line.

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